{ "communityAttemptedAt": "2026-09-14T03:53:28.928072+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-14T03:53:28.928072+00:00", "frameworkAttemptedAt": "2026-09-14T02:52:06.573026+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38863, "officialConfigError": null, "officialConfigValid": true, "successCount": 18666, "successRate": 0.48030260144610554, "wilsonLowerBound": 0.47533749046167356 }, "vllm": { "framework": "vllm", "modelCount": 51514, "officialConfigError": null, "officialConfigValid": true, "successCount": 14513, "successRate": 0.2817292386535699, "wilsonLowerBound": 0.27786096122896603 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2132, "officialConfigError": null, "officialConfigValid": true, "successCount": 571, "successRate": 0.2678236397748593, "wilsonLowerBound": 0.2494562405045196 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32005, "officialConfigError": null, "officialConfigValid": true, "successCount": 13917, "successRate": 0.4348383065146071, "wilsonLowerBound": 0.42941522709514257 }, "vllm": { "framework": "vllm", "modelCount": 37030, "officialConfigError": null, "officialConfigValid": true, "successCount": 10560, "successRate": 0.28517418309478804, "wilsonLowerBound": 0.2805979588051507 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7739, "officialConfigError": null, "officialConfigValid": true, "successCount": 3423, "successRate": 0.4423052073911358, "wilsonLowerBound": 0.43127099188241397 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63852, "officialConfigError": null, "officialConfigValid": true, "successCount": 12067, "successRate": 0.18898390026937292, "wilsonLowerBound": 0.1859659863111859 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15840, "officialConfigError": null, "officialConfigValid": true, "successCount": 3183, "successRate": 0.2009469696969697, "wilsonLowerBound": 0.1947794930784726 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5570, "officialConfigError": null, "officialConfigValid": true, "successCount": 45, "successRate": 0.00807899461400359, "wilsonLowerBound": 0.006043554326870268 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26044, "officialConfigError": null, "officialConfigValid": true, "successCount": 3200, "successRate": 0.12286899093841191, "wilsonLowerBound": 0.11893743118439545 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16458, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10159193097581723, "wilsonLowerBound": 0.09706884551454699 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 10145, "officialConfigError": null, "officialConfigValid": true, "successCount": 4342, "successRate": 0.4279940857565303, "wilsonLowerBound": 0.4183948351404624 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24077, "officialConfigError": null, "officialConfigValid": true, "successCount": 3778, "successRate": 0.1569132366989243, "wilsonLowerBound": 0.152373694093321 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8066, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.0674435903793702, "wilsonLowerBound": 0.0621738174048722 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 40845, "officialConfigError": null, "officialConfigValid": true, "successCount": 10310, "successRate": 0.252417676582201, "wilsonLowerBound": 0.24822824385305997 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22993, "officialConfigError": null, "officialConfigValid": true, "successCount": 3037, "successRate": 0.1320836776410212, "wilsonLowerBound": 0.12776862386051824 }, "vllm": { "framework": "vllm", "modelCount": 86530, "officialConfigError": null, "officialConfigValid": true, "successCount": 9763, "successRate": 0.11282792095227089, "wilsonLowerBound": 0.11073701626736399 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 39221, "officialConfigError": null, "officialConfigValid": true, "successCount": 4810, "successRate": 0.12263838249917136, "wilsonLowerBound": 0.11942890980109559 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 28444, "officialConfigError": null, "officialConfigValid": true, "successCount": 3309, "successRate": 0.1163338489663901, "wilsonLowerBound": 0.11265942160645469 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87851, "officialConfigError": null, "officialConfigValid": true, "successCount": 20575, "successRate": 0.23420336706468908, "wilsonLowerBound": 0.23141452378566202 }, "transformers": { "framework": "transformers", "modelCount": 5098, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11023930953315025, "wilsonLowerBound": 0.1019337417155715 }, "vllm": { "framework": "vllm", "modelCount": 112461, "officialConfigError": null, "officialConfigValid": true, "successCount": 16504, "successRate": 0.14675309662905361, "wilsonLowerBound": 0.14469699368852246 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15973, "officialConfigError": null, "officialConfigValid": true, "successCount": 3270, "successRate": 0.2047204657860139, "wilsonLowerBound": 0.1985342786602342 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42655, "officialConfigError": null, "officialConfigValid": true, "successCount": 5551, "successRate": 0.13013714687609892, "wilsonLowerBound": 0.12697743769842085 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6271, "officialConfigError": null, "officialConfigValid": true, "successCount": 488, "successRate": 0.07781852974007335, "wilsonLowerBound": 0.0714436271066438 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30430, "officialConfigError": null, "officialConfigValid": true, "successCount": 5290, "successRate": 0.17384160368057838, "wilsonLowerBound": 0.16962476565481618 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60773, "officialConfigError": null, "officialConfigValid": true, "successCount": 12381, "successRate": 0.2037253385549504, "wilsonLowerBound": 0.2005418659115495 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6627, "officialConfigError": null, "officialConfigValid": true, "successCount": 1969, "successRate": 0.2971178512147276, "wilsonLowerBound": 0.28623515146071 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12088, "officialConfigError": null, "officialConfigValid": true, "successCount": 3162, "successRate": 0.2615817339510258, "wilsonLowerBound": 0.253823452746983 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 59354, "officialConfigError": null, "officialConfigValid": true, "successCount": 16173, "successRate": 0.2724837416180881, "wilsonLowerBound": 0.26891657553552223 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46147, "officialConfigError": null, "officialConfigValid": true, "successCount": 20085, "successRate": 0.43523956053481266, "wilsonLowerBound": 0.4307215731886573 }, "vllm": { "framework": "vllm", "modelCount": 35831, "officialConfigError": null, "officialConfigValid": true, "successCount": 3151, "successRate": 0.08794061008623817, "wilsonLowerBound": 0.08505214309045145 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 304, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6276, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030592734225621414, "wilsonLowerBound": 0.026610861971840757 }, "vllm": { "framework": "vllm", "modelCount": 10010, "officialConfigError": null, "officialConfigValid": true, "successCount": 733, "successRate": 0.07322677322677322, "wilsonLowerBound": 0.06828543573281327 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5622, "officialConfigError": null, "officialConfigValid": true, "successCount": 2361, "successRate": 0.419957310565635, "wilsonLowerBound": 0.4071146684947529 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7368, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03189467969598263, "wilsonLowerBound": 0.028119876473318692 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10755, "officialConfigError": null, "officialConfigValid": true, "successCount": 3664, "successRate": 0.3406787540678754, "wilsonLowerBound": 0.3317798677888227 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26044, "officialConfigError": null, "officialConfigValid": true, "successCount": 13166, "successRate": 0.5055291045922286, "wilsonLowerBound": 0.49945654233725134 }, "vllm": { "framework": "vllm", "modelCount": 61015, "officialConfigError": null, "officialConfigValid": true, "successCount": 5985, "successRate": 0.09809063345079079, "wilsonLowerBound": 0.0957557613514686 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12250, "officialConfigError": null, "officialConfigValid": true, "successCount": 1730, "successRate": 0.14122448979591837, "wilsonLowerBound": 0.13516978100148383 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-14T04:02:48.475533+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 954.530612244898, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.0712147294756384, "queueFactor": 0.9854746098899501, "queueWeight": 0.9854746098899501, "recentSuccess": 53, "recentSuccessRate": 0.36054421768707484, "recentTerminal": 147, "recentWilsonLowerBound": 0.28738689764624564, "running": 8, "selectionWeight": 2.0411295275283234, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 23386 }, "Ascend_910-b4": { "available": true, "backlogHours": 1307.1968503937007, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9400755764387578, "queueWeight": 0.9400755764387578, "recentSuccess": 50, "recentSuccessRate": 0.3937007874015748, "recentTerminal": 127, "recentWilsonLowerBound": 0.31304739392858366, "running": 8, "selectionWeight": 2.350188941096895, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 27669 }, "Biren_166m": { "available": true, "backlogHours": 143.81632653061226, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2472579419959796, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 30, "recentSuccessRate": 0.15306122448979592, "recentTerminal": 196, "recentWilsonLowerBound": 0.10936729611474796, "running": 8, "selectionWeight": 0.32143532459477353, "stale": false, "submissionEligible": true, "throughputPerHour": 32.666666666666664, "waiting": 4698 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1232.9589041095892, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6817399938106726, "queueFactor": 0.9483565070103852, "queueWeight": 0.9483565070103852, "recentSuccess": 19, "recentSuccessRate": 0.2602739726027397, "recentTerminal": 73, "recentWilsonLowerBound": 0.17342050231153916, "running": 7, "selectionWeight": 0.6465325592195711, "stale": false, "submissionEligible": true, "throughputPerHour": 12.166666666666666, "waiting": 15001 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 511.3457943925234, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.42489552101011263, "queueFactor": 1.082197970970248, "queueWeight": 1.082197970970248, "recentSuccess": 22, "recentSuccessRate": 0.205607476635514, "recentTerminal": 107, "recentWilsonLowerBound": 0.13988321742546095, "running": 7, "selectionWeight": 0.4598210707114903, "stale": false, "submissionEligible": true, "throughputPerHour": 17.833333333333332, "waiting": 9119 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 52.26578073089701, "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": 0.016611295681063124, "recentTerminal": 301, "recentWilsonLowerBound": 0.0071155849735820825, "running": 26, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 50.166666666666664, "waiting": 2622 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 232.56880733944953, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.6382006875016879, "queueFactor": 1.2179548768730546, "queueWeight": 1.2179548768730546, "recentSuccess": 26, "recentSuccessRate": 0.23853211009174313, "recentTerminal": 109, "recentWilsonLowerBound": 0.16829549205620983, "running": 13, "selectionWeight": 0.777299639766417, "stale": false, "submissionEligible": true, "throughputPerHour": 18.166666666666668, "waiting": 4225 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2122.5, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7540646019676442, "queueFactor": 0.8741516139694429, "queueWeight": 0.8741516139694429, "recentSuccess": 13, "recentSuccessRate": 0.29545454545454547, "recentTerminal": 44, "recentWilsonLowerBound": 0.18155360887243294, "running": 2, "selectionWeight": 0.6591667888472418, "stale": false, "submissionEligible": true, "throughputPerHour": 7.333333333333333, "waiting": 15565 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 777.1034482758621, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6809650862390791, "queueFactor": 1.0163471956497172, "queueWeight": 1.0163471956497172, "recentSuccess": 22, "recentSuccessRate": 0.25287356321839083, "recentTerminal": 87, "recentWilsonLowerBound": 0.17333087433749275, "running": 9, "selectionWeight": 0.692096955734456, "stale": false, "submissionEligible": true, "throughputPerHour": 14.5, "waiting": 11268 }, "MetaX_c-500": { "available": true, "backlogHours": 678.2941176470588, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.5158427139387411, "queueFactor": 1.037292435937275, "queueWeight": 1.037292435937275, "recentSuccess": 34, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 102, "recentWilsonLowerBound": 0.2493697609902782, "running": 4, "selectionWeight": 1.5723721812392868, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 11531 }, "Mthreads_s4000": { "available": true, "backlogHours": 2014.0298507462687, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.1759405954151276, "queueFactor": 0.8810570550066551, "queueWeight": 0.8810570550066551, "recentSuccess": 27, "recentSuccessRate": 0.40298507462686567, "recentTerminal": 67, "recentWilsonLowerBound": 0.2939031193036935, "running": 5, "selectionWeight": 1.91712781286588, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 22490 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3515.04, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.281662877329479, "queueFactor": 0.8104465500388418, "queueWeight": 0.8104465500388418, "recentSuccess": 12, "recentSuccessRate": 0.48, "recentTerminal": 25, "recentWilsonLowerBound": 0.30031003928960015, "running": 2, "selectionWeight": 1.8491658072833734, "stale": false, "submissionEligible": true, "throughputPerHour": 4.166666666666667, "waiting": 14646 }, "Vastai_va16": { "available": true, "backlogHours": 1128.0, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.8598584404909849, "queueFactor": 0.9610977347494841, "queueWeight": 0.9610977347494841, "recentSuccess": 19, "recentSuccessRate": 0.2878787878787879, "recentTerminal": 66, "recentWilsonLowerBound": 0.19271802784703906, "running": 16, "selectionWeight": 0.8264079993611098, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 12408 }, "hygon_k100-ai": { "available": true, "backlogHours": 556.265625, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.7674527658827539, "queueFactor": 1.0686157851874307, "queueWeight": 1.0686157851874307, "recentSuccess": 32, "recentSuccessRate": 0.25, "recentTerminal": 128, "recentWilsonLowerBound": 0.183011770761507, "running": 6, "selectionWeight": 0.8201121400080645, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 11867 } }, "queueAttemptedAt": "2026-09-14T04:02:48.475533+00:00", "queueError": null, "queueUpdatedAt": "2026-09-14T04:02:48.475533+00:00", "supportedGpus": [ "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "Biren_166m", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }