{ "communityAttemptedAt": "2026-09-13T12:49:05.771904+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-13T12:49:05.771904+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": "2026-09-13T12:49:05.771904+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 977.125, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5993295881789389, "queueFactor": 0.9867456053574101, "queueWeight": 0.9867456053574101, "recentSuccess": 51, "recentSuccessRate": 0.3541666666666667, "recentTerminal": 144, "recentWilsonLowerBound": 0.2807687889835203, "running": 8, "selectionWeight": 1.5781314426536444, "stale": false, "submissionEligible": true, "throughputPerHour": 24.0, "waiting": 23451 }, "Ascend_910-b4": { "available": true, "backlogHours": 1103.24, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9689407468540112, "queueWeight": 0.9689407468540112, "recentSuccess": 63, "recentSuccessRate": 0.42, "recentTerminal": 150, "recentWilsonLowerBound": 0.34397871737684205, "running": 8, "selectionWeight": 2.422351867135028, "stale": false, "submissionEligible": true, "throughputPerHour": 25.0, "waiting": 27581 }, "Biren_166m": { "available": true, "backlogHours": 161.72881355932202, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.32433409593252605, "queueFactor": 1.2923484001309995, "queueWeight": 1.2923484001309995, "recentSuccess": 33, "recentSuccessRate": 0.1864406779661017, "recentTerminal": 177, "recentWilsonLowerBound": 0.13594826292727483, "running": 8, "selectionWeight": 0.41915264998633417, "stale": false, "submissionEligible": true, "throughputPerHour": 29.5, "waiting": 4771 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1509.050847457627, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.38486661846901826, "queueFactor": 0.9244685443155557, "queueWeight": 0.9244685443155557, "recentSuccess": 14, "recentSuccessRate": 0.23728813559322035, "recentTerminal": 59, "recentWilsonLowerBound": 0.14694486256946127, "running": 7, "selectionWeight": 0.35579708253170367, "stale": false, "submissionEligible": true, "throughputPerHour": 9.833333333333334, "waiting": 14839 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 468.62068965517244, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.28756698038746165, "queueFactor": 1.1017282886488473, "queueWeight": 1.1017282886488473, "recentSuccess": 22, "recentSuccessRate": 0.1896551724137931, "recentTerminal": 116, "recentWilsonLowerBound": 0.1287128868844165, "running": 7, "selectionWeight": 0.31682067717419476, "stale": false, "submissionEligible": true, "throughputPerHour": 19.333333333333332, "waiting": 9060 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 35.83371824480369, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 14, "recentSuccessRate": 0.03233256351039261, "recentTerminal": 433, "recentWilsonLowerBound": 0.01935564193796748, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 72.16666666666667, "waiting": 2586 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 100.39840637450199, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.07931684069930517, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 26, "recentSuccessRate": 0.10358565737051793, "recentTerminal": 251, "recentWilsonLowerBound": 0.07167394340454768, "running": 1, "selectionWeight": 0.10311189290909673, "stale": false, "submissionEligible": true, "throughputPerHour": 41.833333333333336, "waiting": 4200 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2679.942857142857, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.5877549065789853, "queueFactor": 0.8481621534162791, "queueWeight": 0.8481621534162791, "recentSuccess": 15, "recentSuccessRate": 0.42857142857142855, "recentTerminal": 35, "recentWilsonLowerBound": 0.27984333081678914, "running": 2, "selectionWeight": 1.3466736206612953, "stale": false, "submissionEligible": true, "throughputPerHour": 5.833333333333333, "waiting": 15633 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 810.7951807228916, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.8719242421042599, "queueFactor": 1.0147546399912433, "queueWeight": 1.0147546399912433, "recentSuccess": 25, "recentSuccessRate": 0.30120481927710846, "recentTerminal": 83, "recentWilsonLowerBound": 0.21310549002452867, "running": 7, "selectionWeight": 0.8847891703961459, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 11216 }, "MetaX_c-500": { "available": true, "backlogHours": 665.5961538461539, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5197827956641048, "queueFactor": 1.0452401872096315, "queueWeight": 1.0452401872096315, "recentSuccess": 25, "recentSuccessRate": 0.2403846153846154, "recentTerminal": 104, "recentWilsonLowerBound": 0.16845266546271026, "running": 4, "selectionWeight": 0.5432978666482945, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 11537 }, "Mthreads_s4000": { "available": true, "backlogHours": 1956.7941176470588, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.2391040080035762, "queueFactor": 0.8891314034870282, "queueWeight": 0.8891314034870282, "recentSuccess": 24, "recentSuccessRate": 0.35294117647058826, "recentTerminal": 68, "recentWilsonLowerBound": 0.2500181058015448, "running": 4, "selectionWeight": 1.1017262857026215, "stale": false, "submissionEligible": true, "throughputPerHour": 11.333333333333334, "waiting": 22177 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4871.666666666667, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.7213024865645254, "queueFactor": 0.7754362238836701, "queueWeight": 0.7754362238836701, "recentSuccess": 9, "recentSuccessRate": 0.5, "recentTerminal": 18, "recentWilsonLowerBound": 0.2903070395897999, "running": 2, "selectionWeight": 1.3347603003431674, "stale": false, "submissionEligible": false, "throughputPerHour": 3.0, "waiting": 14615 }, "Vastai_va16": { "available": true, "backlogHours": 1176.967741935484, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.930925448696191, "queueFactor": 0.9595840831658382, "queueWeight": 0.9595840831658382, "recentSuccess": 20, "recentSuccessRate": 0.3225806451612903, "recentTerminal": 62, "recentWilsonLowerBound": 0.21954328640542628, "running": 16, "selectionWeight": 0.893301243182881, "stale": false, "submissionEligible": true, "throughputPerHour": 10.333333333333334, "waiting": 12162 }, "hygon_k100-ai": { "available": true, "backlogHours": 736.3578947368421, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.2325726020082968, "queueFactor": 1.0295190271978325, "queueWeight": 1.0295190271978325, "recentSuccess": 40, "recentSuccessRate": 0.42105263157894735, "recentTerminal": 95, "recentWilsonLowerBound": 0.326736570637716, "running": 6, "selectionWeight": 2.2984759733681153, "stale": false, "submissionEligible": true, "throughputPerHour": 15.833333333333334, "waiting": 11659 } }, "queueAttemptedAt": "2026-09-13T12:41:35.271849+00:00", "queueError": null, "queueUpdatedAt": "2026-09-13T12:41:35.271849+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 }