{ "communityAttemptedAt": "2026-11-01T01:57:08.126490+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-11-01T01:57:08.126490+00:00", "frameworkAttemptedAt": "2026-10-31T22:18:50.517697+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 45179, "officialConfigError": null, "officialConfigValid": true, "successCount": 22887, "successRate": 0.506584917771531, "wilsonLowerBound": 0.5019743502897127 }, "vllm": { "framework": "vllm", "modelCount": 59693, "officialConfigError": null, "officialConfigValid": true, "successCount": 15753, "successRate": 0.2639002898162264, "wilsonLowerBound": 0.26037980562935087 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 68, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 19, "successRate": 0.27941176470588236, "wilsonLowerBound": 0.18677805007008424 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6750, "officialConfigError": null, "officialConfigValid": true, "successCount": 2224, "successRate": 0.3294814814814815, "wilsonLowerBound": 0.3183681585948652 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 40402, "officialConfigError": null, "officialConfigValid": true, "successCount": 19639, "successRate": 0.4860897975347755, "wilsonLowerBound": 0.48121767715666464 }, "vllm": { "framework": "vllm", "modelCount": 41368, "officialConfigError": null, "officialConfigValid": true, "successCount": 11265, "successRate": 0.27231193192806036, "wilsonLowerBound": 0.268043492908605 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 1, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 1, "successRate": 1.0, "wilsonLowerBound": 0.20654329147389294 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16295, "officialConfigError": null, "officialConfigValid": true, "successCount": 6490, "successRate": 0.39828168149739185, "wilsonLowerBound": 0.3907899172023114 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64357, "officialConfigError": null, "officialConfigValid": true, "successCount": 12100, "successRate": 0.1880137358795469, "wilsonLowerBound": 0.185013639415271 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 41181, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 8312, "successRate": 0.20184065467084336, "wilsonLowerBound": 0.19799189571463 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8883, "officialConfigError": null, "officialConfigValid": true, "successCount": 118, "successRate": 0.01328380051784307, "wilsonLowerBound": 0.01110457399689554 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26944, "officialConfigError": null, "officialConfigValid": true, "successCount": 3314, "successRate": 0.1229958432304038, "wilsonLowerBound": 0.11912782872120758 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16538, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10134236304268956, "wilsonLowerBound": 0.09683508371548533 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 19684, "officialConfigError": null, "officialConfigValid": true, "successCount": 7393, "successRate": 0.37558423084738873, "wilsonLowerBound": 0.36884377826197473 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24867, "officialConfigError": null, "officialConfigValid": true, "successCount": 3814, "successRate": 0.15337596010777335, "wilsonLowerBound": 0.14895065767013002 }, "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": 60024, "officialConfigError": null, "officialConfigValid": true, "successCount": 14893, "successRate": 0.24811741969878714, "wilsonLowerBound": 0.24467822101885117 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 30890, "officialConfigError": null, "officialConfigValid": true, "successCount": 4191, "successRate": 0.13567497572029782, "wilsonLowerBound": 0.1319013718522267 }, "vllm": { "framework": "vllm", "modelCount": 87140, "officialConfigError": null, "officialConfigValid": true, "successCount": 9779, "successRate": 0.11222171218728483, "wilsonLowerBound": 0.11014304038606977 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 50821, "officialConfigError": null, "officialConfigValid": true, "successCount": 5806, "successRate": 0.11424411168611401, "wilsonLowerBound": 0.11150749866845971 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 55579, "officialConfigError": null, "officialConfigValid": true, "successCount": 3937, "successRate": 0.07083610716277731, "wilsonLowerBound": 0.06873271796732529 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 95663, "officialConfigError": null, "officialConfigValid": true, "successCount": 24194, "successRate": 0.25290864806665064, "wilsonLowerBound": 0.25016404433973366 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 173, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 6765, "officialConfigError": null, "officialConfigValid": true, "successCount": 631, "successRate": 0.09327420546932742, "wilsonLowerBound": 0.08657303886970658 }, "vllm": { "framework": "vllm", "modelCount": 113038, "officialConfigError": null, "officialConfigValid": true, "successCount": 16551, "successRate": 0.14641978803588174, "wilsonLowerBound": 0.14437086145827077 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 434, "officialConfigError": null, "officialConfigValid": true, "successCount": 2, "successRate": 0.004608294930875576, "wilsonLowerBound": 0.0012646452245052846 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 26601, "officialConfigError": null, "officialConfigValid": true, "successCount": 4290, "successRate": 0.16127213262659298, "wilsonLowerBound": 0.1569013458329577 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 45576, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 5903, "successRate": 0.12951992276636826, "wilsonLowerBound": 0.1264683883447728 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 9183, "officialConfigError": null, "officialConfigValid": true, "successCount": 853, "successRate": 0.09288903408472177, "wilsonLowerBound": 0.0871209484793373 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 206, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.1796116504854369, "wilsonLowerBound": 0.13320865973713544 }, "vllm": { "framework": "vllm", "modelCount": 37237, "officialConfigError": null, "officialConfigValid": true, "successCount": 7670, "successRate": 0.2059779251819427, "wilsonLowerBound": 0.20190068687672863 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61677, "officialConfigError": null, "officialConfigValid": true, "successCount": 12434, "successRate": 0.2015986510368533, "wilsonLowerBound": 0.19845100319589132 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 21663, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 5930, "successRate": 0.2737386326916863, "wilsonLowerBound": 0.2678415355972714 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 17210, "officialConfigError": null, "officialConfigValid": true, "successCount": 4136, "successRate": 0.24032539221382918, "wilsonLowerBound": 0.23399999292876178 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 71491, "officialConfigError": null, "officialConfigValid": true, "successCount": 19571, "successRate": 0.27375473835867453, "wilsonLowerBound": 0.27049842737662805 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2997, "officialConfigError": null, "officialConfigValid": true, "successCount": 1645, "successRate": 0.5488822155488822, "wilsonLowerBound": 0.5310154661713304 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 49538, "officialConfigError": null, "officialConfigValid": true, "successCount": 22305, "successRate": 0.45026040615285234, "wilsonLowerBound": 0.4458831894339175 }, "vllm": { "framework": "vllm", "modelCount": 42865, "officialConfigError": null, "officialConfigValid": true, "successCount": 5771, "successRate": 0.1346319841362417, "wilsonLowerBound": 0.13143339043494653 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1502, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6290, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03052464228934817, "wilsonLowerBound": 0.026551520034527744 }, "vllm": { "framework": "vllm", "modelCount": 10133, "officialConfigError": null, "officialConfigValid": true, "successCount": 768, "successRate": 0.07579196684101451, "wilsonLowerBound": 0.0707979225110708 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 8490, "officialConfigError": null, "officialConfigValid": true, "successCount": 3740, "successRate": 0.44051825677267376, "wilsonLowerBound": 0.4299871917793245 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7476, "officialConfigError": null, "officialConfigValid": true, "successCount": 254, "successRate": 0.03397538790797218, "wilsonLowerBound": 0.030102074381377207 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 24038, "officialConfigError": null, "officialConfigValid": true, "successCount": 6682, "successRate": 0.27797653714951326, "wilsonLowerBound": 0.2723488327162636 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 30180, "officialConfigError": null, "officialConfigValid": true, "successCount": 15436, "successRate": 0.5114645460569914, "wilsonLowerBound": 0.505823794182276 }, "vllm": { "framework": "vllm", "modelCount": 70022, "officialConfigError": null, "officialConfigValid": true, "successCount": 7638, "successRate": 0.10908000342749422, "wilsonLowerBound": 0.10679237675057296 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 15430, "officialConfigError": null, "officialConfigValid": true, "successCount": 2909, "successRate": 0.18852883992222944, "wilsonLowerBound": 0.1824350375011275 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-11-01T01:57:08.126490+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 0.001683164348976075, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 349342, "recentSuccessRate": 1.0, "recentTerminal": 349342, "recentWilsonLowerBound": 0.9999890034471788, "running": 0, "selectionWeight": 2.5, "stale": false, "submissionEligible": true, "throughputPerHour": 58223.666666666664, "waiting": 98 }, "Ascend_910-b4": { "available": true, "backlogHours": 0.001683164348976075, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 349342, "recentSuccessRate": 1.0, "recentTerminal": 349342, "recentWilsonLowerBound": 0.9999890034471788, "running": 0, "selectionWeight": 2.5, "stale": false, "submissionEligible": true, "throughputPerHour": 