{ "communityAttemptedAt": "2026-10-09T18:22:59.980997+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-09T18:22:59.980997+00:00", "frameworkAttemptedAt": "2026-10-09T17:49:54.159190+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41804, "officialConfigError": null, "officialConfigValid": true, "successCount": 20684, "successRate": 0.49478518802028515, "wilsonLowerBound": 0.4899930407195892 }, "vllm": { "framework": "vllm", "modelCount": 55972, "officialConfigError": null, "officialConfigValid": true, "successCount": 15283, "successRate": 0.2730472379046666, "wilsonLowerBound": 0.26937191925102744 }, "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": 4182, "officialConfigError": null, "officialConfigValid": true, "successCount": 1256, "successRate": 0.3003347680535629, "wilsonLowerBound": 0.28662966990223104 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36586, "officialConfigError": null, "officialConfigValid": true, "successCount": 17114, "successRate": 0.46777455857431804, "wilsonLowerBound": 0.46266533959417655 }, "vllm": { "framework": "vllm", "modelCount": 39578, "officialConfigError": null, "officialConfigValid": true, "successCount": 10983, "successRate": 0.2775026529890343, "wilsonLowerBound": 0.27311296382637723 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12416, "officialConfigError": null, "officialConfigValid": true, "successCount": 5216, "successRate": 0.42010309278350516, "wilsonLowerBound": 0.4114471379779975 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64209, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18838480586833622, "wilsonLowerBound": 0.18537896383119834 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 28705, "officialConfigError": null, "officialConfigValid": true, "successCount": 6234, "successRate": 0.21717470823898274, "wilsonLowerBound": 0.2124427671112244 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7589, "officialConfigError": null, "officialConfigValid": true, "successCount": 103, "successRate": 0.013572275662142575, "wilsonLowerBound": 0.01120414098686364 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26602, "officialConfigError": null, "officialConfigValid": true, "successCount": 3268, "successRate": 0.12284790617246824, "wilsonLowerBound": 0.11895751479780878 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16504, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10155113911778962, "wilsonLowerBound": 0.09703506300045812 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15193, "officialConfigError": null, "officialConfigValid": true, "successCount": 6022, "successRate": 0.396366747844402, "wilsonLowerBound": 0.38861585654311 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24691, "officialConfigError": null, "officialConfigValid": true, "successCount": 3806, "successRate": 0.15414523510590902, "wilsonLowerBound": 0.14969505274102718 }, "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": 50883, "officialConfigError": null, "officialConfigValid": true, "successCount": 12783, "successRate": 0.25122339484700196, "wilsonLowerBound": 0.24747370723241058 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23827, "officialConfigError": null, "officialConfigValid": true, "successCount": 3125, "successRate": 0.13115373315986067, "wilsonLowerBound": 0.1269268191670357 }, "vllm": { "framework": "vllm", "modelCount": 86966, "officialConfigError": null, "officialConfigValid": true, "successCount": 9771, "successRate": 0.11235425338638089, "wilsonLowerBound": 0.1102724326744815 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45785, "officialConfigError": null, "officialConfigValid": true, "successCount": 5515, "successRate": 0.12045429725892759, "wilsonLowerBound": 0.11750459545231393 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 45597, "officialConfigError": null, "officialConfigValid": true, "successCount": 3647, "successRate": 0.07998333223676997, "wilsonLowerBound": 0.07752864882514328 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 92353, "officialConfigError": null, "officialConfigValid": true, "successCount": 23043, "successRate": 0.2495100321592152, "wilsonLowerBound": 0.24672957230114304 }, "transformers": { "framework": "transformers", "modelCount": 5514, "officialConfigError": null, "officialConfigValid": true, "successCount": 582, "successRate": 0.10554951033732318, "wilsonLowerBound": 0.09771215496446023 }, "vllm": { "framework": "vllm", "modelCount": 112844, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14648541349119137, "wilsonLowerBound": 0.1444343516596461 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 50, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.02, "wilsonLowerBound": 0.0035391680889764613 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22752, "officialConfigError": null, "officialConfigValid": true, "successCount": 3939, "successRate": 0.17312763713080168, "wilsonLowerBound": 0.1682665073364507 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43593, "officialConfigError": null, "officialConfigValid": true, "successCount": 5671, "successRate": 0.13008969329938294, "wilsonLowerBound": 0.12696430121950505 