{ "communityAttemptedAt": "2026-10-11T08:53:53.360482+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-11T08:53:53.360482+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": "2026-10-11T08:59:36.078667+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 992.9822485207101, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.903975683564133, "queueFactor": 0.9389054645473655, "queueWeight": 0.9389054645473655, "recentSuccess": 47, "recentSuccessRate": 0.2781065088757396, "recentTerminal": 169, "recentWilsonLowerBound": 0.21605689845017242, "running": 10, "selectionWeight": 1.78765317366367, "stale": false, "submissionEligible": true, "throughputPerHour": 28.166666666666668, "waiting": 27969 }, "Ascend_910-b4": { "available": true, "backlogHours": 1095.6785714285713, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9251467216736832, "queueWeight": 0.9251467216736832, "recentSuccess": 52, "recentSuccessRate": 0.30952380952380953, "recentTerminal": 168, "recentWilsonLowerBound": 0.24452943390947615, "running": 9, "selectionWeight": 2.3128668041842078, "stale": false, "submissionEligible": true, "throughputPerHour": 28.0, "waiting": 30679 }, "Biren_166m": { "available": true, "backlogHours": 114.5925925925926, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6278592137651391, "queueFactor": 1.298044578581474, "queueWeight": 1.298044578581474, "recentSuccess": 42, "recentSuccessRate": 0.1728395061728395, "recentTerminal": 243, "recentWilsonLowerBound": 0.13048738709436486, "running": 8, "selectionWeight": 0.8149892485402656, "stale": false, "submissionEligible": false, "throughputPerHour": 40.5, "waiting": 4641 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 735.4029850746269, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2958537169544371, "queueFactor": 0.9821646097082062, "queueWeight": 0.9821646097082062, "recentSuccess": 19, "recentSuccessRate": 0.1417910447761194, "recentTerminal": 134, "recentWilsonLowerBound": 0.09268933972705254, "running": 8, "selectionWeight": 0.2905770504432768, "stale": false, "submissionEligible": false, "throughputPerHour": 22.333333333333332, "waiting": 16424 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 305.6896551724138, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6064502928471768, "queueFactor": 1.120394525551744, "queueWeight": 1.120394525551744, "recentSuccess": 31, "recentSuccessRate": 0.1781609195402299, "recentTerminal": 174, "recentWilsonLowerBound": 0.12844578887249997, "running": 7, "selectionWeight": 0.6794635881252289, "stale": false, "submissionEligible": false, "throughputPerHour": 29.0, "waiting": 8865 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 65.10086455331412, "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": 0.05187319884726225, "recentTerminal": 347, "recentWilsonLowerBound": 0.033060683826748476, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 57.833333333333336, "waiting": 3765 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 121.43283582089552, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.3248084289949511, "queueFactor": 1.2868047899695996, "queueWeight": 1.2868047899695996, "recentSuccess": 43, "recentSuccessRate": 0.12835820895522387, "recentTerminal": 335, "recentWilsonLowerBound": 0.09670784935598256, "running": 6, "selectionWeight": 0.41796504225320363, "stale": false, "submissionEligible": false, "throughputPerHour": 55.833333333333336, "waiting": 6780 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2211.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.7908224270040451, "queueFactor": 0.8326735664635928, "queueWeight": 0.8326735664635928, "recentSuccess": 14, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 42, "recentWilsonLowerBound": 0.21012280761972318, "running": 3, "selectionWeight": 1.4911704971964455, "stale": false, "submissionEligible": true, "throughputPerHour": 7.0, "waiting": 15477 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 235.69444444444446, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2350230036741035, "queueFactor": 1.1649591250791203, "queueWeight": 1.1649591250791203, "recentSuccess": 26, "recentSuccessRate": 0.12037037037037036, "recentTerminal": 216, "recentWilsonLowerBound": 0.08348152975762171, "running": 9, "selectionWeight": 0.27379219273365046, "stale": false, "submissionEligible": false, "throughputPerHour": 36.0, "waiting": 8485 }, "MetaX_c-500": { "available": true, "backlogHours": 414.8684210526316, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6904983666501319, "queueFactor": 1.07022855094313, "queueWeight": 1.07022855094313, "recentSuccess": 29, "recentSuccessRate": 0.19078947368421054, "recentTerminal": 152, "recentWilsonLowerBound": 0.13625154529439662, "running": 6, "selectionWeight": 0.7389910663685687, "stale": false, "submissionEligible": false, "throughputPerHour": 25.333333333333332, "waiting": 10510 }, "Mthreads_s4000": { "available": true, "backlogHours": 2119.4545454545455, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.21759534929011, "queueFactor": 0.8379719344361307, "queueWeight": 0.8379719344361307, "recentSuccess": 22, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 66, "recentWilsonLowerBound": 0.23156267004508024, "running": 4, "selectionWeight": 1.8582826646412003, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 23314 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1204.8275862068965, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.12938675572244857, "queueFactor": 0.9120619837854648, "queueWeight": 0.9120619837854648, "recentSuccess": 10, "recentSuccessRate": 0.11494252873563218, "recentTerminal": 87, "recentWilsonLowerBound": 0.06364479272244053, "running": 2, "selectionWeight": 0.11800874109978178, "stale": false, "submissionEligible": false, "throughputPerHour": 14.5, "waiting": 17470 }, "Vastai_va16": { "available": true, "backlogHours": 569.1165644171779, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.4884019814001327, "queueFactor": 1.0206642550577243, "queueWeight": 1.0206642550577243, "recentSuccess": 27, "recentSuccessRate": 0.1656441717791411, "recentTerminal": 163, "recentWilsonLowerBound": 0.11640845090996538, "running": 18, "selectionWeight": 0.49849444451448294, "stale": false, "submissionEligible": false, "throughputPerHour": 27.166666666666668, "waiting": 15461 }, "hygon_k100-ai": { "available": true, "backlogHours": 753.4658385093168, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.7852659942040435, "queueFactor": 0.9785962663041013, "queueWeight": 0.9785962663041013, "recentSuccess": 32, "recentSuccessRate": 0.19875776397515527, "recentTerminal": 161, "recentWilsonLowerBound": 0.1444540357995828, "running": 7, "selectionWeight": 0.7684583699836551, "stale": false, "submissionEligible": false, "throughputPerHour": 26.833333333333332, "waiting": 20218 } }, "queueAttemptedAt": "2026-10-11T08:53:53.360482+00:00", "queueError": null, "queueUpdatedAt": "2026-10-11T08:53:53.360482+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 }