{ "communityAttemptedAt": "2026-10-11T09:25:29.586259+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-11T09:25:29.586259+00:00", "frameworkAttemptedAt": "2026-10-11T07:34:25.661418+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 42079, "officialConfigError": null, "officialConfigValid": true, "successCount": 20869, "successRate": 0.49594809762589415, "wilsonLowerBound": 0.4911714230050781 }, "vllm": { "framework": "vllm", "modelCount": 56344, "officialConfigError": null, "officialConfigValid": true, "successCount": 15329, "successRate": 0.2720609115433764, "wilsonLowerBound": 0.26840192070850266 }, "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": 4319, "officialConfigError": null, "officialConfigValid": true, "successCount": 1302, "successRate": 0.3014586709886548, "wilsonLowerBound": 0.28795412129762665 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36904, "officialConfigError": null, "officialConfigValid": true, "successCount": 17317, "successRate": 0.4692445263386083, "wilsonLowerBound": 0.4641562517870571 }, "vllm": { "framework": "vllm", "modelCount": 39719, "officialConfigError": null, "officialConfigValid": true, "successCount": 11011, "successRate": 0.2772224879780458, "wilsonLowerBound": 0.2728419555287683 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12669, "officialConfigError": null, "officialConfigValid": true, "successCount": 5313, "successRate": 0.4193701160312574, "wilsonLowerBound": 0.4108030526801006 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64213, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18837307087349914, "wilsonLowerBound": 0.18536739490748255 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 29600, "officialConfigError": null, "officialConfigValid": true, "successCount": 6449, "successRate": 0.21787162162162163, "wilsonLowerBound": 0.21320567031847037 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7696, "officialConfigError": null, "officialConfigValid": true, "successCount": 104, "successRate": 0.013513513513513514, "wilsonLowerBound": 0.011165872943785737 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26625, "officialConfigError": null, "officialConfigValid": true, "successCount": 3269, "successRate": 0.1227793427230047, "wilsonLowerBound": 0.1188915646686596 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16507, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10153268310413764, "wilsonLowerBound": 0.0970173845483962 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15527, "officialConfigError": null, "officialConfigValid": true, "successCount": 6138, "successRate": 0.3953113930572551, "wilsonLowerBound": 0.387647814723885 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24731, "officialConfigError": null, "officialConfigValid": true, "successCount": 3806, "successRate": 0.153895920100279, "wilsonLowerBound": 0.14945231062536762 }, "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": 51503, "officialConfigError": null, "officialConfigValid": true, "successCount": 12979, "successRate": 0.25200473758810166, "wilsonLowerBound": 0.2482736537192043 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24258, "officialConfigError": null, "officialConfigValid": true, "successCount": 3140, "successRate": 0.12944183362189793, "wilsonLowerBound": 0.12527603674172927 }, "vllm": { "framework": "vllm", "modelCount": 86987, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.1123386253118282, "wilsonLowerBound": 0.11025718201362118 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 46070, "officialConfigError": null, "officialConfigValid": true, "successCount": 5543, "successRate": 0.12031690905144346, "wilsonLowerBound": 0.11737772186291508 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 46438, "officialConfigError": null, "officialConfigValid": true, "successCount": 3652, "successRate": 0.07864249106335329, "wilsonLowerBound": 0.0762289129240616 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 93527, "officialConfigError": null, "officialConfigValid": true, "successCount": 23273, "successRate": 0.2488372341676735, "wilsonLowerBound": 0.24607674260288323 }, "transformers": { "framework": "transformers", "modelCount": 5551, "officialConfigError": null, "officialConfigValid": true, "successCount": 585, "successRate": 0.1053864168618267, "wilsonLowerBound": 0.09757993957283191 }, "vllm": { "framework": "vllm", "modelCount": 112852, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14647502924183886, "wilsonLowerBound": 0.14442410060866834 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 91, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.01098901098901099, "wilsonLowerBound": 0.0019424213233478922 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 23392, "officialConfigError": null, "officialConfigValid": true, "successCount": 3978, "successRate": 0.17005813953488372, "wilsonLowerBound": 0.16529797576349015 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43622, "officialConfigError": null, "officialConfigValid": true, "successCount": 5672, "successRate": 0.13002613360231077, "wilsonLowerBound": 0.1269024312447549 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8006, "officialConfigError": null, "officialConfigValid": true, "successCount": 