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7895, "officialConfigError": null, "officialConfigValid": true, "successCount": 739, "successRate": 0.09360354654844838, "wilsonLowerBound": 0.08737454058239826 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33996, "officialConfigError": null, "officialConfigValid": true, "successCount": 6666, "successRate": 0.19608189198729262, "wilsonLowerBound": 0.19189580181359642 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61467, "officialConfigError": null, "officialConfigValid": true, "successCount": 12419, "successRate": 0.2020433728667415, "wilsonLowerBound": 0.1988877451461734 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14677, "officialConfigError": null, "officialConfigValid": true, "successCount": 4186, "successRate": 0.28520814880425155, "wilsonLowerBound": 0.27796029629785146 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15181, "officialConfigError": null, "officialConfigValid": true, "successCount": 3716, "successRate": 0.24477965878400632, "wilsonLowerBound": 0.23800519222902106 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67085, "officialConfigError": null, "officialConfigValid": true, "successCount": 18493, "successRate": 0.2756652008645748, "wilsonLowerBound": 0.272296660924681 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 802, "officialConfigError": null, "officialConfigValid": true, "successCount": 486, "successRate": 0.6059850374064838, "wilsonLowerBound": 0.5717380654319697 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48204, "officialConfigError": null, "officialConfigValid": true, "successCount": 21580, "successRate": 0.447680690399137, "wilsonLowerBound": 0.443245945809608 }, "vllm": { "framework": "vllm", "modelCount": 39402, "officialConfigError": null, "officialConfigValid": true, "successCount": 4657, "successRate": 0.11819196995076392, "wilsonLowerBound": 0.1150414260403201 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1032, "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": 10078, "officialConfigError": null, "officialConfigValid": true, "successCount": 759, "successRate": 0.07531256201627307, "wilsonLowerBound": 0.07032053867780093 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7130, "officialConfigError": null, "officialConfigValid": true, "successCount": 3119, "successRate": 0.43744740532959325, "wilsonLowerBound": 0.425969357662653 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7415, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03290627107215104, "wilsonLowerBound": 0.02908154273919306 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17335, "officialConfigError": null, "officialConfigValid": true, "successCount": 5153, "successRate": 0.29725987885780214, "wilsonLowerBound": 0.2905014761181481 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28074, "officialConfigError": null, "officialConfigValid": true, "successCount": 14335, "successRate": 0.5106148037329914, "wilsonLowerBound": 0.5047661730840379 }, "vllm": { "framework": "vllm", "modelCount": 66851, "officialConfigError": null, "officialConfigValid": true, "successCount": 7093, "successRate": 0.10610162899582654, "wilsonLowerBound": 0.10378964876463266 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13507, "officialConfigError": null, "officialConfigValid": true, "successCount": 2187, "successRate": 0.1619160435329829, "wilsonLowerBound": 0.15579982737423922 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-09T18:31:45.760637+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 436.56692913385825, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.27134483329547743, "queueFactor": 0.9423315657718692, "queueWeight": 0.9423315657718692, "recentSuccess": 40, "recentSuccessRate": 0.10498687664041995, "recentTerminal": 381, "recentWilsonLowerBound": 0.07805072395356322, "running": 8, "selectionWeight": 0.25569680162343406, "stale": false, "submissionEligible": false, "throughputPerHour": 63.5, "waiting": 27722 }, "Ascend_910-b4": { "available": true, "backlogHours": 481.13984168865437, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.8301926214872197, "queueFactor": 0.928689779612922, "queueWeight": 0.928689779612922, "recentSuccess": 62, "recentSuccessRate": 0.16358839050131926, "recentTerminal": 379, "recentWilsonLowerBound": 0.1297568397273484, "running": 8, "selectionWeight": 0.77099140268524, "stale": false, "submissionEligible": false, "throughputPerHour": 63.166666666666664, "waiting": 30392 }, "Biren_166m": { "available": true, "backlogHours": 238.75675675675674, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.31588622929257076, "queueFactor": 1.0316158677727756, "queueWeight": 1.0316158677727756, "recentSuccess": 15, "recentSuccessRate": 0.13513513513513514, "recentTerminal": 111, "recentWilsonLowerBound": 0.0836336573096917, "running": 8, "selectionWeight": 0.32587324654912536, "stale": false, "submissionEligible": false, "throughputPerHour": 18.5, "waiting": 4417 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 135.9506172839506, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.1225461033367932, "queueWeight": 1.1225461033367932, "recentSuccess": 14, "recentSuccessRate": 0.019204389574759947, "recentTerminal": 729, "recentWilsonLowerBound": 0.011473433826170226, "running": 7, "selectionWeight": 0.05612730516683966, "stale": false, "submissionEligible": false, "throughputPerHour": 121.5, "waiting": 16518 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 138.09207161125317, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.06069175039806546, "queueFactor": 1.1199175553498857, "queueWeight": 1.1199175553498857, "recentSuccess": 23, "recentSuccessRate": 0.058823529411764705, "recentTerminal": 391, "recentWilsonLowerBound": 0.039513386889856554, "running": 7, "selectionWeight": 0.06796975673570692, "stale": false, "submissionEligible": false, "throughputPerHour": 65.16666666666667, "waiting": 8999 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 97.56521739130434, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.179823688675682, "queueWeight": 1.179823688675682, "recentSuccess": 4, "recentSuccessRate": 0.01932367149758454, "recentTerminal": 207, "recentWilsonLowerBound": 0.007539504087121006, "running": 24, "selectionWeight": 0.05899118443378411, "stale": false, "submissionEligible": false, "throughputPerHour": 34.5, "waiting": 3366 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 164.73600000000002, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.6958628534707499, "queueFactor": 1.090669294731374, "queueWeight": 1.090669294731374, "recentSuccess": 40, "recentSuccessRate": 0.16, "recentTerminal": 250, "recentWilsonLowerBound": 0.11975315933080614, "running": 6, "selectionWeight": 0.7589562476247044, "stale": false, "submissionEligible": false, "throughputPerHour": 41.666666666666664, "waiting": 6864 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 860.0555555555555, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8512015159395391, "queueWeight": 0.8512015159395391, "recentSuccess": 7, "recentSuccessRate": 0.06481481481481481, "recentTerminal": 108, "recentWilsonLowerBound": 0.031747786442789375, "running": 2, "selectionWeight": 0.04256007579697696, "stale": false, "submissionEligible": false, "throughputPerHour": 18.0, "waiting": 15481 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 172.43648208469057, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.07148180365864122, "queueFactor": 1.0832208009315556, "queueWeight": 1.0832208009315556, "recentSuccess": 20, "recentSuccessRate": 0.06514657980456026, "recentTerminal": 307, "recentWilsonLowerBound": 0.042564438730783694, "running": 8, "selectionWeight": 0.07743057661114555, "stale": false, "submissionEligible": false, "throughputPerHour": 51.166666666666664, "waiting": 8823 }, "MetaX_c-500": { "available": true, "backlogHours": 348.87567567567567, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6489629268462315, "queueFactor": 0.9745648885523908, "queueWeight": 0.9745648885523908, "recentSuccess": 30, "recentSuccessRate": 0.16216216216216217, "recentTerminal": 185, "recentWilsonLowerBound": 0.11601457161654526, "running": 4, "selectionWeight": 0.6324564824765309, "stale": false, "submissionEligible": false, "throughputPerHour": 30.833333333333332, "waiting": 10757 }, "Mthreads_s4000": { "available": true, "backlogHours": 1017.9248120300751, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.491315991891443, "queueFactor": 0.8299539747515242, "queueWeight": 0.8299539747515242, "recentSuccess": 31, "recentSuccessRate": 0.23308270676691728, "recentTerminal": 133, "recentWilsonLowerBound": 0.1693411263341765, "running": 4, "selectionWeight": 1.237723635080815, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 22564 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1256.0963855421687, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8041886129612636, "queueWeight": 0.8041886129612636, "recentSuccess": 2, "recentSuccessRate": 0.024096385542168676, "recentTerminal": 83, "recentWilsonLowerBound": 0.00663302707979022, "running": 2, "selectionWeight": 0.040209430648063184, "stale": false, "submissionEligible": false, "throughputPerHour": 13.833333333333334, "waiting": 17376 }, "Vastai_va16": { "available": true, "backlogHours": 81.4003466204506, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.2123204360206588, "queueWeight": 1.2123204360206588, "recentSuccess": 33, "recentSuccessRate": 0.02859618717504333, "recentTerminal": 1154, "recentWilsonLowerBound": 0.02043336861794109, "running": 16, "selectionWeight": 0.06061602180103294, "stale": false, "submissionEligible": false, "throughputPerHour": 192.33333333333334, "waiting": 15656 }, "hygon_k100-ai": { "available": true, "backlogHours": 1030.421052631579, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 0.8284363675638765, "queueWeight": 0.8284363675638765, "recentSuccess": 33, "recentSuccessRate": 0.2894736842105263, "recentTerminal": 114, "recentWilsonLowerBound": 0.21416522774282082, "running": 6, "selectionWeight": 2.0710909189096913, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 19578 } }, "queueAttemptedAt": "2026-10-09T18:22:59.980997+00:00", "queueError": null, "queueUpdatedAt": "2026-10-09T18:22:59.980997+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Vastai_va16", "Iluvatar_mrv-100", "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 }