{ "communityAttemptedAt": "2026-09-26T21:00:14.961946+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-26T21:00:14.961946+00:00", "frameworkAttemptedAt": "2026-09-26T18:41:56.359307+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34168, "officialConfigError": null, "officialConfigValid": true, "successCount": 15437, "successRate": 0.4517970030437837, "wilsonLowerBound": 0.4465256967541095 }, "vllm": { "framework": "vllm", "modelCount": 38171, "officialConfigError": null, "officialConfigValid": true, "successCount": 10783, "successRate": 0.2824919441460795, "wilsonLowerBound": 0.27799746796705666 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10299, "officialConfigError": null, "officialConfigValid": true, "successCount": 4317, "successRate": 0.41916690940868045, "wilsonLowerBound": 0.40966911190005967 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64122, "officialConfigError": null, "officialConfigValid": true, "successCount": 12091, "successRate": 0.18856242787186925, "wilsonLowerBound": 0.18555345441815213 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 21725, "officialConfigError": null, "officialConfigValid": true, "successCount": 4490, "successRate": 0.20667433831990795, "wilsonLowerBound": 0.20134192589974004 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6771, "officialConfigError": null, "officialConfigValid": true, "successCount": 73, "successRate": 0.010781273076355043, "wilsonLowerBound": 0.00858391717865285 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26392, "officialConfigError": null, "officialConfigValid": true, "successCount": 3245, "successRate": 0.12295392543194908, "wilsonLowerBound": 0.11904681908920223 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16481, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10169285844305564, "wilsonLowerBound": 0.09717081215513636 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12528, "officialConfigError": null, "officialConfigValid": true, "successCount": 5187, "successRate": 0.41403256704980845, "wilsonLowerBound": 0.4054350016509264 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24405, "officialConfigError": null, "officialConfigValid": true, "successCount": 3794, "successRate": 0.155459946732227, "wilsonLowerBound": 0.15096813744994636 }, "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": 45920, "officialConfigError": null, "officialConfigValid": true, "successCount": 11422, "successRate": 0.2487369337979094, "wilsonLowerBound": 0.24480420183377044 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23501, "officialConfigError": null, "officialConfigValid": true, "successCount": 3092, "successRate": 0.13156886940981236, "wilsonLowerBound": 0.12730729362391902 }, "vllm": { "framework": "vllm", "modelCount": 86759, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11254163833146993, "wilsonLowerBound": 0.11045581816178694 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42163, "officialConfigError": null, "officialConfigValid": true, "successCount": 5182, "successRate": 0.12290396793397054, "wilsonLowerBound": 0.11980429313308899 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 36521, "officialConfigError": null, "officialConfigValid": true, "successCount": 3500, "successRate": 0.09583527285671258, "wilsonLowerBound": 0.09285858517955846 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 89804, "officialConfigError": null, "officialConfigValid": true, "successCount": 21640, "successRate": 0.2409692218609416, "wilsonLowerBound": 0.23818317094979669 }, "transformers": { "framework": "transformers", "modelCount": 5350, "officialConfigError": null, "officialConfigValid": true, "successCount": 577, "successRate": 0.10785046728971963, "wilsonLowerBound": 0.0998180034123832 }, "vllm": { "framework": "vllm", "modelCount": 112718, "officialConfigError": null, "officialConfigValid": true, "successCount": 16523, "successRate": 0.14658705796767155, "wilsonLowerBound": 0.1445342602937692 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19311, "officialConfigError": null, "officialConfigValid": true, "successCount": 3673, "successRate": 0.19020247527316037, "wilsonLowerBound": 0.18472888703622112 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43076, "officialConfigError": null, "officialConfigValid": true, "successCount": 5598, "successRate": 0.12995635620763302, "wilsonLowerBound": 0.12681385711651194 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7116, "officialConfigError": null, "officialConfigValid": true, "successCount": 608, "successRate": 0.08544125913434514, "wilsonLowerBound": 0.07916786182099259 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32092, "officialConfigError": null, "officialConfigValid": true, "successCount": 5977, "successRate": 0.1862457933441356, "wilsonLowerBound": 