{ "communityAttemptedAt": "2026-10-06T14:42:04.662999+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-06T14:42:04.662999+00:00", "frameworkAttemptedAt": "2026-10-06T14:47:12.986887+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41254, "officialConfigError": null, "officialConfigValid": true, "successCount": 20293, "successRate": 0.49190381538759875, "wilsonLowerBound": 0.48708047384732256 }, "vllm": { "framework": "vllm", "modelCount": 55251, "officialConfigError": null, "officialConfigValid": true, "successCount": 15193, "successRate": 0.27498144829957827, "wilsonLowerBound": 0.2712740245275153 }, "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": 3892, "officialConfigError": null, "officialConfigValid": true, "successCount": 1174, "successRate": 0.3016443987667009, "wilsonLowerBound": 0.28742609753507503 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35949, "officialConfigError": null, "officialConfigValid": true, "successCount": 16699, "successRate": 0.4645191799493727, "wilsonLowerBound": 0.45936755928835693 }, "vllm": { "framework": "vllm", "modelCount": 39289, "officialConfigError": null, "officialConfigValid": true, "successCount": 10947, "successRate": 0.27862760569116035, "wilsonLowerBound": 0.2742162629271876 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11868, "officialConfigError": null, "officialConfigValid": true, "successCount": 4983, "successRate": 0.4198685540950455, "wilsonLowerBound": 0.4110164098779905 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64195, "officialConfigError": null, "officialConfigValid": true, "successCount": 12095, "successRate": 0.1884103123296207, "wilsonLowerBound": 0.18540398584150075 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27077, "officialConfigError": null, "officialConfigValid": true, "successCount": 5844, "successRate": 0.21582893230416958, "wilsonLowerBound": 0.21096920046585912 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7451, "officialConfigError": null, "officialConfigValid": true, "successCount": 100, "successRate": 0.013421017313112333, "wilsonLowerBound": 0.011047618038393816 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26542, "officialConfigError": null, "officialConfigValid": true, "successCount": 3263, "successRate": 0.12293723155753146, "wilsonLowerBound": 0.11904125988429397 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16500, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10157575757575757, "wilsonLowerBound": 0.09705864429500073 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14500, "officialConfigError": null, "officialConfigValid": true, "successCount": 5821, "successRate": 0.401448275862069, "wilsonLowerBound": 0.3934965906249532 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24616, "officialConfigError": null, "officialConfigValid": true, "successCount": 3802, "successRate": 0.15445238869028274, "wilsonLowerBound": 0.14999179526155637 }, "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": 49669, "officialConfigError": null, "officialConfigValid": true, "successCount": 12439, "successRate": 0.25043789889065615, "wilsonLowerBound": 0.2466469275601243 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23739, "officialConfigError": null, "officialConfigValid": true, "successCount": 3115, "successRate": 0.13121866969965038, "wilsonLowerBound": 0.12698312580480045 }, "vllm": { "framework": "vllm", "modelCount": 86906, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11239730283294594, "wilsonLowerBound": 0.11031441634229613 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 44957, "officialConfigError": null, "officialConfigValid": true, "successCount": 5457, "successRate": 0.12138265453655715, "wilsonLowerBound": 0.11839615163047917 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43937, "officialConfigError": null, "officialConfigValid": true, "successCount": 3616, "successRate": 0.08229965632610328, "wilsonLowerBound": 0.0797662805503774 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91601, "officialConfigError": null, "officialConfigValid": true, "successCount": 22663, "successRate": 0.24740996277333216, "wilsonLowerBound": 0.24462616051105068 }, "transformers": { "framework": "transformers", "modelCount": 5470, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10603290676416818, "wilsonLowerBound": 0.09814845205174555 }, "vllm": { "framework": "vllm", "modelCount": 112809, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.1465219973583668, "wilsonLowerBound": 0.14447040458780627 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22105, "officialConfigError": null, "officialConfigValid": true, "successCount": 3873, "successRate": 0.17520922868129382, "wilsonLowerBound": 0.17025435691417729 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43505, "officialConfigError": null, "officialConfigValid": true, "successCount": 5659, "successRate": 0.13007700264337432, "wilsonLowerBound": 0.12694861635858865 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7759, "officialConfigError": null, "officialConfigValid": true, "successCount": 