{ "communityAttemptedAt": "2026-10-06T20:10:23.470652+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-06T20:10:23.470652+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": "2026-10-06T20:10:23.470652+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1104.44, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3369187028232314, "queueFactor": 0.9983464197487628, "queueWeight": 0.9983464197487628, "recentSuccess": 51, "recentSuccessRate": 0.34, "recentTerminal": 150, "recentWilsonLowerBound": 0.2690321465825542, "running": 8, "selectionWeight": 1.3347080004587333, "stale": false, "submissionEligible": true, "throughputPerHour": 25.0, "waiting": 27611 }, "Ascend_910-b4": { "available": true, "backlogHours": 1480.672131147541, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9553967257316637, "queueWeight": 0.9553967257316637, "recentSuccess": 54, "recentSuccessRate": 0.4426229508196721, "recentTerminal": 122, "recentWilsonLowerBound": 0.3575736806790091, "running": 8, "selectionWeight": 2.3884918143291594, "stale": false, "submissionEligible": true, "throughputPerHour": 20.333333333333332, "waiting": 30107 }, "Biren_166m": { "available": true, "backlogHours": 136.1443298969072, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5396242045294796, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 45, "recentSuccessRate": 0.23195876288659795, "recentTerminal": 194, "recentWilsonLowerBound": 0.17811770724140166, "running": 8, "selectionWeight": 0.7015114658883235, "stale": false, "submissionEligible": true, "throughputPerHour": 32.333333333333336, "waiting": 4402 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1430.5833333333333, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2722833133018454, "queueFactor": 0.9603413075359697, "queueWeight": 0.9603413075359697, "recentSuccess": 15, "recentSuccessRate": 0.20833333333333334, "recentTerminal": 72, "recentWilsonLowerBound": 0.1305194089904011, "running": 7, "selectionWeight": 0.26148491311652033, "stale": false, "submissionEligible": true, "throughputPerHour": 12.0, "waiting": 17167 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 426.22388059701495, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.39811898241043553, "queueFactor": 1.1516139501235134, "queueWeight": 1.1516139501235134, "recentSuccess": 29, "recentSuccessRate": 0.21641791044776118, "recentTerminal": 134, "recentWilsonLowerBound": 0.1551212865152815, "running": 7, "selectionWeight": 0.4584793739528352, "stale": false, "submissionEligible": true, "throughputPerHour": 22.333333333333332, "waiting": 9519 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 54.505434782608695, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 10, "recentSuccessRate": 0.02717391304347826, "recentTerminal": 368, "recentWilsonLowerBound": 0.014825857485283847, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 61.333333333333336, "waiting": 3343 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 238.73291925465838, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.17747421441898617, "queueFactor": 1.2562200988584216, "queueWeight": 1.2562200988584216, "recentSuccess": 25, "recentSuccessRate": 0.15527950310559005, "recentTerminal": 161, "recentWilsonLowerBound": 0.10744385185624333, "running": 4, "selectionWeight": 0.2229466751822395, "stale": false, "submissionEligible": true, "throughputPerHour": 26.833333333333332, "waiting": 6406 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2126.1818181818185, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.44673929615599917, "queueFactor": 0.9049248696637515, "queueWeight": 0.9049248696637515, "recentSuccess": 12, "recentSuccessRate": 0.2727272727272727, "recentTerminal": 44, "recentWilsonLowerBound": 0.16346223395491324, "running": 2, "selectionWeight": 0.4042654993476436, "stale": false, "submissionEligible": true, "throughputPerHour": 7.333333333333333, "waiting": 15592 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 459.3170731707317, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.32590545983987335, "queueFactor": 1.1387691559730526, "queueWeight": 1.1387691559730526, "recentSuccess": 25, "recentSuccessRate": 0.2032520325203252, "recentTerminal": 123, "recentWilsonLowerBound": 0.1416321145776123, "running": 8, "selectionWeight": 0.37113108542886214, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 9416 }, "MetaX_c-500": { "available": true, "backlogHours": 830.925, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.8398539502786015, "queueFactor": 1.0418814602347204, "queueWeight": 1.0418814602347204, "recentSuccess": 33, "recentSuccessRate": 0.4125, "recentTerminal": 80, "recentWilsonLowerBound": 0.31105686511513087, "running": 4, "selectionWeight": 1.916909720334888, "stale": false, "submissionEligible": true, "throughputPerHour": 13.333333333333334, "waiting": 11079 }, "Mthreads_s4000": { "available": true, "backlogHours": 1224.728971962617, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8631233653633402, "queueFactor": 0.982984308463534, "queueWeight": 0.982984308463534, "recentSuccess": 32, "recentSuccessRate": 0.29906542056074764, "recentTerminal": 107, "recentWilsonLowerBound": 0.22050880616761667, "running": 4, "selectionWeight": 0.8484367244204012, "stale": false, "submissionEligible": true, "throughputPerHour": 17.833333333333332, "waiting": 21841 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2046.2399999999998, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.2587866703612343, "queueFactor": 0.9101418791660766, "queueWeight": 0.9101418791660766, "recentSuccess": 11, "recentSuccessRate": 0.22, "recentTerminal": 50, "recentWilsonLowerBound": 0.1275378622430229, "running": 2, "selectionWeight": 0.23553258646570582, "stale": false, "submissionEligible": true, "throughputPerHour": 8.333333333333334, "waiting": 17052 }, "Vastai_va16": { "available": true, "backlogHours": 1622.6666666666667, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9423629145275959, "queueWeight": 0.9423629145275959, "recentSuccess": 2, "recentSuccessRate": 0.031746031746031744, "recentTerminal": 63, "recentWilsonLowerBound": 0.008749344040296984, "running": 16, "selectionWeight": 0.0471181457263798, "stale": false, "submissionEligible": false, "throughputPerHour": 10.5, "waiting": 17038 }, "hygon_k100-ai": { "available": true, "backlogHours": 1080.2033898305085, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.8090636438698424, "queueFactor": 1.0016748127893926, "queueWeight": 1.0016748127893926, "recentSuccess": 34, "recentSuccessRate": 0.288135593220339, "recentTerminal": 118, "recentWilsonLowerBound": 0.21412021512201196, "running": 6, "selectionWeight": 0.8104186740080283, "stale": false, "submissionEligible": true, "throughputPerHour": 19.666666666666668, "waiting": 21244 } }, "queueAttemptedAt": "2026-10-06T20:10:23.470652+00:00", "queueError": null, "queueUpdatedAt": "2026-10-06T20:10:23.470652+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 }