0.18202404512335357 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61185, "officialConfigError": null, "officialConfigValid": true, "successCount": 12401, "successRate": 0.20268039552177822, "wilsonLowerBound": 0.19951376817479044 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10006, "officialConfigError": null, "officialConfigValid": true, "successCount": 2940, "successRate": 0.2938237057765341, "wilsonLowerBound": 0.28497883334822205 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14004, "officialConfigError": null, "officialConfigValid": true, "successCount": 3523, "successRate": 0.25157097972007997, "wilsonLowerBound": 0.24445297236929567 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 63509, "officialConfigError": null, "officialConfigValid": true, "successCount": 17392, "successRate": 0.2738509502590184, "wilsonLowerBound": 0.2703964724480052 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 172, "officialConfigError": null, "officialConfigValid": true, "successCount": 117, "successRate": 0.6802325581395349, "wilsonLowerBound": 0.6072474589202723 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47159, "officialConfigError": null, "officialConfigValid": true, "successCount": 20811, "successRate": 0.44129434466379697, "wilsonLowerBound": 0.43681774358540393 }, "vllm": { "framework": "vllm", "modelCount": 37486, "officialConfigError": null, "officialConfigValid": true, "successCount": 3865, "successRate": 0.10310515925945686, "wilsonLowerBound": 0.10006726563864177 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 751, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6282, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030563514804202482, "wilsonLowerBound": 0.02658539726335166 }, "vllm": { "framework": "vllm", "modelCount": 10040, "officialConfigError": null, "officialConfigValid": true, "successCount": 743, "successRate": 0.07400398406374502, "wilsonLowerBound": 0.06904470201407993 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6343, "officialConfigError": null, "officialConfigValid": true, "successCount": 2733, "successRate": 0.43086867412896107, "wilsonLowerBound": 0.41872739813732224 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7391, "officialConfigError": null, "officialConfigValid": true, "successCount": 240, "successRate": 0.03247192531457178, "wilsonLowerBound": 0.02866754709140733 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13600, "officialConfigError": null, "officialConfigValid": true, "successCount": 4411, "successRate": 0.32433823529411765, "wilsonLowerBound": 0.3165210485429848 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27049, "officialConfigError": null, "officialConfigValid": true, "successCount": 13766, "successRate": 0.5089282413397908, "wilsonLowerBound": 0.5029696608725285 }, "vllm": { "framework": "vllm", "modelCount": 63945, "officialConfigError": null, "officialConfigValid": true, "successCount": 6561, "successRate": 0.10260380014074595, "wilsonLowerBound": 0.10027568039621274 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12869, "officialConfigError": null, "officialConfigValid": true, "successCount": 1936, "successRate": 0.15043903955241278, "wilsonLowerBound": 0.14436663161569308 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-26T21:13:36.262873+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1260.9705882352941, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.2883205653702707, "queueFactor": 0.9245626001321487, "queueWeight": 0.9245626001321487, "recentSuccess": 47, "recentSuccessRate": 0.34558823529411764, "recentTerminal": 136, "recentWilsonLowerBound": 0.2708948608823105, "running": 9, "selectionWeight": 1.1911330117224574, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 28582 }, "Biren_166m": { "available": true, "backlogHours": 122.52791878172587, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.27843787315844465, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 36, "recentSuccessRate": 0.18274111675126903, "recentTerminal": 197, "recentWilsonLowerBound": 0.1350186187571645, "running": 9, "selectionWeight": 0.36196923510597806, "stale": false, "submissionEligible": false, "throughputPerHour": 32.833333333333336, "waiting": 4023 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1193.7631578947369, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.1882979625463346, "queueFactor": 0.9321897846708279, "queueWeight": 0.9321897846708279, "recentSuccess": 14, "recentSuccessRate": 0.18421052631578946, "recentTerminal": 76, "recentWilsonLowerBound": 0.11302493284924942, "running": 7, "selectionWeight": 0.17552943716002328, "stale": false, "submissionEligible": false, "throughputPerHour": 12.666666666666666, "waiting": 15121 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 464.6548672566372, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2997997970963506, "queueFactor": 1.0739213874284739, "queueWeight": 1.0739213874284739, "recentSuccess": 23, "recentSuccessRate": 0.20353982300884957, "recentTerminal": 113, "recentWilsonLowerBound": 0.1396323173788541, "running": 8, "selectionWeight": 0.32196141404848777, "stale": false, "submissionEligible": false, "throughputPerHour": 18.833333333333332, "waiting": 8751 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 37.73015873015873, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 12, "recentSuccessRate": 0.031746031746031744, "recentTerminal": 378, "recentWilsonLowerBound": 0.018251459947435263, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 63.0, "waiting": 2377 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 96.15946843853821, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.12370167303880139, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 38, "recentSuccessRate": 0.12624584717607973, "recentTerminal": 301, "recentWilsonLowerBound": 0.09337558313954444, "running": 7, "selectionWeight": 0.1608121749504418, "stale": false, "submissionEligible": false, "throughputPerHour": 50.166666666666664, "waiting": 4824 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2339.121951219512, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6296370120109568, "queueFactor": 0.8427216192356305, "queueWeight": 0.8427216192356305, "recentSuccess": 13, "recentSuccessRate": 0.3170731707317073, "recentTerminal": 41, "recentWilsonLowerBound": 0.19564433205311735, "running": 3, "selectionWeight": 0.5306087222925576, "stale": false, "submissionEligible": true, "throughputPerHour": 6.833333333333333, "waiting": 15984 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 377.9605263157895, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6162753928151545, "queueFactor": 1.107707505576014, "queueWeight": 1.107707505576014, "recentSuccess": 39, "recentSuccessRate": 0.2565789473684211, "recentTerminal": 152, "recentWilsonLowerBound": 0.1937461083368674, "running": 9, "selectionWeight": 0.682652878123153, "stale": false, "submissionEligible": true, "throughputPerHour": 25.333333333333332, "waiting": 9575 }, "MetaX_c-500": { "available": true, "backlogHours": 628.3366336633663, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.277570708168719, "queueFactor": 1.026391881029571, "queueWeight": 1.026391881029571, "recentSuccess": 36, "recentSuccessRate": 0.3564356435643564, "recentTerminal": 101, "recentWilsonLowerBound": 0.2698650717934931, "running": 4, "selectionWeight": 1.3112882023055725, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 10577 }, "Mthreads_s4000": { "available": true, "backlogHours": 2225.157894736842, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.849059137432736, "queueWeight": 0.849059137432736, "recentSuccess": 28, "recentSuccessRate": 0.49122807017543857, "recentTerminal": 57, "recentWilsonLowerBound": 0.3661606806374018, "running": 4, "selectionWeight": 2.12264784358184, "stale": false, "submissionEligible": true, "throughputPerHour": 9.5, "waiting": 21139 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2593.421052631579, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.18004835945847394, "queueFactor": 0.8297764604494626, "queueWeight": 0.8297764604494626, "recentSuccess": 8, "recentSuccessRate": 0.21052631578947367, "recentTerminal": 38, "recentWilsonLowerBound": 0.11074660352095932, "running": 2, "selectionWeight": 0.14939989042118504, "stale": false, "submissionEligible": false, "throughputPerHour": 6.333333333333333, "waiting": 16425 }, "Vastai_va16": { "available": true, "backlogHours": 747.5044247787611, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.5569681420411241, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 29, "recentSuccessRate": 0.25663716814159293, "recentTerminal": 113, "recentWilsonLowerBound": 0.18503685046249974, "running": 16, "selectionWeight": 0.5569681420411241, "stale": false, "submissionEligible": true, "throughputPerHour": 18.833333333333332, "waiting": 14078 }, "hygon_k100-ai": { "available": true, "backlogHours": 787.0909090909091, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.4662214861548756, "queueFactor": 0.9922893511737891, "queueWeight": 0.9922893511737891, "recentSuccess": 31, "recentSuccessRate": 0.23484848484848486, "recentTerminal": 132, "recentWilsonLowerBound": 0.17066718052506505, "running": 6, "selectionWeight": 0.4626266159999012, "stale": false, "submissionEligible": true, "throughputPerHour": 22.0, "waiting": 17316 } }, "queueAttemptedAt": "2026-09-26T21:13:36.262873+00:00", "queueError": null, "queueUpdatedAt": "2026-09-26T21:13:36.262873+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "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 }