750, "successRate": 0.09367974019485385, "wilsonLowerBound": 0.0874903606916396 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34224, "officialConfigError": null, "officialConfigValid": true, "successCount": 6751, "successRate": 0.1972592332865825, "wilsonLowerBound": 0.19307734620145414 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61479, "officialConfigError": null, "officialConfigValid": true, "successCount": 12422, "successRate": 0.20205273345369965, "wilsonLowerBound": 0.19889735640818243 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15238, "officialConfigError": null, "officialConfigValid": true, "successCount": 4322, "successRate": 0.2836330227063919, "wilsonLowerBound": 0.27653113132326523 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15291, "officialConfigError": null, "officialConfigValid": true, "successCount": 3732, "successRate": 0.24406513635471846, "wilsonLowerBound": 0.23732175713223408 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67496, "officialConfigError": null, "officialConfigValid": true, "successCount": 18604, "successRate": 0.2756311485125044, "wilsonLowerBound": 0.27227297159945074 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 904, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.6017699115044248, "wilsonLowerBound": 0.5694919357548489 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48325, "officialConfigError": null, "officialConfigValid": true, "successCount": 21672, "successRate": 0.4484635281945163, "wilsonLowerBound": 0.4440335424940131 }, "vllm": { "framework": "vllm", "modelCount": 39615, "officialConfigError": null, "officialConfigValid": true, "successCount": 4736, "successRate": 0.11955067524927426, "wilsonLowerBound": 0.11639262785531183 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1056, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6286, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030544066178810055, "wilsonLowerBound": 0.02656844784963345 }, "vllm": { "framework": "vllm", "modelCount": 10085, "officialConfigError": null, "officialConfigValid": true, "successCount": 761, "successRate": 0.07545860188398612, "wilsonLowerBound": 0.07046362140369612 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7225, "officialConfigError": null, "officialConfigValid": true, "successCount": 3171, "successRate": 0.4388927335640138, "wilsonLowerBound": 0.4274852185552815 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7419, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.033023318506537266, "wilsonLowerBound": 0.02919254963460024 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17880, "officialConfigError": null, "officialConfigValid": true, "successCount": 5323, "successRate": 0.2977069351230425, "wilsonLowerBound": 0.2910486357317216 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28246, "officialConfigError": null, "officialConfigValid": true, "successCount": 14429, "successRate": 0.5108333923387383, "wilsonLowerBound": 0.5050026230223518 }, "vllm": { "framework": "vllm", "modelCount": 67066, "officialConfigError": null, "officialConfigValid": true, "successCount": 7137, "successRate": 0.10641755882265232, "wilsonLowerBound": 0.10410617860270437 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13609, "officialConfigError": null, "officialConfigValid": true, "successCount": 2239, "successRate": 0.16452347711073553, "wilsonLowerBound": 0.15838922772942318 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-11T09:25:29.586259+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1038.5925925925926, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.9269229796250633, "queueFactor": 0.9161324895746503, "queueWeight": 0.9161324895746503, "recentSuccess": 46, "recentSuccessRate": 0.2839506172839506, "recentTerminal": 162, "recentWilsonLowerBound": 0.22014486785220833, "running": 8, "selectionWeight": 1.7653167465425124, "stale": false, "submissionEligible": true, "throughputPerHour": 27.0, "waiting": 28042 }, "Ascend_910-b4": { "available": true, "backlogHours": 1066.2312138728323, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9125304378186457, "queueWeight": 0.9125304378186457, "recentSuccess": 54, "recentSuccessRate": 0.31213872832369943, "recentTerminal": 173, "recentWilsonLowerBound": 0.24780301684886918, "running": 8, "selectionWeight": 2.2813260945466145, "stale": false, "submissionEligible": true, "throughputPerHour": 28.833333333333332, "waiting": 30743 }, "Biren_166m": { "available": true, "backlogHours": 118.09090909090908, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6931973294321656, "queueFactor": 1.2693827679190726, "queueWeight": 1.2693827679190726, "recentSuccess": 44, "recentSuccessRate": 0.18181818181818182, "recentTerminal": 242, "recentWilsonLowerBound": 0.1383206387548281, "running": 9, "selectionWeight": 0.8799327447487115, "stale": false, "submissionEligible": false, "throughputPerHour": 40.333333333333336, "waiting": 4763 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 754.0763358778627, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2609091607501156, "queueFactor": 0.9611978074116827, "queueWeight": 0.9611978074116827, "recentSuccess": 18, "recentSuccessRate": 0.13740458015267176, "recentTerminal": 