{ "communityAttemptedAt": "2026-10-07T23:02:18.783430+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-07T23:02:18.783430+00:00", "frameworkAttemptedAt": "2026-10-07T20:58:42.772583+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41474, "officialConfigError": null, "officialConfigValid": true, "successCount": 20460, "successRate": 0.493321116844288, "wilsonLowerBound": 0.48851024910392554 }, "vllm": { "framework": "vllm", "modelCount": 55541, "officialConfigError": null, "officialConfigValid": true, "successCount": 15227, "successRate": 0.27415782935129, "wilsonLowerBound": 0.27046357235006824 }, "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": 4006, "officialConfigError": null, "officialConfigValid": true, "successCount": 1208, "successRate": 0.3015476784822766, "wilsonLowerBound": 0.2875316104272599 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36195, "officialConfigError": null, "officialConfigValid": true, "successCount": 16859, "successRate": 0.4657825666528526, "wilsonLowerBound": 0.46064742435110007 }, "vllm": { "framework": "vllm", "modelCount": 39391, "officialConfigError": null, "officialConfigValid": true, "successCount": 10959, "successRate": 0.2782107588027722, "wilsonLowerBound": 0.27380717811066513 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12081, "officialConfigError": null, "officialConfigValid": true, "successCount": 5083, "successRate": 0.42074331595066633, "wilsonLowerBound": 0.4119665075957085 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64204, "officialConfigError": null, "officialConfigValid": true, "successCount": 12095, "successRate": 0.18838390131455984, "wilsonLowerBound": 0.1853779485951051 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27757, "officialConfigError": null, "officialConfigValid": true, "successCount": 6026, "successRate": 0.21709838959541738, "wilsonLowerBound": 0.21228760439153796 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7523, "officialConfigError": null, "officialConfigValid": true, "successCount": 102, "successRate": 0.013558420842748903, "wilsonLowerBound": 0.011182222255317842 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26556, "officialConfigError": null, "officialConfigValid": true, "successCount": 3264, "successRate": 0.12291007681879801, "wilsonLowerBound": 0.11901549678714986 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16501, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10156960184231259, "wilsonLowerBound": 0.09705274789685281 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14776, "officialConfigError": null, "officialConfigValid": true, "successCount": 5903, "successRate": 0.3994991878722252, "wilsonLowerBound": 0.3916287435087438 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24646, "officialConfigError": null, "officialConfigValid": true, "successCount": 3804, "successRate": 0.1543455327436501, "wilsonLowerBound": 0.14988891437381985 }, "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": 50150, "officialConfigError": null, "officialConfigValid": true, "successCount": 12589, "successRate": 0.25102691924227316, "wilsonLowerBound": 0.2472510689620239 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23781, "officialConfigError": null, "officialConfigValid": true, "successCount": 3119, "successRate": 0.13115512383835834, "wilsonLowerBound": 0.12692416157916397 }, "vllm": { "framework": "vllm", "modelCount": 86925, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11237273511647973, "wilsonLowerBound": 0.1102902759139898 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45367, "officialConfigError": null, "officialConfigValid": true, "successCount": 5484, "successRate": 0.1208808164524875, "wilsonLowerBound": 0.11791309762650025 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44675, "officialConfigError": null, "officialConfigValid": true, "successCount": 3634, "successRate": 0.08134303301622832, "wilsonLowerBound": 0.07884398460526576 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91803, "officialConfigError": null, "officialConfigValid": true, "successCount": 22781, "successRate": 0.24815093188675752, "wilsonLowerBound": 0.24536735118283012 }, "transformers": { "framework": "transformers", "modelCount": 5477, "officialConfigError": null, "officialConfigValid": true, "successCount": 581, "successRate": 0.10607997078692714, "wilsonLowerBound": 0.09819875695542142 }, "vllm": { "framework": "vllm", "modelCount": 112827, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.1464986217837929, "wilsonLowerBound": 0.14444732884810046 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22445, "officialConfigError": null, "officialConfigValid": true, "successCount": 3909, "successRate": 0.17415905546892405, "wilsonLowerBound": 0.16925337532414578 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43537, "officialConfigError": null, "officialConfigValid": true, "successCount": 5660, "successRate": 0.13000436410409535, "wilsonLowerBound": 0.12687787252936183 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7827, "officialConfigError": null, "officialConfigValid": true, "successCount": 727, "successRate": 0.09288360802350837, "wilsonLowerBound": 0.08665108674996193 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33730, "officialConfigError": null, "officialConfigValid": true, "successCount": 6569, "successRate": 0.19475244589386304, "wilsonLowerBound": 0.19056106593421743 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61453, "officialConfigError": null, "officialConfigValid": true, "successCount": 12416, "successRate": 0.20204058386083673, "wilsonLowerBound": 0.19888461537605612 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13962, "officialConfigError": null, "officialConfigValid": true, "successCount": 4000, "successRate": 0.28649190660363844, "wilsonLowerBound": 0.2790518417795744 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15027, "officialConfigError": null, "officialConfigValid": true, "successCount": 3696, "successRate": 0.24595727690157715, "wilsonLowerBound": 0.23913708488524346 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66547, "officialConfigError": null, "officialConfigValid": true, "successCount": 18344, "successRate": 0.2756548003666581, "wilsonLowerBound": 0.27227276421809166 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 710, "officialConfigError": null, "officialConfigValid": true, "successCount": 434, "successRate": 0.6112676056338028, "wilsonLowerBound": 0.5749039041300342 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48055, "officialConfigError": null, "officialConfigValid": true, "successCount": 21452, "successRate": 0.4464051607533035, "wilsonLowerBound": 0.4419648698284717 }, "vllm": { "framework": "vllm", "modelCount": 39128, "officialConfigError": null, "officialConfigValid": true, "successCount": 4540, "successRate": 0.11602944183193621, "wilsonLowerBound": 0.11289373829437924 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 999, "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": 10073, "officialConfigError": null, "officialConfigValid": true, "successCount": 756, "successRate": 0.07505211952744961, "wilsonLowerBound": 0.07006718147500551 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7022, "officialConfigError": null, "officialConfigValid": true, "successCount": 3073, "successRate": 0.4376246083736827, "wilsonLowerBound": 0.4260583186639939 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7406, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03294625978935998, "wilsonLowerBound": 0.029116949043479782 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16073, "officialConfigError": null, "officialConfigValid": true, "successCount": 4939, "successRate": 0.307285509861258, "wilsonLowerBound": 0.30019953317347037 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27891, "officialConfigError": null, "officialConfigValid": true, "successCount": 14209, "successRate": 0.5094474920225163, "wilsonLowerBound": 0.5035795893351807 }, "vllm": { "framework": "vllm", "modelCount": 66561, "officialConfigError": null, "officialConfigValid": true, "successCount": 7031, "successRate": 0.10563242739742491, "wilsonLowerBound": 0.10332005806681761 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13413, "officialConfigError": null, "officialConfigValid": true, "successCount": 2134, "successRate": 0.15909938119734585, "wilsonLowerBound": 0.15300697790776777 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-07T23:08:44.377693+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 862.7684210526315, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3587023105733212, "queueFactor": 0.9816111589826508, "queueWeight": 0.9816111589826508, "recentSuccess": 40, "recentSuccessRate": 0.21052631578947367, "recentTerminal": 190, "recentWilsonLowerBound": 0.1585847358603363, "running": 8, "selectionWeight": 0.3521061908116326, "stale": false, "submissionEligible": true, "throughputPerHour": 31.666666666666668, "waiting": 27321 }, "Ascend_910-b4": { "available": true, "backlogHours": 810.5429864253393, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4512949387338378, "queueFactor": 0.9908484060876831, "queueWeight": 0.9908484060876831, "recentSuccess": 50, "recentSuccessRate": 0.22624434389140272, "recentTerminal": 221, "recentWilsonLowerBound": 0.17603195588013262, "running": 8, "selectionWeight": 0.4471648707198618, "stale": false, "submissionEligible": true, "throughputPerHour": 36.833333333333336, "waiting": 29855 }, "Biren_166m": { "available": true, "backlogHours": 161.88819875776397, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.31660717985511394, "queueFactor": 1.2616571239636571, "queueWeight": 1.2616571239636571, "recentSuccess": 33, "recentSuccessRate": 0.20496894409937888, "recentTerminal": 161, "recentWilsonLowerBound": 0.14983694920066545, "running": 8, "selectionWeight": 0.3994497039622474, "stale": false, "submissionEligible": true, "throughputPerHour": 26.833333333333332, "waiting": 4344 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 817.44, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.09495809743704389, "queueFactor": 0.9895898681002457, "queueWeight": 0.9895898681002457, "recentSuccess": 17, "recentSuccessRate": 0.136, "recentTerminal": 125, "recentWilsonLowerBound": 0.08667558082869227, "running": 7, "selectionWeight": 0.09396957111777454, "stale": false, "submissionEligible": true, "throughputPerHour": 20.833333333333332, "waiting": 17030 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 281.7878787878788, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.19857152377175818, "queueFactor": 1.1610081723480434, "queueWeight": 1.1610081723480434, "recentSuccess": 33, "recentSuccessRate": 0.16666666666666666, "recentTerminal": 198, "recentWilsonLowerBound": 0.12120660579564309, "running": 7, "selectionWeight": 0.23054316189461502, "stale": false, "submissionEligible": true, "throughputPerHour": 33.0, "waiting": 9299 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 95.54545454545455, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 7, "recentSuccessRate": 0.03535353535353535, "recentTerminal": 198, "recentWilsonLowerBound": 0.017228647911409007, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 33.0, "waiting": 3153 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 262.2040816326531, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.3589207428556585, "queueFactor": 1.1736205510240285, "queueWeight": 1.1736205510240285, "recentSuccess": 32, "recentSuccessRate": 0.21768707482993196, "recentTerminal": 147, "recentWilsonLowerBound": 0.15862862420913557, "running": 4, "selectionWeight": 0.42123676000421156, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 6424 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2214.1428571428573, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6661931464212436, "queueFactor": 0.8522024475835048, "queueWeight": 0.8522024475835048, "recentSuccess": 14, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 42, "recentWilsonLowerBound": 0.21012280761972318, "running": 2, "selectionWeight": 0.56773142994354, "stale": false, "submissionEligible": true, "throughputPerHour": 7.0, "waiting": 15499 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 397.64028776978415, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2865987052935393, "queueFactor": 1.1025544996944292, "queueWeight": 1.1025544996944292, "recentSuccess": 28, "recentSuccessRate": 0.2014388489208633, "recentTerminal": 139, "recentWilsonLowerBound": 0.1432060631755529, "running": 8, "selectionWeight": 0.3159906921279894, "stale": false, "submissionEligible": true, "throughputPerHour": 23.166666666666668, "waiting": 9212 }, "MetaX_c-500": { "available": true, "backlogHours": 456.50349650349654, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.05, "queueFactor": 1.079958350019248, "queueWeight": 1.079958350019248, "recentSuccess": 15, "recentSuccessRate": 0.1048951048951049, "recentTerminal": 143, "recentWilsonLowerBound": 0.06460354458062817, "running": 4, "selectionWeight": 0.0539979175009624, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 10880 }, "Mthreads_s4000": { "available": true, "backlogHours": 1741.28, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8834731010437419, "queueWeight": 0.8834731010437419, "recentSuccess": 37, "recentSuccessRate": 0.49333333333333335, "recentTerminal": 75, "recentWilsonLowerBound": 0.38329818473419525, "running": 4, "selectionWeight": 2.208682752609355, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 21766 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2701.421052631579, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.06793641314961911, "queueFactor": 0.8271509653113892, "queueWeight": 0.8271509653113892, "recentSuccess": 6, "recentSuccessRate": 0.15789473684210525, "recentTerminal": 38, "recentWilsonLowerBound": 0.07443762223722684, "running": 2, "selectionWeight": 0.056193669716500805, "stale": false, "submissionEligible": true, "throughputPerHour": 6.333333333333333, "waiting": 17109 }, "Vastai_va16": { "available": true, "backlogHours": 714.1678321678322, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.0098423508833136, "queueWeight": 1.0098423508833136, "recentSuccess": 3, "recentSuccessRate": 0.02097902097902098, "recentTerminal": 143, "recentWilsonLowerBound": 0.007159887536964585, "running": 16, "selectionWeight": 0.05049211754416569, "stale": false, "submissionEligible": false, "throughputPerHour": 23.833333333333332, "waiting": 17021 }, "hygon_k100-ai": { "available": true, "backlogHours": 1225.3846153846155, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.4550444586540616, "queueFactor": 0.9312853248209313, "queueWeight": 0.9312853248209313, "recentSuccess": 26, "recentSuccessRate": 0.25, "recentTerminal": 104, "recentWilsonLowerBound": 0.17669524526012348, "running": 6, "selectionWeight": 0.42377622648561264, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 21240 } }, "queueAttemptedAt": "2026-10-07T23:08:44.377693+00:00", "queueError": null, "queueUpdatedAt": "2026-10-07T23:08:44.377693+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 }