58223.666666666664, "waiting": 98 }, "Biren_166m": { "available": true, "backlogHours": 0.001683164348976075, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 349342, "recentSuccessRate": 1.0, "recentTerminal": 349342, "recentWilsonLowerBound": 0.9999890034471788, "running": 6, "selectionWeight": 2.5, "stale": false, "submissionEligible": true, "throughputPerHour": 58223.666666666664, "waiting": 98 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 0.001683164348976075, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 2.5, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 349342, "recentSuccessRate": 1.0, "recentTerminal": 349342, "recentWilsonLowerBound": 0.9999890034471788, "running": 6, "selectionWeight": 2.5, "stale": false, "submissionEligible": true, "throughputPerHour": 58223.666666666664, "waiting": 98 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 0.001683164348976075, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 2.5, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 349342, "recentSuccessRate": 1.0, "recentTerminal": 349342, "recentWilsonLowerBound": 0.9999890034471788, "running": 0, "selectionWeight": 2.5, "stale": false, "submissionEligible": true, "throughputPerHour": 58223.666666666664, "waiting": 98 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 0.001683164348976075, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 2.5, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 349342, "recentSuccessRate": 1.0, "recentTerminal": 349342, "recentWilsonLowerBound": 0.9999890034471788, "running": 0, "selectionWeight": 2.5, "stale": false, "submissionEligible": true, "throughputPerHour": 58223.666666666664, "waiting": 98 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 0.001683164348976075, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 2.5, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 349342, "recentSuccessRate": 1.0, "recentTerminal": 349342, "recentWilsonLowerBound": 0.9999890034471788, "running": 6, "selectionWeight": 2.5, "stale": false, "submissionEligible": true, "throughputPerHour": 58223.666666666664, "waiting": 98 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 0.001683164348976075, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 349342, "recentSuccessRate": 1.0, "recentTerminal": 349342, "recentWilsonLowerBound": 0.9999890034471788, "running": 0, "selectionWeight": 2.5, "stale": false, "submissionEligible": true, "throughputPerHour": 58223.666666666664, "waiting": 98 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 0.001683164348976075, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 349342, "recentSuccessRate": 1.0, "recentTerminal": 349342, "recentWilsonLowerBound": 0.9999890034471788, "running": 6, "selectionWeight": 2.5, "stale": false, "submissionEligible": true, "throughputPerHour": 58223.666666666664, "waiting": 98 }, "MetaX_c-500": { "available": true, "backlogHours": 0.001683164348976075, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 349342, "recentSuccessRate": 1.0, "recentTerminal": 349342, "recentWilsonLowerBound": 0.9999890034471788, "running": 0, "selectionWeight": 2.5, "stale": false, "submissionEligible": true, "throughputPerHour": 58223.666666666664, "waiting": 98 }, "Mthreads_s4000": { "available": true, "backlogHours": 0.001683164348976075, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 349342, "recentSuccessRate": 1.0, "recentTerminal": 349342, "recentWilsonLowerBound": 0.9999890034471788, "running": 6, "selectionWeight": 2.5, "stale": false, "submissionEligible": true, "throughputPerHour": 58223.666666666664, "waiting": 98 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 0.001683164348976075, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 349342, "recentSuccessRate": 1.0, "recentTerminal": 349342, "recentWilsonLowerBound": 0.9999890034471788, "running": 0, "selectionWeight": 2.5, "stale": false, "submissionEligible": true, "throughputPerHour": 58223.666666666664, "waiting": 98 }, "Vastai_va16": { "available": true, "backlogHours": 0.001683164348976075, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 2.5, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 349342, "recentSuccessRate": 1.0, "recentTerminal": 349342, "recentWilsonLowerBound": 0.9999890034471788, "running": 6, "selectionWeight": 2.5, "stale": false, "submissionEligible": true, "throughputPerHour": 58223.666666666664, "waiting": 98 }, "hygon_k100-ai": { "available": true, "backlogHours": 0.001683164348976075, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 349342, "recentSuccessRate": 1.0, "recentTerminal": 349342, "recentWilsonLowerBound": 0.9999890034471788, "running": 6, "selectionWeight": 2.5, "stale": false, "submissionEligible": true, "throughputPerHour": 58223.666666666664, "waiting": 98 } }, "queueAttemptedAt": "2026-11-01T01:52:50.198733+00:00", "queueError": null, "queueUpdatedAt": "2026-11-01T01:52:50.198733+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Biren_166m", "Ascend_910-b4", "Ascend_910-b3", "MetaX_c-500", "Sunrise_pt-200-x1", "hygon_k100-ai", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }