{ "communityAttemptedAt": "2026-09-18T14:21:12.855922+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-18T14:21:12.855922+00:00", "frameworkAttemptedAt": "2026-09-18T14:18:27.252477+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39529, "officialConfigError": null, "officialConfigValid": true, "successCount": 19094, "successRate": 0.48303776973867285, "wilsonLowerBound": 0.47811338827440303 }, "vllm": { "framework": "vllm", "modelCount": 52702, "officialConfigError": null, "officialConfigValid": true, "successCount": 14765, "successRate": 0.2801601457250199, "wilsonLowerBound": 0.27634217372203307 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2641, "officialConfigError": null, "officialConfigValid": true, "successCount": 748, "successRate": 0.28322605073835666, "wilsonLowerBound": 0.26636630012764123 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32816, "officialConfigError": null, "officialConfigValid": true, "successCount": 14471, "successRate": 0.44097391516333495, "wilsonLowerBound": 0.4356091375064536 }, "vllm": { "framework": "vllm", "modelCount": 37388, "officialConfigError": null, "officialConfigValid": true, "successCount": 10638, "successRate": 0.28452979565636033, "wilsonLowerBound": 0.27997860449353024 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8637, "officialConfigError": null, "officialConfigValid": true, "successCount": 3725, "successRate": 0.4312840106518467, "wilsonLowerBound": 0.420871944896927 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63921, "officialConfigError": null, "officialConfigValid": true, "successCount": 12081, "successRate": 0.1889989205425447, "wilsonLowerBound": 0.1859825323533253 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17285, "officialConfigError": null, "officialConfigValid": true, "successCount": 3467, "successRate": 0.20057853630315303, "wilsonLowerBound": 0.19467567427810242 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5969, "officialConfigError": null, "officialConfigValid": true, "successCount": 59, "successRate": 0.009884402747528899, "wilsonLowerBound": 0.007671005928228646 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26138, "officialConfigError": null, "officialConfigValid": true, "successCount": 3220, "successRate": 0.12319228709159079, "wilsonLowerBound": 0.11926315950708168 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16466, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10166403498117332, "wilsonLowerBound": 0.09714055799797292 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11047, "officialConfigError": null, "officialConfigValid": true, "successCount": 4667, "successRate": 0.42246763827283423, "wilsonLowerBound": 0.4132848981048302 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24143, "officialConfigError": null, "officialConfigValid": true, "successCount": 3783, "successRate": 0.1566913805243756, "wilsonLowerBound": 0.15216064810464947 }, "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": 42630, "officialConfigError": null, "officialConfigValid": true, "successCount": 10697, "successRate": 0.25092657752756276, "wilsonLowerBound": 0.24683353765456023 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23247, "officialConfigError": null, "officialConfigValid": true, "successCount": 3057, "successRate": 0.131500838817912, "wilsonLowerBound": 0.12721733832623708 }, "vllm": { "framework": "vllm", "modelCount": 86616, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11272744065761522, "wilsonLowerBound": 0.11063838927865285 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40331, "officialConfigError": null, "officialConfigValid": true, "successCount": 4952, "successRate": 0.12278396270858645, "wilsonLowerBound": 0.1196168132367325 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 31415, "officialConfigError": null, "officialConfigValid": true, "successCount": 3397, "successRate": 0.108133057456629, "wilsonLowerBound": 0.10474671629768861 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88488, "officialConfigError": null, "officialConfigValid": true, "successCount": 20986, "successRate": 0.2371621010758521, "wilsonLowerBound": 0.23437100357405638 }, "transformers": { "framework": "transformers", "modelCount": 5166, "officialConfigError": null, "officialConfigValid": true, "successCount": 565, "successRate": 0.10936895083236546, "wilsonLowerBound": 0.10114654619919458 }, "vllm": { "framework": "vllm", "modelCount": 112527, "officialConfigError": null, "officialConfigValid": true, "successCount": 16508, "successRate": 0.1467025691611791, "wilsonLowerBound": 0.14464736221213742 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17159, "officialConfigError": null, "officialConfigValid": true, "successCount": 3420, "successRate": 0.19931231423742643, "wilsonLowerBound": 0.19340255741250245 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42810, "officialConfigError": null, "officialConfigValid": true, "successCount": 5571, "successRate": 0.1301331464611072, "wilsonLowerBound": 0.1269791444560732 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6658, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.08170621808350856, "wilsonLowerBound": 0.0753652600313584 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31051, "officialConfigError": null, "officialConfigValid": true, "successCount": 5547, "successRate": 0.17864158964284563, "wilsonLowerBound": 0.17442077038842493 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60864, "officialConfigError": null, "officialConfigValid": true, "successCount": 12390, "successRate": 0.20356861198738171, "wilsonLowerBound": 0.20038843212118082 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7708, "officialConfigError": null, "officialConfigValid": true, "successCount": 2240, "successRate": 0.29060716139076287, "wilsonLowerBound": 0.280577103036327 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12777, "officialConfigError": null, "officialConfigValid": true, "successCount": 3303, "successRate": 0.258511387649683, "wilsonLowerBound": 0.2509931602206897 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 60714, "officialConfigError": null, "officialConfigValid": true, "successCount": 16633, "successRate": 0.273956583325098, "wilsonLowerBound": 0.27042337521844384 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46526, "officialConfigError": null, "officialConfigValid": true, "successCount": 20348, "successRate": 0.4373468598203155, "wilsonLowerBound": 0.43284465490973684 }, "vllm": { "framework": "vllm", "modelCount": 36417, "officialConfigError": null, "officialConfigValid": true, "successCount": 3408, "successRate": 0.09358266743553835, "wilsonLowerBound": 0.0906340460064231 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 487, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6278, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030582988212806625, "wilsonLowerBound": 0.026602368317046696 }, "vllm": { "framework": "vllm", "modelCount": 10024, "officialConfigError": null, "officialConfigValid": true, "successCount": 738, "successRate": 0.07362330407023145, "wilsonLowerBound": 0.06867247302280925 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5904, "officialConfigError": null, "officialConfigValid": true, "successCount": 2499, "successRate": 0.42327235772357724, "wilsonLowerBound": 0.41072312498002184 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7374, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031868727963113644, "wilsonLowerBound": 0.028096954502666412 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11513, "officialConfigError": null, "officialConfigValid": true, "successCount": 3812, "successRate": 0.3311039694258664, "wilsonLowerBound": 0.3225650234877654 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26414, "officialConfigError": null, "officialConfigValid": true, "successCount": 13390, "successRate": 0.5069281441659725, "wilsonLowerBound": 0.5008982694599604 }, "vllm": { "framework": "vllm", "modelCount": 62215, "officialConfigError": null, "officialConfigValid": true, "successCount": 6231, "successRate": 0.10015269629510568, "wilsonLowerBound": 0.09781834789023572 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12439, "officialConfigError": null, "officialConfigValid": true, "successCount": 1781, "successRate": 0.1431787121151218, "wilsonLowerBound": 0.13713356316851727 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-18T14:31:10.477096+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1070.8181818181818, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5266316547219105, "queueFactor": 0.9838066679594848, "queueWeight": 0.9838066679594848, "recentSuccess": 52, "recentSuccessRate": 0.3939393939393939, "recentTerminal": 132, "recentWilsonLowerBound": 0.314714228937989, "running": 8, "selectionWeight": 1.5019104014334375, "stale": false, "submissionEligible": true, "throughputPerHour": 22.0, "waiting": 23558 }, "Ascend_910-b4": { "available": true, "backlogHours": 1410.65, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5485775744060992, "queueFactor": 0.9439613903566995, "queueWeight": 0.9439613903566995, "recentSuccess": 48, "recentSuccessRate": 0.4, "recentTerminal": 120, "recentWilsonLowerBound": 0.31676265239401125, "running": 8, "selectionWeight": 1.4617974402115865, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 28213 }, "Biren_166m": { "available": true, "backlogHours": 213.6986301369863, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.26510191979904857, "queueFactor": 1.2528436078725513, "queueWeight": 1.2528436078725513, "recentSuccess": 29, "recentSuccessRate": 0.19863013698630136, "recentTerminal": 146, "recentWilsonLowerBound": 0.14200895995982593, "running": 8, "selectionWeight": 0.33213124565497976, "stale": false, "submissionEligible": true, "throughputPerHour": 24.333333333333332, "waiting": 5200 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1385.6363636363637, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.38113345951657784, "queueFactor": 0.9464980671618811, "queueWeight": 0.9464980671618811, "recentSuccess": 17, "recentSuccessRate": 0.25757575757575757, "recentTerminal": 66, "recentWilsonLowerBound": 0.1674870734589668, "running": 7, "selectionWeight": 0.360742082763162, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 15242 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 653.7906976744185, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.24377461834399972, "queueFactor": 1.0593788829215331, "queueWeight": 1.0593788829215331, "recentSuccess": 18, "recentSuccessRate": 0.20930232558139536, "recentTerminal": 86, "recentWilsonLowerBound": 0.13669707033094278, "running": 7, "selectionWeight": 0.2582496828658895, "stale": false, "submissionEligible": true, "throughputPerHour": 14.333333333333334, "waiting": 9371 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 40.04081632653062, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 7, "recentSuccessRate": 0.017857142857142856, "recentTerminal": 392, "recentWilsonLowerBound": 0.00867622361123748, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 65.33333333333333, "waiting": 2616 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 115.26436781609195, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 22, "recentSuccessRate": 0.0842911877394636, "recentTerminal": 261, "recentWilsonLowerBound": 0.056321639065087685, "running": 1, "selectionWeight": 0.065, "stale": false, "submissionEligible": true, "throughputPerHour": 43.5, "waiting": 5014 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3312.206896551724, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7431240166835323, "queueFactor": 0.830518868651305, "queueWeight": 0.830518868651305, "recentSuccess": 11, "recentSuccessRate": 0.3793103448275862, "recentTerminal": 29, "recentWilsonLowerBound": 0.2268779573086734, "running": 2, "selectionWeight": 0.6171785176036207, "stale": false, "submissionEligible": true, "throughputPerHour": 4.833333333333333, "waiting": 16009 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 490.6015037593985, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2984346065056349, "queueFactor": 1.1060067843849106, "queueWeight": 1.1060067843849106, "recentSuccess": 28, "recentSuccessRate": 0.21052631578947367, "recentTerminal": 133, "recentWilsonLowerBound": 0.14986350566500917, "running": 9, "selectionWeight": 0.3300706994904734, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 10875 }, "MetaX_c-500": { "available": true, "backlogHours": 779.0454545454546, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5658668186647462, "queueFactor": 1.0318883339666303, "queueWeight": 1.0318883339666303, "recentSuccess": 25, "recentSuccessRate": 0.2840909090909091, "recentTerminal": 88, "recentWilsonLowerBound": 0.20044636326587595, "running": 4, "selectionWeight": 0.5839113687589622, "stale": false, "submissionEligible": true, "throughputPerHour": 14.666666666666666, "waiting": 11426 }, "Mthreads_s4000": { "available": true, "backlogHours": 2579.6326530612246, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8622504752447226, "queueWeight": 0.8622504752447226, "recentSuccess": 26, "recentSuccessRate": 0.5306122448979592, "recentTerminal": 49, "recentWilsonLowerBound": 0.3938062701991985, "running": 4, "selectionWeight": 2.155626188111807, "stale": false, "submissionEligible": true, "throughputPerHour": 8.166666666666666, "waiting": 21067 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 6713.142857142857, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.0719497222192138, "queueFactor": 0.7470131360964817, "queueWeight": 0.7470131360964817, "recentSuccess": 7, "recentSuccessRate": 0.5, "recentTerminal": 14, "recentWilsonLowerBound": 0.2679886791947528, "running": 2, "selectionWeight": 0.8007605237327273, "stale": false, "submissionEligible": false, "throughputPerHour": 2.3333333333333335, "waiting": 15664 }, "Vastai_va16": { "available": true, "backlogHours": 1949.0454545454547, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.0735032731131619, "queueFactor": 0.8992777063309562, "queueWeight": 0.8992777063309562, "recentSuccess": 7, "recentSuccessRate": 0.1590909090909091, "recentTerminal": 44, "recentWilsonLowerBound": 0.07926576557718397, "running": 16, "selectionWeight": 0.06609985485302208, "stale": false, "submissionEligible": true, "throughputPerHour": 7.333333333333333, "waiting": 14293 }, "hygon_k100-ai": { "available": true, "backlogHours": 849.9611650485436, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9656840250494043, "queueFactor": 1.0184911503584444, "queueWeight": 1.0184911503584444, "recentSuccess": 35, "recentSuccessRate": 0.33980582524271846, "recentTerminal": 103, "recentWilsonLowerBound": 0.2555686884244147, "running": 6, "selectionWeight": 0.9835406335553406, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 14591 } }, "queueAttemptedAt": "2026-09-18T14:27:13.518071+00:00", "queueError": null, "queueUpdatedAt": "2026-09-18T14:27:13.518071+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "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 }