{ "communityAttemptedAt": "2026-10-01T18:22:34.971806+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-01T18:22:34.971806+00:00", "frameworkAttemptedAt": "2026-10-01T14:12:45.551559+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40463, "officialConfigError": null, "officialConfigValid": true, "successCount": 19725, "successRate": 0.4874823913204656, "wilsonLowerBound": 0.48261345258697064 }, "vllm": { "framework": "vllm", "modelCount": 54156, "officialConfigError": null, "officialConfigValid": true, "successCount": 15011, "successRate": 0.27718073712977326, "wilsonLowerBound": 0.2734267482381784 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 0, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 3364, "officialConfigError": null, "officialConfigValid": true, "successCount": 959, "successRate": 0.285077288941736, "wilsonLowerBound": 0.27007323912295395 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34992, "officialConfigError": null, "officialConfigValid": true, "successCount": 16052, "successRate": 0.4587334247828075, "wilsonLowerBound": 0.45351719375542565 }, "vllm": { "framework": "vllm", "modelCount": 38810, "officialConfigError": null, "officialConfigValid": true, "successCount": 10868, "successRate": 0.2800309198660139, "wilsonLowerBound": 0.2755855691255702 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11030, "officialConfigError": null, "officialConfigValid": true, "successCount": 4619, "successRate": 0.41876699909338166, "wilsonLowerBound": 0.40958959669523676 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64150, "officialConfigError": null, "officialConfigValid": true, "successCount": 12093, "successRate": 0.18851130163678878, "wilsonLowerBound": 0.1855032989177426 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 24594, "officialConfigError": null, "officialConfigValid": true, "successCount": 5057, "successRate": 0.20561925672928358, "wilsonLowerBound": 0.2006142966799066 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7146, "officialConfigError": null, "officialConfigValid": true, "successCount": 82, "successRate": 0.011474951021550517, "wilsonLowerBound": 0.00925477004751275 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26488, "officialConfigError": null, "officialConfigValid": true, "successCount": 3257, "successRate": 0.1229613409845968, "wilsonLowerBound": 0.11906111872843192 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16493, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10161886861092585, "wilsonLowerBound": 0.09709993915301135 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13489, "officialConfigError": null, "officialConfigValid": true, "successCount": 5501, "successRate": 0.4078137741863741, "wilsonLowerBound": 0.3995478807753092 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24501, "officialConfigError": null, "officialConfigValid": true, "successCount": 3797, "successRate": 0.1549732663972899, "wilsonLowerBound": 0.1504960364288626 }, "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": 47782, "officialConfigError": null, "officialConfigValid": true, "successCount": 11901, "successRate": 0.249068686953246, "wilsonLowerBound": 0.24521117951580843 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23617, "officialConfigError": null, "officialConfigValid": true, "successCount": 3104, "successRate": 0.13143074903671084, "wilsonLowerBound": 0.12718144728334102 }, "vllm": { "framework": "vllm", "modelCount": 86826, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11250086379655863, "wilsonLowerBound": 0.1104161762854407 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43557, "officialConfigError": null, "officialConfigValid": true, "successCount": 5304, "successRate": 0.12177147186445347, "wilsonLowerBound": 0.11873361339609859 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 39948, "officialConfigError": null, "officialConfigValid": true, "successCount": 3564, "successRate": 0.0892159807750075, "wilsonLowerBound": 0.08645997643731695 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90728, "officialConfigError": null, "officialConfigValid": true, "successCount": 22190, "successRate": 0.24457719777797374, "wilsonLowerBound": 0.24179107671910258 }, "transformers": { "framework": "transformers", "modelCount": 5424, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10693215339233038, "wilsonLowerBound": 0.09898437560872482 }, "vllm": { "framework": "vllm", "modelCount": 112767, "officialConfigError": null, "officialConfigValid": true, "successCount": 16527, "successRate": 0.1465588337013488, "wilsonLowerBound": 0.1445066450230568 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20788, "officialConfigError": null, "officialConfigValid": true, "successCount": 3751, "successRate": 0.18044063883009429, "wilsonLowerBound": 0.17527217444084148 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43315, "officialConfigError": null, "officialConfigValid": true, "successCount": 5637, "successRate": 0.1301396744776636, "wilsonLowerBound": 0.1270038516178073 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7490, "officialConfigError": null, "officialConfigValid": true, "successCount": 664, "successRate": 0.08865153538050734, "wilsonLowerBound": 0.08242335084044107 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 201, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.1791044776119403, "wilsonLowerBound": 0.13226856106642715 }, "vllm": { "framework": "vllm", "modelCount": 32807, "officialConfigError": null, "officialConfigValid": true, "successCount": 6244, "successRate": 0.19032523546804037, "wilsonLowerBound": 0.1861136674084707 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61326, "officialConfigError": null, "officialConfigValid": true, "successCount": 12406, "successRate": 0.20229592668688648, "wilsonLowerBound": 0.19913519689723738 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11623, "officialConfigError": null, "officialConfigValid": true, "successCount": 3418, "successRate": 0.29407209842553556, "wilsonLowerBound": 0.28585791536891203 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14537, "officialConfigError": null, "officialConfigValid": true, "successCount": 3635, "successRate": 0.25005159248813374, "wilsonLowerBound": 0.24307862808182126 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64954, "officialConfigError": null, "officialConfigValid": true, "successCount": 17830, "successRate": 0.274501955229855, "wilsonLowerBound": 0.27108339292354944 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 409, "officialConfigError": null, "officialConfigValid": true, "successCount": 258, "successRate": 0.6308068459657702, "wilsonLowerBound": 0.5830216343045451 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47541, "officialConfigError": null, "officialConfigValid": true, "successCount": 21075, "successRate": 0.44330157127532027, "wilsonLowerBound": 0.43884071276614023 }, "vllm": { "framework": "vllm", "modelCount": 38210, "officialConfigError": null, "officialConfigValid": true, "successCount": 4158, "successRate": 0.10881968071185553, "wilsonLowerBound": 0.10573640334212399 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 818, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6283, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030558650326277255, "wilsonLowerBound": 0.02658115788279188 }, "vllm": { "framework": "vllm", "modelCount": 10051, "officialConfigError": null, "officialConfigValid": true, "successCount": 748, "successRate": 0.07442045567605213, "wilsonLowerBound": 0.0694504296857678 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6643, "officialConfigError": null, "officialConfigValid": true, "successCount": 2885, "successRate": 0.4342917356615987, "wilsonLowerBound": 0.42241351581838804 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7400, "officialConfigError": null, "officialConfigValid": true, "successCount": 243, "successRate": 0.032837837837837835, "wilsonLowerBound": 0.02901357764943315 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14971, "officialConfigError": null, "officialConfigValid": true, "successCount": 4803, "successRate": 0.3208202524881437, "wilsonLowerBound": 0.3133895797034147 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27453, "officialConfigError": null, "officialConfigValid": true, "successCount": 14002, "successRate": 0.510035333114778, "wilsonLowerBound": 0.504120855120688 }, "vllm": { "framework": "vllm", "modelCount": 64904, "officialConfigError": null, "officialConfigValid": true, "successCount": 6789, "successRate": 0.10460064094662887, "wilsonLowerBound": 0.10226951135299894 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13115, "officialConfigError": null, "officialConfigValid": true, "successCount": 2045, "successRate": 0.15592832634388104, "wilsonLowerBound": 0.14982013790001625 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-01T18:33:30.564151+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1177.5217391304348, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0281702836747502, "queueFactor": 0.9895083140065206, "queueWeight": 0.9895083140065206, "recentSuccess": 47, "recentSuccessRate": 0.34057971014492755, "recentTerminal": 138, "recentWilsonLowerBound": 0.26678692544463495, "running": 7, "selectionWeight": 1.017383043910608, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 27083 }, "Ascend_910-b4": { "available": true, "backlogHours": 1243.4468085106382, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4662726319737778, "queueFactor": 0.9814557095252606, "queueWeight": 0.9814557095252606, "recentSuccess": 55, "recentSuccessRate": 0.3900709219858156, "recentTerminal": 141, "recentWilsonLowerBound": 0.31349641502575776, "running": 7, "selectionWeight": 1.4390816463712954, "stale": false, "submissionEligible": true, "throughputPerHour": 23.5, "waiting": 29221 }, "Biren_166m": { "available": true, "backlogHours": 129.6195652173913, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.13898935694546205, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 28, "recentSuccessRate": 0.15217391304347827, "recentTerminal": 184, "recentWilsonLowerBound": 0.10743025005566798, "running": 7, "selectionWeight": 0.18068616402910068, "stale": false, "submissionEligible": false, "throughputPerHour": 30.666666666666668, "waiting": 3975 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1321.0285714285715, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.272451873034043, "queueFactor": 0.9725858706589151, "queueWeight": 0.9725858706589151, "recentSuccess": 16, "recentSuccessRate": 0.22857142857142856, "recentTerminal": 70, "recentWilsonLowerBound": 0.14587940188627677, "running": 7, "selectionWeight": 0.2649828421474669, "stale": false, "submissionEligible": false, "throughputPerHour": 11.666666666666666, "waiting": 15412 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 432.2479338842975, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.26497361529487756, "queueFactor": 1.1500185581108975, "queueWeight": 1.1500185581108975, "recentSuccess": 25, "recentSuccessRate": 0.2066115702479339, "recentTerminal": 121, "recentWilsonLowerBound": 0.14404553713266344, "running": 6, "selectionWeight": 0.30472457499884675, "stale": false, "submissionEligible": false, "throughputPerHour": 20.166666666666668, "waiting": 8717 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 50.31460674157304, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 8, "recentSuccessRate": 0.0299625468164794, "recentTerminal": 267, "recentWilsonLowerBound": 0.015258945377770778, "running": 22, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 44.5, "waiting": 2239 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 282.8495575221239, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.16957835869946367, "queueFactor": 1.2255512071512475, "queueWeight": 1.2255512071512475, "recentSuccess": 20, "recentSuccessRate": 0.17699115044247787, "recentTerminal": 113, "recentWilsonLowerBound": 0.11759646319919158, "running": 4, "selectionWeight": 0.20782696221085495, "stale": false, "submissionEligible": false, "throughputPerHour": 18.833333333333332, "waiting": 5327 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1928.0816326530614, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6205429586275496, "queueFactor": 0.9189586604741844, "queueWeight": 0.9189586604741844, "recentSuccess": 16, "recentSuccessRate": 0.32653061224489793, "recentTerminal": 49, "recentWilsonLowerBound": 0.21207321329264214, "running": 2, "selectionWeight": 0.5702533260270602, "stale": false, "submissionEligible": true, "throughputPerHour": 8.166666666666666, "waiting": 15746 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 344.859375, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.25898468457846097, "queueFactor": 1.1896480090363968, "queueWeight": 1.1896480090363968, "recentSuccess": 26, "recentSuccessRate": 0.203125, "recentTerminal": 128, "recentWilsonLowerBound": 0.14255643643579252, "running": 8, "selectionWeight": 0.3081006143796853, "stale": false, "submissionEligible": false, "throughputPerHour": 21.333333333333332, "waiting": 7357 }, "MetaX_c-500": { "available": true, "backlogHours": 518.65, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6581026926270348, "queueFactor": 1.119009130873212, "queueWeight": 1.119009130873212, "recentSuccess": 35, "recentSuccessRate": 0.2916666666666667, "recentTerminal": 120, "recentWilsonLowerBound": 0.21781442705981954, "running": 2, "selectionWeight": 0.7364229221018987, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 10373 }, "Mthreads_s4000": { "available": true, "backlogHours": 1891.1142857142859, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.9216310998674889, "queueWeight": 0.9216310998674889, "recentSuccess": 36, "recentSuccessRate": 0.5142857142857142, "recentTerminal": 70, "recentWilsonLowerBound": 0.39954182740260175, "running": 4, "selectionWeight": 2.304077749668722, "stale": false, "submissionEligible": true, "throughputPerHour": 11.666666666666666, "waiting": 22063 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2319.2727272727275, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.20581681108146385, "queueFactor": 0.8938445870095556, "queueWeight": 0.8938445870095556, "recentSuccess": 10, "recentSuccessRate": 0.22727272727272727, "recentTerminal": 44, "recentWilsonLowerBound": 0.12841810830185088, "running": 2, "selectionWeight": 0.1839682425007348, "stale": false, "submissionEligible": false, "throughputPerHour": 7.333333333333333, "waiting": 17008 }, "Vastai_va16": { "available": true, "backlogHours": 1128.219512195122, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.08462825505102849, "queueFactor": 0.9958771015877244, "queueWeight": 0.9958771015877244, "recentSuccess": 12, "recentSuccessRate": 0.14634146341463414, "recentTerminal": 82, "recentWilsonLowerBound": 0.08574077865956604, "running": 16, "selectionWeight": 0.08427934135264495, "stale": false, "submissionEligible": false, "throughputPerHour": 13.666666666666666, "waiting": 15419 }, "hygon_k100-ai": { "available": true, "backlogHours": 1066.918918918919, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.47884201409557675, "queueFactor": 1.0042574800581654, "queueWeight": 1.0042574800581654, "recentSuccess": 29, "recentSuccessRate": 0.26126126126126126, "recentTerminal": 111, "recentWilsonLowerBound": 0.18850083133789378, "running": 6, "selectionWeight": 0.48088067442160043, "stale": false, "submissionEligible": true, "throughputPerHour": 18.5, "waiting": 19738 } }, "queueAttemptedAt": "2026-10-01T18:30:19.359621+00:00", "queueError": null, "queueUpdatedAt": "2026-10-01T18:30:19.359621+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "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 }