131, "recentWilsonLowerBound": 0.08871409846626484, "running": 7, "selectionWeight": 0.2507853132466334, "stale": false, "submissionEligible": false, "throughputPerHour": 21.833333333333332, "waiting": 16464 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 302.3050847457627, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5200359420912664, "queueFactor": 1.1024483466405601, "queueWeight": 1.1024483466405601, "recentSuccess": 30, "recentSuccessRate": 0.1694915254237288, "recentTerminal": 177, "recentWilsonLowerBound": 0.12138052794207303, "running": 8, "selectionWeight": 0.5733127645521827, "stale": false, "submissionEligible": false, "throughputPerHour": 29.5, "waiting": 8918 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 61.96153846153847, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 18, "recentSuccessRate": 0.04945054945054945, "recentTerminal": 364, "recentWilsonLowerBound": 0.0315054194140812, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 60.666666666666664, "waiting": 3759 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 123.30909090909091, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2712139403952788, "queueFactor": 1.261176308695484, "queueWeight": 1.261176308695484, "recentSuccess": 40, "recentSuccessRate": 0.12121212121212122, "recentTerminal": 330, "recentWilsonLowerBound": 0.09028993004410307, "running": 5, "selectionWeight": 0.3420485962144747, "stale": false, "submissionEligible": false, "throughputPerHour": 55.0, "waiting": 6782 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2264.7804878048782, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.8402274390388906, "queueFactor": 0.8150254140420796, "queueWeight": 0.8150254140420796, "recentSuccess": 14, "recentSuccessRate": 0.34146341463414637, "recentTerminal": 41, "recentWilsonLowerBound": 0.21558617366643462, "running": 2, "selectionWeight": 1.4998321304342677, "stale": false, "submissionEligible": true, "throughputPerHour": 6.833333333333333, "waiting": 15476 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 250.30243902439025, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2565696326553883, "queueFactor": 1.1341103295881199, "queueWeight": 1.1341103295881199, "recentSuccess": 26, "recentSuccessRate": 0.12682926829268293, "recentTerminal": 205, "recentWilsonLowerBound": 0.0880403377797195, "running": 8, "selectionWeight": 0.2909782706531053, "stale": false, "submissionEligible": false, "throughputPerHour": 34.166666666666664, "waiting": 8552 }, "MetaX_c-500": { "available": true, "backlogHours": 419.523178807947, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6806663907570426, "queueFactor": 1.0495706415459267, "queueWeight": 1.0495706415459267, "recentSuccess": 29, "recentSuccessRate": 0.19205298013245034, "recentTerminal": 151, "recentWilsonLowerBound": 0.1371784261383071, "running": 4, "selectionWeight": 0.7144074604256196, "stale": false, "submissionEligible": false, "throughputPerHour": 25.166666666666668, "waiting": 10558 }, "Mthreads_s4000": { "available": true, "backlogHours": 1435.4545454545455, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8478465341113348, "queueFactor": 0.8727234620197573, "queueWeight": 0.8727234620197573, "recentSuccess": 22, "recentSuccessRate": 0.2222222222222222, "recentTerminal": 99, "recentWilsonLowerBound": 0.1515799287727833, "running": 4, "selectionWeight": 0.7399355625110964, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 23685 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1177.4157303370787, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.08795411687350244, "queueFactor": 0.8990536183165867, "queueWeight": 0.8990536183165867, "recentSuccess": 9, "recentSuccessRate": 0.10112359550561797, "recentTerminal": 89, "recentWilsonLowerBound": 0.05411793406379983, "running": 2, "selectionWeight": 0.07907546702096231, "stale": false, "submissionEligible": false, "throughputPerHour": 14.833333333333334, "waiting": 17465 }, "Vastai_va16": { "available": true, "backlogHours": 551.5739644970414, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.5771444194762249, "queueFactor": 1.0073595419592387, "queueWeight": 1.0073595419592387, "recentSuccess": 30, "recentSuccessRate": 0.17751479289940827, "recentTerminal": 169, "recentWilsonLowerBound": 0.1272675612570857, "running": 16, "selectionWeight": 0.5813919380479006, "stale": false, "submissionEligible": false, "throughputPerHour": 28.166666666666668, "waiting": 15536 }, "hygon_k100-ai": { "available": true, "backlogHours": 606.8399999999999, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.5905659725515661, "queueFactor": 0.9930335883987044, "queueWeight": 0.9930335883987044, "recentSuccess": 35, "recentSuccessRate": 0.175, "recentTerminal": 200, "recentWilsonLowerBound": 0.12860441174608936, "running": 6, "selectionWeight": 0.5864518469090524, "stale": false, "submissionEligible": false, "throughputPerHour": 33.333333333333336, "waiting": 20228 } }, "queueAttemptedAt": "2026-10-11T09:25:29.586259+00:00", "queueError": null, "queueUpdatedAt": "2026-10-11T09:25:29.586259+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "hygon_k100-ai", "MetaX_c-500", "Biren_166m", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }