{ "communityAttemptedAt": "2026-09-10T09:38:27.569449+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-10T09:38:27.569449+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": "2026-09-10T09:47:42.975669+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 982.951048951049, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1309776750477742, "queueFactor": 0.964531483675852, "queueWeight": 0.964531483675852, "recentSuccess": 53, "recentSuccessRate": 0.3706293706293706, "recentTerminal": 143, "recentWilsonLowerBound": 0.29582198022284456, "running": 8, "selectionWeight": 1.0908635749180953, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 23427 }, "Ascend_910-b4": { "available": true, "backlogHours": 936.3409090909091, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.636557338464139, "queueFactor": 0.9715856505182306, "queueWeight": 0.9715856505182306, "recentSuccess": 51, "recentSuccessRate": 0.2897727272727273, "recentTerminal": 176, "recentWilsonLowerBound": 0.2278076967079314, "running": 8, "selectionWeight": 0.618469975783834, "stale": false, "submissionEligible": true, "throughputPerHour": 29.333333333333332, "waiting": 27466 }, "Biren_166m": { "available": true, "backlogHours": 139.67875647668396, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.21092533609436037, "queueFactor": 1.292488351655154, "queueWeight": 1.292488351655154, "recentSuccess": 36, "recentSuccessRate": 0.18652849740932642, "recentTerminal": 193, "recentWilsonLowerBound": 0.13788561098866814, "running": 8, "selectionWeight": 0.2726185399709092, "stale": false, "submissionEligible": true, "throughputPerHour": 32.166666666666664, "waiting": 4493 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 885.9375, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.13773814145204813, "queueFactor": 0.9796833542427811, "queueWeight": 0.9796833542427811, "recentSuccess": 17, "recentSuccessRate": 0.17708333333333334, "recentTerminal": 96, "recentWilsonLowerBound": 0.11360414067940663, "running": 7, "selectionWeight": 0.13493976442490915, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 14175 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 496.0934579439253, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4157077234179404, "queueFactor": 1.0687144137862161, "queueWeight": 1.0687144137862161, "recentSuccess": 28, "recentSuccessRate": 0.2616822429906542, "recentTerminal": 107, "recentWilsonLowerBound": 0.1876959981258367, "running": 7, "selectionWeight": 0.4442728359390066, "stale": false, "submissionEligible": true, "throughputPerHour": 17.833333333333332, "waiting": 8847 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 44.64375, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 28, "recentSuccessRate": 0.0875, "recentTerminal": 320, "recentWilsonLowerBound": 0.06123086961941921, "running": 2, "selectionWeight": 0.065, "stale": false, "submissionEligible": true, "throughputPerHour": 53.333333333333336, "waiting": 2381 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 60.56692913385827, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.16802667862605797, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 60, "recentSuccessRate": 0.15748031496062992, "recentTerminal": 381, "recentWilsonLowerBound": 0.12434615302726013, "running": 2, "selectionWeight": 0.21843468221387535, "stale": false, "submissionEligible": true, "throughputPerHour": 63.5, "waiting": 3846 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2212.1428571428573, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.20070722378611447, "queueFactor": 0.8540321427741361, "queueWeight": 0.8540321427741361, "recentSuccess": 10, "recentSuccessRate": 0.23809523809523808, "recentTerminal": 42, "recentWilsonLowerBound": 0.13480820811018185, "running": 2, "selectionWeight": 0.17141042040030338, "stale": false, "submissionEligible": true, "throughputPerHour": 7.0, "waiting": 15485 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 659.3333333333334, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.36669612391063733, "queueFactor": 1.0240718702880556, "queueWeight": 1.0240718702880556, "recentSuccess": 25, "recentSuccessRate": 0.25252525252525254, "recentTerminal": 99, "recentWilsonLowerBound": 0.17729258424187705, "running": 7, "selectionWeight": 0.37552318544054697, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 10879 }, "MetaX_c-500": { "available": true, "backlogHours": 613.7142857142857, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3399516558539474, "queueFactor": 1.0351451624315338, "queueWeight": 1.0351451624315338, "recentSuccess": 27, "recentSuccessRate": 0.24107142857142858, "recentTerminal": 112, "recentWilsonLowerBound": 0.17129352746057167, "running": 4, "selectionWeight": 0.3518993120178032, "stale": false, "submissionEligible": true, "throughputPerHour": 18.666666666666668, "waiting": 11456 }, "Mthreads_s4000": { "available": true, "backlogHours": 1687.1842105263158, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.2047007973504182, "queueFactor": 0.8894505672120862, "queueWeight": 0.8894505672120862, "recentSuccess": 31, "recentSuccessRate": 0.40789473684210525, "recentTerminal": 76, "recentWilsonLowerBound": 0.3044362924110896, "running": 4, "selectionWeight": 1.071521807524182, "stale": false, "submissionEligible": true, "throughputPerHour": 12.666666666666666, "waiting": 21371 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 7064.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.807209828036125, "queueFactor": 0.7175275622267911, "queueWeight": 0.7175275622267911, "recentSuccess": 6, "recentSuccessRate": 0.5, "recentTerminal": 12, "recentWilsonLowerBound": 0.2537781703934222, "running": 2, "selectionWeight": 0.5791953001162681, "stale": false, "submissionEligible": false, "throughputPerHour": 2.0, "waiting": 14128 }, "Vastai_va16": { "available": true, "backlogHours": 927.6923076923076, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.3928591670434261, "queueFactor": 0.9729389689157705, "queueWeight": 0.9729389689157705, "recentSuccess": 18, "recentSuccessRate": 0.27692307692307694, "recentTerminal": 65, "recentWilsonLowerBound": 0.18293439815390553, "running": 16, "selectionWeight": 0.38222799291233944, "stale": false, "submissionEligible": true, "throughputPerHour": 10.833333333333334, "waiting": 10050 }, "hygon_k100-ai": { "available": true, "backlogHours": 501.00000000000006, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 1.0671378717379967, "queueWeight": 1.0671378717379967, "recentSuccess": 54, "recentSuccessRate": 0.5192307692307693, "recentTerminal": 104, "recentWilsonLowerBound": 0.42424328273397843, "running": 6, "selectionWeight": 2.6678446793449915, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 8684 } }, "queueAttemptedAt": "2026-09-10T09:38:27.569449+00:00", "queueError": null, "queueUpdatedAt": "2026-09-10T09:38:27.569449+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 }