{ "communityAttemptedAt": "2026-10-07T21:44:07.626352+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-07T21:44:07.626352+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": "2026-10-07T21:44:07.626352+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 959.3333333333334, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6630988287631002, "queueFactor": 0.9548674951971247, "queueWeight": 0.9548674951971247, "recentSuccess": 44, "recentSuccessRate": 0.2573099415204678, "recentTerminal": 171, "recentWilsonLowerBound": 0.1976246447321409, "running": 8, "selectionWeight": 0.6331715176891686, "stale": false, "submissionEligible": true, "throughputPerHour": 28.5, "waiting": 27341 }, "Ascend_910-b4": { "available": true, "backlogHours": 758.9237288135593, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.48960327376119916, "queueFactor": 0.9890285311515904, "queueWeight": 0.9890285311515904, "recentSuccess": 52, "recentSuccessRate": 0.22033898305084745, "recentTerminal": 236, "recentWilsonLowerBound": 0.17217180601231905, "running": 8, "selectionWeight": 0.48423160669504883, "stale": false, "submissionEligible": true, "throughputPerHour": 39.333333333333336, "waiting": 29851 }, "Biren_166m": { "available": true, "backlogHours": 151.04046242774567, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.44241031120596824, "queueFactor": 1.2600116016778056, "queueWeight": 1.2600116016778056, "recentSuccess": 38, "recentSuccessRate": 0.21965317919075145, "recentTerminal": 173, "recentWilsonLowerBound": 0.16441951609425054, "running": 7, "selectionWeight": 0.5574421248214084, "stale": false, "submissionEligible": true, "throughputPerHour": 28.833333333333332, "waiting": 4355 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 724.8510638297872, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.0698833357785872, "queueFactor": 0.9958667281007115, "queueWeight": 0.9958667281007115, "recentSuccess": 16, "recentSuccessRate": 0.11347517730496454, "recentTerminal": 141, "recentWilsonLowerBound": 0.07106523194689557, "running": 6, "selectionWeight": 0.06959448895058502, "stale": false, "submissionEligible": true, "throughputPerHour": 23.5, "waiting": 17034 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 287.8762886597938, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.13995307569531587, "queueFactor": 1.1438199200420442, "queueWeight": 1.1438199200420442, "recentSuccess": 27, "recentSuccessRate": 0.13917525773195877, "recentTerminal": 194, "recentWilsonLowerBound": 0.09744332529808333, "running": 7, "selectionWeight": 0.16008111585145438, "stale": false, "submissionEligible": true, "throughputPerHour": 32.333333333333336, "waiting": 9308 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 94.00990099009901, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 6, "recentSuccessRate": 0.0297029702970297, "recentTerminal": 202, "recentWilsonLowerBound": 0.013682588324236515, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 33.666666666666664, "waiting": 3165 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 253.33333333333334, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.31522049299819616, "queueFactor": 1.1659627860530313, "queueWeight": 1.1659627860530313, "recentSuccess": 30, "recentSuccessRate": 0.19607843137254902, "recentTerminal": 153, "recentWilsonLowerBound": 0.14094165512787288, "running": 3, "selectionWeight": 0.3675353642371868, "stale": false, "submissionEligible": true, "throughputPerHour": 25.5, "waiting": 6460 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2447.2105263157896, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7748494107073745, "queueFactor": 0.8297320008073148, "queueWeight": 0.8297320008073148, "recentSuccess": 13, "recentSuccessRate": 0.34210526315789475, "recentTerminal": 38, "recentWilsonLowerBound": 0.21212220026458956, "running": 2, "selectionWeight": 0.6429173518705986, "stale": false, "submissionEligible": true, "throughputPerHour": 6.333333333333333, "waiting": 15499 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 395.8285714285714, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.352435113699199, "queueFactor": 1.0904668536448332, "queueWeight": 1.0904668536448332, "recentSuccess": 29, "recentSuccessRate": 0.20714285714285716, "recentTerminal": 140, "recentWilsonLowerBound": 0.14827529229642786, "running": 8, "selectionWeight": 0.3843188095495246, "stale": false, "submissionEligible": true, "throughputPerHour": 23.333333333333332, "waiting": 9236 }, "MetaX_c-500": { "available": true, "backlogHours": 488.1940298507463, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.09253342211047956, "queueFactor": 1.0566950434460973, "queueWeight": 1.0566950434460973, "recentSuccess": 17, "recentSuccessRate": 0.12686567164179105, "recentTerminal": 134, "recentWilsonLowerBound": 0.08073793376576296, "running": 4, "selectionWeight": 0.09777960849724926, "stale": false, "submissionEligible": true, "throughputPerHour": 22.333333333333332, "waiting": 10903 }, "Mthreads_s4000": { "available": true, "backlogHours": 1814.5833333333333, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8678047087236112, "queueWeight": 0.8678047087236112, "recentSuccess": 34, "recentSuccessRate": 0.4722222222222222, "recentTerminal": 72, "recentWilsonLowerBound": 0.3612631919907144, "running": 4, "selectionWeight": 2.1695117718090278, "stale": false, "submissionEligible": true, "throughputPerHour": 12.0, "waiting": 21775 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2565.75, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8238656374839038, "queueWeight": 0.8238656374839038, "recentSuccess": 4, "recentSuccessRate": 0.1, "recentTerminal": 40, "recentWilsonLowerBound": 0.03957888759557486, "running": 2, "selectionWeight": 0.041193281874195194, "stale": false, "submissionEligible": false, "throughputPerHour": 6.666666666666667, "waiting": 17105 }, "Vastai_va16": { "available": true, "backlogHours": 685.3691275167786, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.0042685427793412, "queueWeight": 1.0042685427793412, "recentSuccess": 2, "recentSuccessRate": 0.013422818791946308, "recentTerminal": 149, "recentWilsonLowerBound": 0.0036886952442319663, "running": 15, "selectionWeight": 0.050213427138967065, "stale": false, "submissionEligible": false, "throughputPerHour": 24.833333333333332, "waiting": 17020 }, "hygon_k100-ai": { "available": true, "backlogHours": 1080.0, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.42987748075616905, "queueFactor": 0.9380478159211255, "queueWeight": 0.9380478159211255, "recentSuccess": 27, "recentSuccessRate": 0.2288135593220339, "recentTerminal": 118, "recentWilsonLowerBound": 0.16228575133845904, "running": 5, "selectionWeight": 0.403245631937, "stale": false, "submissionEligible": true, "throughputPerHour": 19.666666666666668, "waiting": 21240 } }, "queueAttemptedAt": "2026-10-07T21:38:15.365227+00:00", "queueError": null, "queueUpdatedAt": "2026-10-07T21:38:15.365227+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 }