716, "successRate": 0.09227993298105426, "wilsonLowerBound": 0.08604017992914421 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33530, "officialConfigError": null, "officialConfigValid": true, "successCount": 6502, "successRate": 0.19391589621234714, "wilsonLowerBound": 0.1897191503822264 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61438, "officialConfigError": null, "officialConfigValid": true, "successCount": 12415, "successRate": 0.20207363520947946, "wilsonLowerBound": 0.1989170877986885 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13465, "officialConfigError": null, "officialConfigValid": true, "successCount": 3898, "successRate": 0.28949127367248423, "wilsonLowerBound": 0.28189170380961853 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14928, "officialConfigError": null, "officialConfigValid": true, "successCount": 3681, "successRate": 0.24658360128617363, "wilsonLowerBound": 0.23973497508358768 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66238, "officialConfigError": null, "officialConfigValid": true, "successCount": 18242, "successRate": 0.2754008273196655, "wilsonLowerBound": 0.2720119287351862 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 644, "officialConfigError": null, "officialConfigValid": true, "successCount": 398, "successRate": 0.6180124223602484, "wilsonLowerBound": 0.5798911583716198 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47949, "officialConfigError": null, "officialConfigValid": true, "successCount": 21376, "successRate": 0.4458070032743123, "wilsonLowerBound": 0.44136244048114703 }, "vllm": { "framework": "vllm", "modelCount": 38926, "officialConfigError": null, "officialConfigValid": true, "successCount": 4464, "successRate": 0.11467913476853517, "wilsonLowerBound": 0.11155168506706202 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 969, "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": 10068, "officialConfigError": null, "officialConfigValid": true, "successCount": 755, "successRate": 0.07499006754072308, "wilsonLowerBound": 0.07000590829180167 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6952, "officialConfigError": null, "officialConfigValid": true, "successCount": 3034, "successRate": 0.4364211737629459, "wilsonLowerBound": 0.4248012561125115 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7405, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03295070898041864, "wilsonLowerBound": 0.029120888399895118 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15869, "officialConfigError": null, "officialConfigValid": true, "successCount": 4930, "successRate": 0.31066859915558637, "wilsonLowerBound": 0.3035149565821593 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27802, "officialConfigError": null, "officialConfigValid": true, "successCount": 14157, "successRate": 0.5092079706495936, "wilsonLowerBound": 0.5033306630561695 }, "vllm": { "framework": "vllm", "modelCount": 66304, "officialConfigError": null, "officialConfigValid": true, "successCount": 6966, "successRate": 0.10506153474903475, "wilsonLowerBound": 0.10275035080426094 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13348, "officialConfigError": null, "officialConfigValid": true, "successCount": 2104, "successRate": 0.15762661072819897, "wilsonLowerBound": 0.1515434214854297 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-06T14:54:40.564483+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1064.2251655629138, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.7062040547255677, "queueFactor": 0.9909630042166805, "queueWeight": 0.9909630042166805, "recentSuccess": 48, "recentSuccessRate": 0.31788079470198677, "recentTerminal": 151, "recentWilsonLowerBound": 0.24891442861703142, "running": 8, "selectionWeight": 1.6907850958775301, "stale": false, "submissionEligible": true, "throughputPerHour": 25.166666666666668, "waiting": 26783 }, "Ascend_910-b4": { "available": true, "backlogHours": 1110.8354430379748, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.3878713988529485, "queueFactor": 0.9846117419600317, "queueWeight": 0.9846117419600317, "recentSuccess": 57, "recentSuccessRate": 0.36075949367088606, "recentTerminal": 158, "recentWilsonLowerBound": 0.2900044091396853, "running": 8, "selectionWeight": 2.351126217601139, "stale": false, "submissionEligible": true, "throughputPerHour": 26.333333333333332, "waiting": 29252 }, "Biren_166m": { "available": true, "backlogHours": 112.77486910994764, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6664527336051236, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 41, "recentSuccessRate": 0.21465968586387435, "recentTerminal": 191, "recentWilsonLowerBound": 0.16235909052159664, "running": 8, "selectionWeight": 0.8663885536866607, "stale": false, "submissionEligible": true, "throughputPerHour": 31.833333333333332, "waiting": 3590 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1190.7073170731708, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5903559078613261, "queueFactor": 0.9744099645157511, "queueWeight": 0.9744099645157511, "recentSuccess": 19, "recentSuccessRate": 0.23170731707317074, "recentTerminal": 82, "recentWilsonLowerBound": 0.15365345107261638, "running": 7, "selectionWeight": 0.5752486792308188, "stale": false, "submissionEligible": true, "throughputPerHour": 13.666666666666666, "waiting": 16273 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 394.1818181818182, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.8086072777302801, "queueFactor": 1.1501592634306077, "queueWeight": 1.1501592634306077, "recentSuccess": 32, "recentSuccessRate": 0.24242424242424243, "recentTerminal": 132, "recentWilsonLowerBound": 0.17727358005868543, "running": 7, "selectionWeight": 0.9300271509588878, "stale": false, "submissionEligible": true, "throughputPerHour": 22.0, "waiting": 8672 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 39.13147410358565, "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": 0.035856573705179286, "recentTerminal": 502, "recentWilsonLowerBound": 0.02279919788623441, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 83.66666666666667, "waiting": 3274 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 111.5100864553314, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2888910920785925, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 50, "recentSuccessRate": 0.1440922190201729, "recentTerminal": 347, "recentWilsonLowerBound": 0.11103518193581799, "running": 3, "selectionWeight": 0.37555841970217024, "stale": false, "submissionEligible": true, "throughputPerHour": 57.833333333333336, "waiting": 6449 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2126.8636363636365, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8521804394138645, "queueFactor": 0.8932057762859388, "queueWeight": 0.8932057762859388, "recentSuccess": 13, "recentSuccessRate": 0.29545454545454547, "recentTerminal": 44, "recentWilsonLowerBound": 0.18155360887243294, "running": 2, "selectionWeight": 0.7611724909223532, "stale": false, "submissionEligible": true, "throughputPerHour": 7.333333333333333, "waiting": 15597 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 341.40397350993373, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.31046385489439876, "queueFactor": 1.1752281464033072, "queueWeight": 1.1752281464033072, "recentSuccess": 25, "recentSuccessRate": 0.16556291390728478, "recentTerminal": 151, "recentWilsonLowerBound": 0.11473010180823269, "running": 8, "selectionWeight": 0.3648658607127696, "stale": false, "submissionEligible": true, "throughputPerHour": 25.166666666666668, "waiting": 8592 }, "MetaX_c-500": { "available": true, "backlogHours": 632.4123711340205, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3472953361932619, "queueFactor": 1.0714265803795875, "queueWeight": 1.0714265803795875, "recentSuccess": 18, "recentSuccessRate": 0.18556701030927836, "recentTerminal": 97, "recentWilsonLowerBound": 0.12072806645374706, "running": 4, "selectionWeight": 0.3721014544393258, "stale": false, "submissionEligible": true, "throughputPerHour": 16.166666666666668, "waiting": 10224 }, "Mthreads_s4000": { "available": true, "backlogHours": 1681.923076923077, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.9252126253109109, "queueWeight": 0.9252126253109109, "recentSuccess": 31, "recentSuccessRate": 0.3974358974358974, "recentTerminal": 78, "recentWilsonLowerBound": 0.29611695255788584, "running": 4, "selectionWeight": 2.3130315632772773, "stale": false, "submissionEligible": true, "throughputPerHour": 13.0, "waiting": 21865 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2006.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.28386131963365574, "queueFactor": 0.90107892147835, "queueWeight": 0.90107892147835, "recentSuccess": 10, "recentSuccessRate": 0.19607843137254902, "recentTerminal": 51, "recentWilsonLowerBound": 0.11015224836299274, "running": 2, "selectionWeight": 0.2557814517449157, "stale": false, "submissionEligible": true, "throughputPerHour": 8.5, "waiting": 17051 }, "Vastai_va16": { "available": true, "backlogHours": 1113.2413793103449, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9842922570861223, "queueWeight": 0.9842922570861223, "recentSuccess": 2, "recentSuccessRate": 0.022988505747126436, "recentTerminal": 87, "recentWilsonLowerBound": 0.006326952471398799, "running": 16, "selectionWeight": 0.04921461285430612, "stale": false, "submissionEligible": false, "throughputPerHour": 14.5, "waiting": 16142 }, "hygon_k100-ai": { "available": true, "backlogHours": 939.2307692307692, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.39035495378782437, "queueFactor": 1.0097099201488047, "queueWeight": 1.0097099201488047, "recentSuccess": 24, "recentSuccessRate": 0.18461538461538463, "recentTerminal": 130, "recentWilsonLowerBound": 0.12731550896860325, "running": 6, "selectionWeight": 0.3941452692187945, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 20350 } }, "queueAttemptedAt": "2026-10-06T14:47:12.986887+00:00", "queueError": null, "queueUpdatedAt": "2026-10-06T14:47:12.986887+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 }