{ "communityAttemptedAt": "2026-09-10T08:28:07.952113+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-10T08:28:07.952113+00:00", "frameworkAttemptedAt": "2026-09-10T06:33:41.338309+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38282, "officialConfigError": null, "officialConfigValid": true, "successCount": 18259, "successRate": 0.4769604513870749, "wilsonLowerBound": 0.47195959077959815 }, "vllm": { "framework": "vllm", "modelCount": 50467, "officialConfigError": null, "officialConfigValid": true, "successCount": 14307, "successRate": 0.28349218301068024, "wilsonLowerBound": 0.279576598148545 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1750, "officialConfigError": null, "officialConfigValid": true, "successCount": 432, "successRate": 0.24685714285714286, "wilsonLowerBound": 0.22722395026816722 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 31345, "officialConfigError": null, "officialConfigValid": true, "successCount": 13473, "successRate": 0.42982931887063325, "wilsonLowerBound": 0.4243577190058428 }, "vllm": { "framework": "vllm", "modelCount": 36489, "officialConfigError": null, "officialConfigValid": true, "successCount": 10432, "successRate": 0.28589437912795634, "wilsonLowerBound": 0.2812809396888865 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6874, "officialConfigError": null, "officialConfigValid": true, "successCount": 3176, "successRate": 0.46203084084957813, "wilsonLowerBound": 0.45026934727417167 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63786, "officialConfigError": null, "officialConfigValid": true, "successCount": 12060, "successRate": 0.18906970181544538, "wilsonLowerBound": 0.1860497026682823 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13658, "officialConfigError": null, "officialConfigValid": true, "successCount": 2701, "successRate": 0.1977595548396544, "wilsonLowerBound": 0.19116483226960906 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5123, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.007027132539527621, "wilsonLowerBound": 0.005080284971882024 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 25928, "officialConfigError": null, "officialConfigValid": true, "successCount": 3184, "successRate": 0.12280160444307313, "wilsonLowerBound": 0.11886233601191906 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16451, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10163515895690231, "wilsonLowerBound": 0.09711025028380077 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 9338, "officialConfigError": null, "officialConfigValid": true, "successCount": 4061, "successRate": 0.4348896980081388, "wilsonLowerBound": 0.4248634301344047 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24024, "officialConfigError": null, "officialConfigValid": true, "successCount": 3768, "successRate": 0.15684315684315683, "wilsonLowerBound": 0.1522995170944452 }, "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": 39265, "officialConfigError": null, "officialConfigValid": true, "successCount": 9901, "successRate": 0.252158410798421, "wilsonLowerBound": 0.24788748546407094 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22910, "officialConfigError": null, "officialConfigValid": true, "successCount": 3025, "successRate": 0.13203841117415976, "wilsonLowerBound": 0.12771630357319896 }, "vllm": { "framework": "vllm", "modelCount": 86474, "officialConfigError": null, "officialConfigValid": true, "successCount": 9762, "successRate": 0.1128894234105049, "wilsonLowerBound": 0.11079734312904772 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 38586, "officialConfigError": null, "officialConfigValid": true, "successCount": 4737, "successRate": 0.12276473332296688, "wilsonLowerBound": 0.11952780202650498 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26062, "officialConfigError": null, "officialConfigValid": true, "successCount": 3202, "successRate": 0.12286087023252244, "wilsonLowerBound": 0.11893076369219584 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87380, "officialConfigError": null, "officialConfigValid": true, "successCount": 20298, "successRate": 0.23229571984435798, "wilsonLowerBound": 0.22950746364821423 }, "transformers": { "framework": "transformers", "modelCount": 5047, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11135327917574797, "wilsonLowerBound": 0.10296842863378637 }, "vllm": { "framework": "vllm", "modelCount": 112420, "officialConfigError": null, "officialConfigValid": true, "successCount": 16501, "successRate": 0.14677993239637074, "wilsonLowerBound": 0.14472329926031946 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15590, "officialConfigError": null, "officialConfigValid": true, "successCount": 3182, "successRate": 0.20410519563822963, "wilsonLowerBound": 0.19785159485069084 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42416, "officialConfigError": null, "officialConfigValid": true, "successCount": 5509, "successRate": 0.12988023387400982, "wilsonLowerBound": 0.12671444161837456 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6005, "officialConfigError": null, "officialConfigValid": true, "successCount": 468, "successRate": 