{ "communityAttemptedAt": "2026-09-13T18:29:00.831532+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-13T18:29:00.831532+00:00", "frameworkAttemptedAt": "2026-09-13T12:45:47.364313+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38776, "officialConfigError": null, "officialConfigValid": true, "successCount": 18600, "successRate": 0.4796781514338766, "wilsonLowerBound": 0.4747077870644458 }, "vllm": { "framework": "vllm", "modelCount": 51329, "officialConfigError": null, "officialConfigValid": true, "successCount": 14469, "successRate": 0.2818874320559528, "wilsonLowerBound": 0.27801154412310947 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2066, "officialConfigError": null, "officialConfigValid": true, "successCount": 549, "successRate": 0.26573088092933206, "wilsonLowerBound": 0.24713083000635674 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 31922, "officialConfigError": null, "officialConfigValid": true, "successCount": 13858, "successRate": 0.43412066913100683, "wilsonLowerBound": 0.42869168181785944 }, "vllm": { "framework": "vllm", "modelCount": 36971, "officialConfigError": null, "officialConfigValid": true, "successCount": 10547, "successRate": 0.28527765005003924, "wilsonLowerBound": 0.2806972814723312 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7622, "officialConfigError": null, "officialConfigValid": true, "successCount": 3374, "successRate": 0.4426659669378116, "wilsonLowerBound": 0.4315465279998519 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63837, "officialConfigError": null, "officialConfigValid": true, "successCount": 12065, "successRate": 0.18899697667496906, "wilsonLowerBound": 0.18597862901674025 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15463, "officialConfigError": null, "officialConfigValid": true, "successCount": 3118, "successRate": 0.2016426307960939, "wilsonLowerBound": 0.19539298243335687 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5478, "officialConfigError": null, "officialConfigValid": true, "successCount": 45, "successRate": 0.008214676889375685, "wilsonLowerBound": 0.006145143024973394 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26032, "officialConfigError": null, "officialConfigValid": true, "successCount": 3198, "successRate": 0.12284880147510756, "wilsonLowerBound": 0.11891663308981092 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16457, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10159810415020963, "wilsonLowerBound": 0.09707475831962524 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 10010, "officialConfigError": null, "officialConfigValid": true, "successCount": 4299, "successRate": 0.4294705294705295, "wilsonLowerBound": 0.4198022447157606 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24070, "officialConfigError": null, "officialConfigValid": true, "successCount": 3777, "successRate": 0.15691732447029497, "wilsonLowerBound": 0.15237708044032894 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8066, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.0674435903793702, "wilsonLowerBound": 0.0621738174048722 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 40629, "officialConfigError": null, "officialConfigValid": true, "successCount": 10251, "successRate": 0.2523074651111275, "wilsonLowerBound": 0.24810759476921498 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22984, "officialConfigError": null, "officialConfigValid": true, "successCount": 3035, "successRate": 0.13204838148277062, "wilsonLowerBound": 0.1277329965860188 }, "vllm": { "framework": "vllm", "modelCount": 86521, "officialConfigError": null, "officialConfigValid": true, "successCount": 9762, "successRate": 0.1128280995365287, "wilsonLowerBound": 0.11073708553293825 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 39116, "officialConfigError": null, "officialConfigValid": true, "successCount": 4801, "successRate": 0.12273749872175069, "wilsonLowerBound": 0.11952263161825838 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27920, "officialConfigError": null, "officialConfigValid": true, "successCount": 3300, "successRate": 0.11819484240687679, "wilsonLowerBound": 0.11446036420870193 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87754, "officialConfigError": null, "officialConfigValid": true, "successCount": 20509, "successRate": 0.23371014426692802, "wilsonLowerBound": 0.23092183877771638 }, "transformers": { "framework": "transformers", "modelCount": 5092, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11036920659858601, "wilsonLowerBound": 0.10205438887492263 }, "vllm": { "framework": "vllm", "modelCount": 112456, "officialConfigError": null, "officialConfigValid": true, "successCount": 16504, "successRate": 0.14675962154086933, "wilsonLowerBound": 0.14470343487009737 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15897, "officialConfigError": null, "officialConfigValid": true, "successCount": 3257, "successRate": 0.20488142416808203, "wilsonLowerBound": 0.19867877038801196 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42646, "officialConfigError": null, "officialConfigValid": true, "successCount": 5546, "successRate": 0.13004736669324204, "wilsonLowerBound": 0.12688827251420284 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6225, "officialConfigError": null, "officialConfigValid": true, "successCount": 486, "successRate": 0.0780722891566265, "wilsonLowerBound": 0.07166474517615269 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30321, "officialConfigError": null, "officialConfigValid": true, "successCount": 5252, "successRate": 0.1732132845222783, "wilsonLowerBound": 0.16899512321688287 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60768, "officialConfigError": null, "officialConfigValid": true, "successCount": 12379, "successRate": 0.20370918904686677, "wilsonLowerBound": 0.2005256816798767 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6518, "officialConfigError": null, "officialConfigValid": true, "successCount": 1930, "successRate": 0.2961030991101565, "wilsonLowerBound": 0.28514236738560983 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12032, "officialConfigError": null, "officialConfigValid": true, "successCount": 3150, "successRate": 0.26180186170212766, "wilsonLowerBound": 0.2540235257765174 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 59160, "officialConfigError": null, "officialConfigValid": true, "successCount": 16107, "successRate": 0.27226166328600404, "wilsonLowerBound": 0.26868960698459193 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46085, "officialConfigError": null, "officialConfigValid": true, "successCount": 20045, "successRate": 0.4349571444070739, "wilsonLowerBound": 0.43043648389347655 }, "vllm": { "framework": "vllm", "modelCount": 35758, "officialConfigError": null, "officialConfigValid": true, "successCount": 3122, "successRate": 0.08730913362044856, "wilsonLowerBound": 0.08442737563289227 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 288, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6275, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03059760956175299, "wilsonLowerBound": 0.026615110833495575 }, "vllm": { "framework": "vllm", "modelCount": 10007, "officialConfigError": null, "officialConfigValid": true, "successCount": 733, "successRate": 0.07324872589187569, "wilsonLowerBound": 0.06830595957327275 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5576, "officialConfigError": null, "officialConfigValid": true, "successCount": 2345, "successRate": 0.42055236728837875, "wilsonLowerBound": 0.4076541911130345 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7367, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.0318990090946111, "wilsonLowerBound": 0.02812370043844604 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10616, "officialConfigError": null, "officialConfigValid": true, "successCount": 3627, "successRate": 0.34165410700828935, "wilsonLowerBound": 0.33269097842653206 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 25997, "officialConfigError": null, "officialConfigValid": true, "successCount": 13139, "successRate": 0.5054044697465092, "wilsonLowerBound": 0.49932642259994464 }, "vllm": { "framework": "vllm", "modelCount": 60824, "officialConfigError": null, "officialConfigValid": true, "successCount": 5947, "successRate": 0.0977739050374852, "wilsonLowerBound": 0.09543883390793778 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12224, "officialConfigError": null, "officialConfigValid": true, "successCount": 1722, "successRate": 0.14087041884816753, "wilsonLowerBound": 0.13481597404972345 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-13T18:32:20.889906+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1087.5348837209303, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5968320689227422, "queueFactor": 0.9682691761443815, "queueWeight": 0.9682691761443815, "recentSuccess": 51, "recentSuccessRate": 0.3953488372093023, "recentTerminal": 129, "recentWilsonLowerBound": 0.3151759967239364, "running": 8, "selectionWeight": 1.5461632718167517, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 23382 }, "Ascend_910-b4": { "available": true, "backlogHours": 1117.2972972972973, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.6886918206653956, "queueFactor": 0.964355749202569, "queueWeight": 0.964355749202569, "recentSuccess": 59, "recentSuccessRate": 0.39864864864864863, "recentTerminal": 148, "recentWilsonLowerBound": 0.3232917101326603, "running": 8, "selectionWeight": 1.6284996658900277, "stale": false, "submissionEligible": true, "throughputPerHour": 24.666666666666668, "waiting": 27560 }, "Biren_166m": { "available": true, "backlogHours": 161.96531791907515, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3082086289579943, "queueFactor": 1.2883957454516248, "queueWeight": 1.2883957454516248, "recentSuccess": 35, "recentSuccessRate": 0.2023121387283237, "recentTerminal": 173, "recentWilsonLowerBound": 0.14921733969871423, "running": 8, "selectionWeight": 0.3970946862609583, "stale": false, "submissionEligible": true, "throughputPerHour": 28.833333333333332, "waiting": 4670 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1711.9615384615386, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.8100068927290569, "queueFactor": 0.904562304684965, "queueWeight": 0.904562304684965, "recentSuccess": 18, "recentSuccessRate": 0.34615384615384615, "recentTerminal": 52, "recentWilsonLowerBound": 0.23150828073938615, "running": 7, "selectionWeight": 0.732701701697703, "stale": false, "submissionEligible": true, "throughputPerHour": 8.666666666666666, "waiting": 14837 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 536.7920792079208, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2353607565698625, "queueFactor": 1.0764445700358092, "queueWeight": 1.0764445700358092, "recentSuccess": 20, "recentSuccessRate": 0.19801980198019803, "recentTerminal": 101, "recentWilsonLowerBound": 0.13200401398360054, "running": 7, "selectionWeight": 0.25335280840914837, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 9036 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 51.9468438538206, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 9, "recentSuccessRate": 0.029900332225913623, "recentTerminal": 301, "recentWilsonLowerBound": 0.01580871436196775, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 50.166666666666664, "waiting": 2606 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 258.795918367347, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.21910824005268834, "queueFactor": 1.2009335364774611, "queueWeight": 1.2009335364774611, "recentSuccess": 19, "recentSuccessRate": 0.19387755102040816, "recentTerminal": 98, "recentWilsonLowerBound": 0.12777973480910126, "running": 8, "selectionWeight": 0.2631344335978275, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 4227 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2126.4545454545455, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8594930533390992, "queueFactor": 0.8756169715162399, "queueWeight": 0.8756169715162399, "recentSuccess": 16, "recentSuccessRate": 0.36363636363636365, "recentTerminal": 44, "recentWilsonLowerBound": 0.23783334127491426, "running": 2, "selectionWeight": 0.7525867044040281, "stale": false, "submissionEligible": true, "throughputPerHour": 7.333333333333333, "waiting": 15594 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 790.2352941176471, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3485319760484629, "queueFactor": 1.0157787491099048, "queueWeight": 1.0157787491099048, "recentSuccess": 20, "recentSuccessRate": 0.23529411764705882, "recentTerminal": 85, "recentWilsonLowerBound": 0.1577942000874349, "running": 7, "selectionWeight": 0.354031374655311, "stale": false, "submissionEligible": true, "throughputPerHour": 14.166666666666666, "waiting": 11195 }, "MetaX_c-500": { "available": true, "backlogHours": 690.12, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5961454879569162, "queueFactor": 1.0366302888399248, "queueWeight": 1.0366302888399248, "recentSuccess": 28, "recentSuccessRate": 0.28, "recentTerminal": 100, "recentWilsonLowerBound": 0.20139559167598364, "running": 4, "selectionWeight": 0.617982469371396, "stale": false, "submissionEligible": true, "throughputPerHour": 16.666666666666668, "waiting": 11502 }, "Mthreads_s4000": { "available": true, "backlogHours": 1779.68, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.8059953007244791, "queueFactor": 0.8993138838317704, "queueWeight": 0.8993138838317704, "recentSuccess": 33, "recentSuccessRate": 0.44, "recentTerminal": 75, "recentWilsonLowerBound": 0.3333127597678485, "running": 4, "selectionWeight": 1.6241566480764573, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 22246 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5475.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 0.7598099345328282, "queueWeight": 0.7598099345328282, "recentSuccess": 10, "recentSuccessRate": 0.625, "recentTerminal": 16, "recentWilsonLowerBound": 0.38640647097934805, "running": 2, "selectionWeight": 1.8995248363320705, "stale": false, "submissionEligible": false, "throughputPerHour": 2.6666666666666665, "waiting": 14600 }, "Vastai_va16": { "available": true, "backlogHours": 964.1052631578948, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.20299306024079322, "queueFactor": 0.9859250885804429, "queueWeight": 0.9859250885804429, "recentSuccess": 15, "recentSuccessRate": 0.19736842105263158, "recentTerminal": 76, "recentWilsonLowerBound": 0.12341879212336242, "running": 16, "selectionWeight": 0.20013595089911923, "stale": false, "submissionEligible": true, "throughputPerHour": 12.666666666666666, "waiting": 12212 }, "hygon_k100-ai": { "available": true, "backlogHours": 661.5849056603773, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.8066760727091095, "queueFactor": 1.0432172219250933, "queueWeight": 1.0432172219250933, "recentSuccess": 33, "recentSuccessRate": 0.3113207547169811, "recentTerminal": 106, "recentWilsonLowerBound": 0.2310750750884331, "running": 6, "selectionWeight": 0.8415383715650417, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 11688 } }, "queueAttemptedAt": "2026-09-13T18:24:40.096073+00:00", "queueError": null, "queueUpdatedAt": "2026-09-13T18:24:40.096073+00:00", "supportedGpus": [ "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Biren_166m", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }