{ "communityAttemptedAt": "2026-10-08T17:57:42.463539+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-08T17:57:42.463539+00:00", "frameworkAttemptedAt": "2026-10-08T17:06:51.478234+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41613, "officialConfigError": null, "officialConfigValid": true, "successCount": 20554, "successRate": 0.49393218465383415, "wilsonLowerBound": 0.48912922549399324 }, "vllm": { "framework": "vllm", "modelCount": 55733, "officialConfigError": null, "officialConfigValid": true, "successCount": 15257, "successRate": 0.27375163727055785, "wilsonLowerBound": 0.270065458958903 }, "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": 4074, "officialConfigError": null, "officialConfigValid": true, "successCount": 1231, "successRate": 0.3021600392734413, "wilsonLowerBound": 0.2882510862029381 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36379, "officialConfigError": null, "officialConfigValid": true, "successCount": 16980, "successRate": 0.46675279694329147, "wilsonLowerBound": 0.4616298704756075 }, "vllm": { "framework": "vllm", "modelCount": 39473, "officialConfigError": null, "officialConfigValid": true, "successCount": 10966, "successRate": 0.2778101487092443, "wilsonLowerBound": 0.2734131184488932 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12251, "officialConfigError": null, "officialConfigValid": true, "successCount": 5156, "successRate": 0.420863602971186, "wilsonLowerBound": 0.41214733056913094 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64208, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.1883877398455021, "wilsonLowerBound": 0.1853818562877877 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 28217, "officialConfigError": null, "officialConfigValid": true, "successCount": 6137, "successRate": 0.21749300067335295, "wilsonLowerBound": 0.21271806001622087 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7555, "officialConfigError": null, "officialConfigValid": true, "successCount": 102, "successRate": 0.013500992720052944, "wilsonLowerBound": 0.011134807492626877 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26566, "officialConfigError": null, "officialConfigValid": true, "successCount": 3266, "successRate": 0.12293909508394188, "wilsonLowerBound": 0.11904483309168394 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16502, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10156344685492667, "wilsonLowerBound": 0.09704685221513341 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14976, "officialConfigError": null, "officialConfigValid": true, "successCount": 5956, "successRate": 0.39770299145299143, "wilsonLowerBound": 0.38989150689668334 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24667, "officialConfigError": null, "officialConfigValid": true, "successCount": 3805, "successRate": 0.154254672234159, "wilsonLowerBound": 0.14980102731856973 }, "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": 50501, "officialConfigError": null, "officialConfigValid": true, "successCount": 12685, "successRate": 0.25118314488822, "wilsonLowerBound": 0.24741957858254432 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23807, "officialConfigError": null, "officialConfigValid": true, "successCount": 3124, "successRate": 0.13122190952240936, "wilsonLowerBound": 0.1269922885558152 }, "vllm": { "framework": "vllm", "modelCount": 86946, "officialConfigError": null, "officialConfigValid": true, "successCount": 9771, "successRate": 0.11238009799185701, "wilsonLowerBound": 0.11029782784273098 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45549, "officialConfigError": null, "officialConfigValid": true, "successCount": 5492, "successRate": 0.12057344837427825, "wilsonLowerBound": 0.11761491194041603 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 45181, "officialConfigError": null, "officialConfigValid": true, "successCount": 3640, "successRate": 0.08056483920231956, "wilsonLowerBound": 0.0780907124824623 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 92096, "officialConfigError": null, "officialConfigValid": true, "successCount": 22913, "successRate": 0.24879473592772758, "wilsonLowerBound": 0.24601312285999516 }, "transformers": { "framework": "transformers", "modelCount": 5486, "officialConfigError": null, "officialConfigValid": true, "successCount": 581, "successRate": 0.1059059423988334, "wilsonLowerBound": 0.09803697951165226 }, "vllm": { "framework": "vllm", "modelCount": 112836, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.1464957992130171, "wilsonLowerBound": 0.14444460416601623 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22602, "officialConfigError": null, "officialConfigValid": true, "successCount": 3926, "successRate": 0.1737014423502345, "wilsonLowerBound": 0.16881784424418037 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43571, "officialConfigError": null, "officialConfigValid": true, "successCount": 5669, "successRate": 0.13010947648665397, "wilsonLowerBound": 0.1269830977212152 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7851, "officialConfigError": null, "officialConfigValid": true, "successCount": 727, "successRate": 0.09259966883199593, "wilsonLowerBound": 0.08638532744888304 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33845, "officialConfigError": null, "officialConfigValid": true, "successCount": 6621, "successRate": 0.19562712365194268, "wilsonLowerBound": 0.1914355468699114 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61459, "officialConfigError": null, "officialConfigValid": true, "successCount": 12417, "successRate": 0.2020371304446867, "wilsonLowerBound": 0.19888133557740942 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14289, "officialConfigError": null, "officialConfigValid": true, "successCount": 4094, "successRate": 0.286514101756596, "wilsonLowerBound": 0.27915879797642856 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15111, "officialConfigError": null, "officialConfigValid": true, "successCount": 3703, "successRate": 0.2450532724505327, "wilsonLowerBound": 0.23826062910536164 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66803, "officialConfigError": null, "officialConfigValid": true, "successCount": 18410, "successRate": 0.2755864257593222, "wilsonLowerBound": 0.27221111530212755 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 750, "officialConfigError": null, "officialConfigValid": true, "successCount": 459, "successRate": 0.612, "wilsonLowerBound": 0.5766383140145886 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48119, "officialConfigError": null, "officialConfigValid": true, "successCount": 21506, "successRate": 0.4469336436750556, "wilsonLowerBound": 0.4424957548505818 }, "vllm": { "framework": "vllm", "modelCount": 39241, "officialConfigError": null, "officialConfigValid": true, "successCount": 4593, "successRate": 0.11704594684131393, "wilsonLowerBound": 0.11390259081805712 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1013, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6286, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030544066178810055, "wilsonLowerBound": 0.02656844784963345 }, "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": 7066, "officialConfigError": null, "officialConfigValid": true, "successCount": 3095, "successRate": 0.4380130200962355, "wilsonLowerBound": 0.42648132777013487 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7410, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03292847503373819, "wilsonLowerBound": 0.029101202270226396 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16816, "officialConfigError": null, "officialConfigValid": true, "successCount": 5006, "successRate": 0.2976926736441484, "wilsonLowerBound": 0.2908284909076872 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27964, "officialConfigError": null, "officialConfigValid": true, "successCount": 14255, "successRate": 0.5097625518523816, "wilsonLowerBound": 0.5039023415520014 }, "vllm": { "framework": "vllm", "modelCount": 66723, "officialConfigError": null, "officialConfigValid": true, "successCount": 7069, "successRate": 0.10594547607271855, "wilsonLowerBound": 0.10363282596384144 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13453, "officialConfigError": null, "officialConfigValid": true, "successCount": 2159, "successRate": 0.16048465026388167, "wilsonLowerBound": 0.15437904748452388 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-08T18:11:21.260767+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1215.2608695652175, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0586920473286139, "queueFactor": 0.8915894619603972, "queueWeight": 0.8915894619603972, "recentSuccess": 43, "recentSuccessRate": 0.3115942028985507, "recentTerminal": 138, "recentWilsonLowerBound": 0.24030592297139478, "running": 8, "selectionWeight": 0.9439186728594703, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 27951 }, "Ascend_910-b4": { "available": true, "backlogHours": 1276.909090909091, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.8849961003697271, "queueWeight": 0.8849961003697271, "recentSuccess": 62, "recentSuccessRate": 0.43356643356643354, "recentTerminal": 143, "recentWilsonLowerBound": 0.3551300031607188, "running": 9, "selectionWeight": 2.2124902509243176, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 30433 }, "Biren_166m": { "available": true, "backlogHours": 152.46067415730337, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.1763017445204167, "queueFactor": 1.2172833408118116, "queueWeight": 1.2172833408118116, "recentSuccess": 27, "recentSuccessRate": 0.15168539325842698, "recentTerminal": 178, "recentWilsonLowerBound": 0.10638855522742541, "running": 8, "selectionWeight": 0.2146091765607633, "stale": false, "submissionEligible": false, "throughputPerHour": 29.666666666666668, "waiting": 4523 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1050.2448979591838, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.11337368714164411, "queueFactor": 0.9113218157863072, "queueWeight": 0.9113218157863072, "recentSuccess": 14, "recentSuccessRate": 0.14285714285714285, "recentTerminal": 98, "recentWilsonLowerBound": 0.0870439104644005, "running": 7, "selectionWeight": 0.10331991442831183, "stale": false, "submissionEligible": false, "throughputPerHour": 16.333333333333332, "waiting": 17154 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 460.96721311475414, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2695587534928592, "queueFactor": 1.0311333853048243, "queueWeight": 1.0311333853048243, "recentSuccess": 23, "recentSuccessRate": 0.1885245901639344, "recentTerminal": 122, "recentWilsonLowerBound": 0.12903622583107396, "running": 7, "selectionWeight": 0.27795103002764054, "stale": false, "submissionEligible": false, "throughputPerHour": 20.333333333333332, "waiting": 9373 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 71.4820143884892, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 5, "recentSuccessRate": 0.017985611510791366, "recentTerminal": 278, "recentWilsonLowerBound": 0.00770611884070732, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 46.333333333333336, "waiting": 3312 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 241.1360946745562, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.335619107846134, "queueFactor": 1.1363863813503217, "queueWeight": 1.1363863813503217, "recentSuccess": 33, "recentSuccessRate": 0.1952662721893491, "recentTerminal": 169, "recentWilsonLowerBound": 0.1425546230655878, "running": 5, "selectionWeight": 0.3813929834772916, "stale": false, "submissionEligible": false, "throughputPerHour": 28.166666666666668, "waiting": 6792 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1614.3103448275863, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5438045085695059, "queueFactor": 0.8544119215353525, "queueWeight": 0.8544119215353525, "recentSuccess": 16, "recentSuccessRate": 0.27586206896551724, "recentTerminal": 58, "recentWilsonLowerBound": 0.17752203680746195, "running": 2, "selectionWeight": 0.46463305510645964, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 15605 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 334.0, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.20908812410363842, "queueFactor": 1.0821896694430828, "queueWeight": 1.0821896694430828, "recentSuccess": 27, "recentSuccessRate": 0.16363636363636364, "recentTerminal": 165, "recentWilsonLowerBound": 0.11496465647221277, "running": 8, "selectionWeight": 0.22627300790819074, "stale": false, "submissionEligible": false, "throughputPerHour": 27.5, "waiting": 9185 }, "MetaX_c-500": { "available": true, "backlogHours": 670.0408163265307, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6822054589688702, "queueFactor": 0.9748777647599356, "queueWeight": 0.9748777647599356, "recentSuccess": 27, "recentSuccessRate": 0.2755102040816326, "recentTerminal": 98, "recentWilsonLowerBound": 0.19679426941928946, "running": 5, "selectionWeight": 0.6650669329465981, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 10944 }, "Mthreads_s4000": { "available": true, "backlogHours": 1398.80412371134, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.9253295524905053, "queueFactor": 0.8729750233051061, "queueWeight": 0.8729750233051061, "recentSuccess": 30, "recentSuccessRate": 0.30927835051546393, "recentTerminal": 97, "recentWilsonLowerBound": 0.22604022957947018, "running": 5, "selectionWeight": 0.8077895876503023, "stale": false, "submissionEligible": true, "throughputPerHour": 16.166666666666668, "waiting": 22614 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2360.727272727273, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.09227334276754094, "queueFactor": 0.8070649398134688, "queueWeight": 0.8070649398134688, "recentSuccess": 7, "recentSuccessRate": 0.1590909090909091, "recentTerminal": 44, "recentWilsonLowerBound": 0.07926576557718397, "running": 2, "selectionWeight": 0.07447057982707302, "stale": false, "submissionEligible": false, "throughputPerHour": 7.333333333333333, "waiting": 17312 }, "Vastai_va16": { "available": true, "backlogHours": 176.2027972027972, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.1911417143120127, "queueWeight": 1.1911417143120127, "recentSuccess": 20, "recentSuccessRate": 0.03496503496503497, "recentTerminal": 572, "recentWilsonLowerBound": 0.022746503813011316, "running": 17, "selectionWeight": 0.05955708571560064, "stale": false, "submissionEligible": false, "throughputPerHour": 95.33333333333333, "waiting": 16798 }, "hygon_k100-ai": { "available": true, "backlogHours": 37.09143222506393, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 36, "recentSuccessRate": 0.011508951406649617, "recentTerminal": 3128, "recentWilsonLowerBound": 0.008324796182800005, "running": 6, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 521.3333333333334, "waiting": 19337 } }, "queueAttemptedAt": "2026-10-08T18:11:21.260767+00:00", "queueError": null, "queueUpdatedAt": "2026-10-08T18:11:21.260767+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Vastai_va16", "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 }