{ "communityAttemptedAt": "2026-10-05T17:37:24.663776+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-05T17:37:24.663776+00:00", "frameworkAttemptedAt": "2026-10-05T16:49:15.747715+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41114, "officialConfigError": null, "officialConfigValid": true, "successCount": 20198, "successRate": 0.4912681811548378, "wilsonLowerBound": 0.48643679928644223 }, "vllm": { "framework": "vllm", "modelCount": 55042, "officialConfigError": null, "officialConfigValid": true, "successCount": 15154, "successRate": 0.27531703063115437, "wilsonLowerBound": 0.2716011700887115 }, "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": 3785, "officialConfigError": null, "officialConfigValid": true, "successCount": 1132, "successRate": 0.29907529722589166, "wilsonLowerBound": 0.2846985606696568 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35763, "officialConfigError": null, "officialConfigValid": true, "successCount": 16575, "successRate": 0.46346782988004365, "wilsonLowerBound": 0.4583037408701274 }, "vllm": { "framework": "vllm", "modelCount": 39227, "officialConfigError": null, "officialConfigValid": true, "successCount": 10937, "successRate": 0.2788130624314885, "wilsonLowerBound": 0.2743973284766934 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11711, "officialConfigError": null, "officialConfigValid": true, "successCount": 4907, "successRate": 0.4190077704722056, "wilsonLowerBound": 0.41009950637200965 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64188, "officialConfigError": null, "officialConfigValid": true, "successCount": 12094, "successRate": 0.1884152801146632, "wilsonLowerBound": 0.18540875980721094 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26563, "officialConfigError": null, "officialConfigValid": true, "successCount": 5701, "successRate": 0.2146218424123781, "wilsonLowerBound": 0.20972594340007317 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7396, "officialConfigError": null, "officialConfigValid": true, "successCount": 97, "successRate": 0.013115197404002164, "wilsonLowerBound": 0.010763485319455634 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26529, "officialConfigError": null, "officialConfigValid": true, "successCount": 3261, "successRate": 0.1229220852651815, "wilsonLowerBound": 0.11902538389284043 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16498, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10158807128136745, "wilsonLowerBound": 0.09707043924110484 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14302, "officialConfigError": null, "officialConfigValid": true, "successCount": 5753, "successRate": 0.4022514333659628, "wilsonLowerBound": 0.3942422404489415 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24592, "officialConfigError": null, "officialConfigValid": true, "successCount": 3800, "successRate": 0.15452179570592062, "wilsonLowerBound": 0.1500582126345915 }, "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": 49316, "officialConfigError": null, "officialConfigValid": true, "successCount": 12328, "successRate": 0.24997972260523968, "wilsonLowerBound": 0.24617764513111773 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23712, "officialConfigError": null, "officialConfigValid": true, "successCount": 3114, "successRate": 0.1313259109311741, "wilsonLowerBound": 0.12708648289155947 }, "vllm": { "framework": "vllm", "modelCount": 86879, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11243223333601907, "wilsonLowerBound": 0.11034873934667119 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 44680, "officialConfigError": null, "officialConfigValid": true, "successCount": 5427, "successRate": 0.12146374216651745, "wilsonLowerBound": 0.11846721777371287 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43109, "officialConfigError": null, "officialConfigValid": true, "successCount": 3609, "successRate": 0.08371801711939503, "wilsonLowerBound": 0.08114041848583305 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91441, "officialConfigError": null, "officialConfigValid": true, "successCount": 22574, "successRate": 0.246869566168349, "wilsonLowerBound": 0.24408541466094857 }, "transformers": { "framework": "transformers", "modelCount": 5466, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10611050128064398, "wilsonLowerBound": 0.09822058009522845 }, "vllm": { "framework": "vllm", "modelCount": 112794, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.14654148270298065, "wilsonLowerBound": 0.14448964000392267 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 21793, "officialConfigError": null, "officialConfigValid": true, "successCount": 3838, "successRate": 0.17611159546643418, "wilsonLowerBound": 0.17111142121977357 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43488, "officialConfigError": null, "officialConfigValid": true, "successCount": 5658, "successRate": 0.1301048565121413, "wilsonLowerBound": 0.12697557492317835 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7713, "officialConfigError": null, "officialConfigValid": true, "successCount": 710, "successRate": 0.0920523791002204, "wilsonLowerBound": 0.08580190406851902 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33399, "officialConfigError": null, "officialConfigValid": true, "successCount": 6456, "successRate": 0.19329920057486752, "wilsonLowerBound": 0.189099500133058 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61419, "officialConfigError": null, "officialConfigValid": true, "successCount": 12413, "successRate": 0.20210358358162783, "wilsonLowerBound": 0.1989463732919047 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13120, "officialConfigError": null, "officialConfigValid": true, "successCount": 3811, "successRate": 0.29047256097560975, "wilsonLowerBound": 0.28276648286080375 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14864, "officialConfigError": null, "officialConfigValid": true, "successCount": 3674, "successRate": 0.24717438105489775, "wilsonLowerBound": 0.24030544402603232 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66045, "officialConfigError": null, "officialConfigValid": true, "successCount": 18169, "successRate": 0.27510031039442806, "wilsonLowerBound": 0.27170765375538236 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 600, "officialConfigError": null, "officialConfigValid": true, "successCount": 369, "successRate": 0.615, "wilsonLowerBound": 0.5754497991896141 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47877, "officialConfigError": null, "officialConfigValid": true, "successCount": 21320, "successRate": 0.4453077678217098, "wilsonLowerBound": 0.44086039766709234 }, "vllm": { "framework": "vllm", "modelCount": 38796, "officialConfigError": null, "officialConfigValid": true, "successCount": 4412, "successRate": 0.11372306423342612, "wilsonLowerBound": 0.11060207486574089 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 940, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6285, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03054892601431981, "wilsonLowerBound": 0.026572683176579088 }, "vllm": { "framework": "vllm", "modelCount": 10065, "officialConfigError": null, "officialConfigValid": true, "successCount": 754, "successRate": 0.0749130650769995, "wilsonLowerBound": 0.06993064194246942 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6884, "officialConfigError": null, "officialConfigValid": true, "successCount": 3002, "successRate": 0.43608367228355605, "wilsonLowerBound": 0.42440792233302893 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7404, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.032955159373311727, "wilsonLowerBound": 0.029124828822416106 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15711, "officialConfigError": null, "officialConfigValid": true, "successCount": 4914, "successRate": 0.31277448921138057, "wilsonLowerBound": 0.30557130913102326 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27738, "officialConfigError": null, "officialConfigValid": true, "successCount": 14125, "successRate": 0.5092292162376523, "wilsonLowerBound": 0.5033451333198427 }, "vllm": { "framework": "vllm", "modelCount": 66061, "officialConfigError": null, "officialConfigValid": true, "successCount": 6911, "successRate": 0.1046154311923828, "wilsonLowerBound": 0.1023044558630363 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13309, "officialConfigError": null, "officialConfigValid": true, "successCount": 2084, "successRate": 0.15658576902847698, "wilsonLowerBound": 0.1505107717423421 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-05T17:43:04.178528+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 733.9078341013825, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.2168135305516221, "queueFactor": 0.9860376358361508, "queueWeight": 0.9860376358361508, "recentSuccess": 50, "recentSuccessRate": 0.2304147465437788, "recentTerminal": 217, "recentWilsonLowerBound": 0.17936748764851626, "running": 9, "selectionWeight": 1.1998239369185613, "stale": false, "submissionEligible": true, "throughputPerHour": 36.166666666666664, "waiting": 26543 }, "Ascend_910-b4": { "available": true, "backlogHours": 732.253164556962, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.6483295532138709, "queueFactor": 0.9863715371005786, "queueWeight": 0.9863715371005786, "recentSuccess": 61, "recentSuccessRate": 0.25738396624472576, "recentTerminal": 237, "recentWilsonLowerBound": 0.2059026394113653, "running": 8, "selectionWeight": 1.6258653550518758, "stale": false, "submissionEligible": true, "throughputPerHour": 39.5, "waiting": 28924 }, "Biren_166m": { "available": true, "backlogHours": 128.6751592356688, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4302294337146284, "queueFactor": 1.2803111070370525, "queueWeight": 1.2803111070370525, "recentSuccess": 40, "recentSuccessRate": 0.25477707006369427, "recentTerminal": 157, "recentWilsonLowerBound": 0.1930387467206768, "running": 8, "selectionWeight": 1.8311386295961527, "stale": false, "submissionEligible": true, "throughputPerHour": 26.166666666666668, "waiting": 3367 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1040.0217391304348, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.14447085994997705, "queueFactor": 0.9358006827027299, "queueWeight": 0.9358006827027299, "recentSuccess": 11, "recentSuccessRate": 0.11956521739130435, "recentTerminal": 92, "recentWilsonLowerBound": 0.06809064764004356, "running": 7, "selectionWeight": 0.135195929371839, "stale": false, "submissionEligible": false, "throughputPerHour": 15.333333333333334, "waiting": 15947 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 272.52972972972975, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3200435297183488, "queueFactor": 1.1440042488909345, "queueWeight": 1.1440042488909345, "recentSuccess": 26, "recentSuccessRate": 0.14054054054054055, "recentTerminal": 185, "recentWilsonLowerBound": 0.09774635086476384, "running": 7, "selectionWeight": 0.3661311578278431, "stale": false, "submissionEligible": false, "throughputPerHour": 30.833333333333332, "waiting": 8403 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 59.22636103151863, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 9, "recentSuccessRate": 0.025787965616045846, "recentTerminal": 349, "recentWilsonLowerBound": 0.013625132963523943, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 58.166666666666664, "waiting": 3445 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 186.57971014492753, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 1.724859879253289, "queueFactor": 1.2109049601561657, "queueWeight": 1.2109049601561657, "recentSuccess": 55, "recentSuccessRate": 0.26570048309178745, "recentTerminal": 207, "recentWilsonLowerBound": 0.21019428439166865, "running": 8, "selectionWeight": 2.0886413833621726, "stale": false, "submissionEligible": true, "throughputPerHour": 34.5, "waiting": 6437 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2280.7317073170734, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1684365058813904, "queueFactor": 0.8318185291273551, "queueWeight": 0.8318185291273551, "recentSuccess": 12, "recentSuccessRate": 0.2926829268292683, "recentTerminal": 41, "recentWilsonLowerBound": 0.17609017633058882, "running": 2, "selectionWeight": 0.9719271357009643, "stale": false, "submissionEligible": true, "throughputPerHour": 6.833333333333333, "waiting": 15585 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 335.2894736842105, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.40232302063623576, "queueFactor": 1.1089877078804329, "queueWeight": 1.1089877078804329, "recentSuccess": 24, "recentSuccessRate": 0.15789473684210525, "recentTerminal": 152, "recentWilsonLowerBound": 0.10845931073666491, "running": 8, "selectionWeight": 0.4461712844829112, "stale": false, "submissionEligible": false, "throughputPerHour": 25.333333333333332, "waiting": 8494 }, "MetaX_c-500": { "available": true, "backlogHours": 500.3697478991597, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.1579602570178962, "queueFactor": 1.0443499820053086, "queueWeight": 1.0443499820053086, "recentSuccess": 29, "recentSuccessRate": 0.24369747899159663, "recentTerminal": 119, "recentWilsonLowerBound": 0.17537076257934212, "running": 4, "selectionWeight": 1.2093157735795024, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 9924 }, "Mthreads_s4000": { "available": true, "backlogHours": 1752.64, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8653380734821138, "queueWeight": 0.8653380734821138, "recentSuccess": 26, "recentSuccessRate": 0.3466666666666667, "recentTerminal": 75, "recentWilsonLowerBound": 0.24882118363617925, "running": 4, "selectionWeight": 2.1633451837052844, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 21908 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1968.0000000000002, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.39825388794371064, "queueFactor": 0.8504248775746948, "queueWeight": 0.8504248775746948, "recentSuccess": 10, "recentSuccessRate": 0.19230769230769232, "recentTerminal": 52, "recentWilsonLowerBound": 0.10795930648521072, "running": 2, "selectionWeight": 0.33868501389817635, "stale": false, "submissionEligible": false, "throughputPerHour": 8.666666666666666, "waiting": 17056 }, "Vastai_va16": { "available": true, "backlogHours": 727.4769230769231, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9873402391592788, "queueWeight": 0.9873402391592788, "recentSuccess": 6, "recentSuccessRate": 0.046153846153846156, "recentTerminal": 130, "recentWilsonLowerBound": 0.021321662363237157, "running": 16, "selectionWeight": 0.04936701195796395, "stale": false, "submissionEligible": false, "throughputPerHour": 21.666666666666668, "waiting": 15762 }, "hygon_k100-ai": { "available": true, "backlogHours": 609.0, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05, "queueFactor": 1.0140214137791679, "queueWeight": 1.0140214137791679, "recentSuccess": 7, "recentSuccessRate": 0.03571428571428571, "recentTerminal": 196, "recentWilsonLowerBound": 0.017405530293636673, "running": 6, "selectionWeight": 0.0507010706889584, "stale": false, "submissionEligible": false, "throughputPerHour": 32.666666666666664, "waiting": 19894 } }, "queueAttemptedAt": "2026-10-05T17:37:24.663776+00:00", "queueError": null, "queueUpdatedAt": "2026-10-05T17:37:24.663776+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "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 }