0.07793505412156536, "wilsonLowerBound": 0.07142142321860222 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 29820, "officialConfigError": null, "officialConfigValid": true, "successCount": 5072, "successRate": 0.17008718980549967, "wilsonLowerBound": 0.16586538447610788 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60726, "officialConfigError": null, "officialConfigValid": true, "successCount": 12374, "successRate": 0.20376774363534564, "wilsonLowerBound": 0.20058279583273692 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5914, "officialConfigError": null, "officialConfigValid": true, "successCount": 1748, "successRate": 0.2955698342915117, "wilsonLowerBound": 0.2840759682955359 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11659, "officialConfigError": null, "officialConfigValid": true, "successCount": 3067, "successRate": 0.26305858135346083, "wilsonLowerBound": 0.2551453292089501 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 57998, "officialConfigError": null, "officialConfigValid": true, "successCount": 15792, "successRate": 0.27228525121555913, "wilsonLowerBound": 0.268677639812957 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 45811, "officialConfigError": null, "officialConfigValid": true, "successCount": 19859, "successRate": 0.4334985047259392, "wilsonLowerBound": 0.42896625702829366 }, "vllm": { "framework": "vllm", "modelCount": 34883, "officialConfigError": null, "officialConfigValid": true, "successCount": 2962, "successRate": 0.08491242152337815, "wilsonLowerBound": 0.08203266231913953 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 195, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6272, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030612244897959183, "wilsonLowerBound": 0.0266278655632904 }, "vllm": { "framework": "vllm", "modelCount": 9997, "officialConfigError": null, "officialConfigValid": true, "successCount": 728, "successRate": 0.07282184655396619, "wilsonLowerBound": 0.06789056951143375 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5338, "officialConfigError": null, "officialConfigValid": true, "successCount": 2230, "successRate": 0.4177594604720869, "wilsonLowerBound": 0.40459258085328775 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7358, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031938026637673284, "wilsonLowerBound": 0.02815816298383761 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 9777, "officialConfigError": null, "officialConfigValid": true, "successCount": 3362, "successRate": 0.3438682622481334, "wilsonLowerBound": 0.3345157039313374 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 25524, "officialConfigError": null, "officialConfigValid": true, "successCount": 12828, "successRate": 0.5025858015984955, "wilsonLowerBound": 0.4964518439596191 }, "vllm": { "framework": "vllm", "modelCount": 60400, "officialConfigError": null, "officialConfigValid": true, "successCount": 5859, "successRate": 0.09700331125827814, "wilsonLowerBound": 0.09466854048134121 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 11974, "officialConfigError": null, "officialConfigValid": true, "successCount": 1612, "successRate": 0.13462502087857023, "wilsonLowerBound": 0.12862840018578064 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-10T08:37:19.936693+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1004.4857142857144, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1078352287478637, "queueFactor": 0.9520447593534902, "queueWeight": 0.9520447593534902, "recentSuccess": 51, "recentSuccessRate": 0.36428571428571427, "recentTerminal": 140, "recentWilsonLowerBound": 0.2891827265997497, "running": 8, "selectionWeight": 1.0547087237565786, "stale": false, "submissionEligible": true, "throughputPerHour": 23.333333333333332, "waiting": 23438 }, "Ascend_910-b4": { "available": true, "backlogHours": 926.1573033707865, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6072877977984613, "queueFactor": 0.9637096728804996, "queueWeight": 0.9637096728804996, "recentSuccess": 50, "recentSuccessRate": 0.2808988764044944, "recentTerminal": 178, "recentWilsonLowerBound": 0.22003883693517023, "running": 8, "selectionWeight": 0.5852491249606742, "stale": false, "submissionEligible": true, "throughputPerHour": 29.666666666666668, "waiting": 27476 }, "Biren_166m": { "available": true, "backlogHours": 152.3050847457627, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.24539862954709804, "queueFactor": 1.2634026137954937, "queueWeight": 1.2634026137954937, "recentSuccess": 35, "recentSuccessRate": 0.1977401129943503, "recentTerminal": 177, "recentWilsonLowerBound": 0.14575568827498553, "running": 8, "selectionWeight": 0.3100372699916357, "stale": false, "submissionEligible": true, "throughputPerHour": 29.5, "waiting": 4493 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1001.5058823529412, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.29221081457441955, "queueFactor": 0.9524691231972989, "queueWeight": 0.9524691231972989, "recentSuccess": 20, "recentSuccessRate": 0.23529411764705882, "recentTerminal": 85, "recentWilsonLowerBound": 0.1577942000874349, "running": 7, "selectionWeight": 0.2783217783464659, "stale": false, "submissionEligible": true, "throughputPerHour": 14.166666666666666, "waiting": 14188 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 536.5454545454545, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5114738591496293, "queueFactor": 1.0459428451392188, "queueWeight": 1.0459428451392188, "recentSuccess": 28, "recentSuccessRate": 0.2828282828282828, "recentTerminal": 99, "recentWilsonLowerBound": 0.20351825976230095, "running": 7, "selectionWeight": 0.5349724234532993, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 8853 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 46.70163934426229, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 29, "recentSuccessRate": 0.09508196721311475, "recentTerminal": 305, "recentWilsonLowerBound": 0.06701857072541595, "running": 1, "selectionWeight": 0.065, "stale": false, "submissionEligible": true, "throughputPerHour": 50.833333333333336, "waiting": 2374 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 62.20540540540541, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.192534950656926, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 61, "recentSuccessRate": 0.16486486486486487, "recentTerminal": 370, "recentWilsonLowerBound": 0.13053694426874998, "running": 1, "selectionWeight": 0.2502954358540038, "stale": false, "submissionEligible": true, "throughputPerHour": 61.666666666666664, "waiting": 3836 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2442.6315789473683, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8471182317361214, "queueFactor": 0.8332402418923744, "queueWeight": 0.8332402418923744, "recentSuccess": 15, "recentSuccessRate": 0.39473684210526316, "recentTerminal": 38, "recentWilsonLowerBound": 0.2559785926361891, "running": 2, "selectionWeight": 0.7058530003232464, "stale": false, "submissionEligible": true, "throughputPerHour": 6.333333333333333, "waiting": 15470 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 666.4897959183673, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5235376476309527, "queueFactor": 1.0124647360146002, "queueWeight": 1.0124647360146002, "recentSuccess": 28, "recentSuccessRate": 0.2857142857142857, "recentTerminal": 98, "recentWilsonLowerBound": 0.2056863230141654, "running": 7, "selectionWeight": 0.5300634062023772, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 10886 }, "MetaX_c-500": { "available": true, "backlogHours": 631.1559633027523, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3724114593022873, "queueFactor": 1.0207712460193108, "queueWeight": 1.0207712460193108, "recentSuccess": 27, "recentSuccessRate": 0.24770642201834864, "recentTerminal": 109, "recentWilsonLowerBound": 0.17618414860824205, "running": 4, "selectionWeight": 0.3801469093438657, "stale": false, "submissionEligible": true, "throughputPerHour": 18.166666666666668, "waiting": 11466 }, "Mthreads_s4000": { "available": true, "backlogHours": 1622.0506329113925, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.9469219811987993, "queueFactor": 0.8860113196032761, "queueWeight": 0.8860113196032761, "recentSuccess": 29, "recentSuccessRate": 0.3670886075949367, "recentTerminal": 79, "recentWilsonLowerBound": 0.26927131273817784, "running": 4, "selectionWeight": 0.8389835941232967, "stale": false, "submissionEligible": true, "throughputPerHour": 13.166666666666666, "waiting": 21357 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 6513.6923076923085, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.7418198840927275, "queueFactor": 0.719241677872962, "queueWeight": 0.719241677872962, "recentSuccess": 8, "recentSuccessRate": 0.6153846153846154, "recentTerminal": 13, "recentWilsonLowerBound": 0.3552248097226855, "running": 2, "selectionWeight": 1.2527894559873416, "stale": false, "submissionEligible": false, "throughputPerHour": 2.1666666666666665, "waiting": 14113 }, "Vastai_va16": { "available": true, "backlogHours": 781.2467532467532, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.4755612192158145, "queueFactor": 0.9886229718973073, "queueWeight": 0.9886229718973073, "recentSuccess": 22, "recentSuccessRate": 0.2857142857142857, "recentTerminal": 77, "recentWilsonLowerBound": 0.1968937869371719, "running": 16, "selectionWeight": 0.4701507458602454, "stale": false, "submissionEligible": true, "throughputPerHour": 12.833333333333334, "waiting": 10026 }, "hygon_k100-ai": { "available": true, "backlogHours": 515.8811881188119, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 1.0521229106289807, "queueWeight": 1.0521229106289807, "recentSuccess": 52, "recentSuccessRate": 0.5148514851485149, "recentTerminal": 101, "recentWilsonLowerBound": 0.41863755309601286, "running": 6, "selectionWeight": 2.630307276572452, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 8684 } }, "queueAttemptedAt": "2026-09-10T08:28:07.952113+00:00", "queueError": null, "queueUpdatedAt": "2026-09-10T08:28:07.952113+00:00", "supportedGpus": [ "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Ascend_910-b3", "Iluvatar_bi-100", "Biren_166m", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }