{ "communityAttemptedAt": "2026-09-18T18:23:25.855432+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-18T18:23:25.855432+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": "2026-09-18T18:34:40.417968+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1060.1954887218044, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1609233519725355, "queueFactor": 0.9637968088874144, "queueWeight": 0.9637968088874144, "recentSuccess": 46, "recentSuccessRate": 0.3458646616541353, "recentTerminal": 133, "recentWilsonLowerBound": 0.27037885202005985, "running": 9, "selectionWeight": 1.1188942219940103, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 23501 }, "Ascend_910-b4": { "available": true, "backlogHours": 1509.642857142857, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9140337759245135, "queueWeight": 0.9140337759245135, "recentSuccess": 53, "recentSuccessRate": 0.4732142857142857, "recentTerminal": 112, "recentWilsonLowerBound": 0.383176074674878, "running": 8, "selectionWeight": 2.2850844398112837, "stale": false, "submissionEligible": true, "throughputPerHour": 18.666666666666668, "waiting": 28180 }, "Biren_166m": { "available": true, "backlogHours": 225.19708029197082, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.1754978623154116, "queueFactor": 1.2159310912748478, "queueWeight": 1.2159310912748478, "recentSuccess": 23, "recentSuccessRate": 0.1678832116788321, "recentTerminal": 137, "recentWilsonLowerBound": 0.11455228532881451, "running": 9, "selectionWeight": 0.2133933072415814, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 5142 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1690.2222222222222, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7554635360933533, "queueFactor": 0.8986732315619785, "queueWeight": 0.8986732315619785, "recentSuccess": 18, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 54, "recentWilsonLowerBound": 0.22241243520150358, "running": 9, "selectionWeight": 0.6789148573082532, "stale": false, "submissionEligible": true, "throughputPerHour": 9.0, "waiting": 15212 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 539.1346153846155, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3673640072538319, "queueFactor": 1.066691401490627, "queueWeight": 1.066691401490627, "recentSuccess": 24, "recentSuccessRate": 0.23076923076923078, "recentTerminal": 104, "recentWilsonLowerBound": 0.1602629748785753, "running": 7, "selectionWeight": 0.39186402775480284, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 9345 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 37.04964539007092, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 8, "recentSuccessRate": 0.018912529550827423, "recentTerminal": 423, "recentWilsonLowerBound": 0.00961362478205722, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 70.5, "waiting": 2612 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 112.46616541353383, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 24, "recentSuccessRate": 0.09022556390977443, "recentTerminal": 266, "recentWilsonLowerBound": 0.06138029606791599, "running": 5, "selectionWeight": 0.065, "stale": false, "submissionEligible": true, "throughputPerHour": 44.333333333333336, "waiting": 4986 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2524.5789473684213, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8435007368232037, "queueFactor": 0.8461844366767964, "queueWeight": 0.8461844366767964, "recentSuccess": 14, "recentSuccessRate": 0.3684210526315789, "recentTerminal": 38, "recentWilsonLowerBound": 0.23384013155413794, "running": 2, "selectionWeight": 0.7137571958252054, "stale": false, "submissionEligible": true, "throughputPerHour": 6.333333333333333, "waiting": 15989 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 549.7118644067797, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2756967566347034, "queueFactor": 1.0635872200374679, "queueWeight": 1.0635872200374679, "recentSuccess": 24, "recentSuccessRate": 0.2033898305084746, "recentTerminal": 118, "recentWilsonLowerBound": 0.14065893187319645, "running": 8, "selectionWeight": 0.2932275469624505, "stale": false, "submissionEligible": true, "throughputPerHour": 19.666666666666668, "waiting": 10811 }, "MetaX_c-500": { "available": true, "backlogHours": 824.6024096385541, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5486648497934514, "queueFactor": 1.0008216392544766, "queueWeight": 1.0008216392544766, "recentSuccess": 23, "recentSuccessRate": 0.27710843373493976, "recentTerminal": 83, "recentWilsonLowerBound": 0.1923179435941366, "running": 4, "selectionWeight": 0.5491156543715933, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 11407 }, "Mthreads_s4000": { "available": true, "backlogHours": 33.578947368421055, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 31, "recentSuccessRate": 0.008240297713981925, "recentTerminal": 3762, "recentWilsonLowerBound": 0.0058113433957103855, "running": 4, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 627.0, "waiting": 21054 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 8541.272727272728, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6848493584770945, "queueFactor": 0.7047985280806723, "queueWeight": 0.7047985280806723, "recentSuccess": 5, "recentSuccessRate": 0.45454545454545453, "recentTerminal": 11, "recentWilsonLowerBound": 0.21270957543988048, "running": 2, "selectionWeight": 0.4826808198116489, "stale": false, "submissionEligible": false, "throughputPerHour": 1.8333333333333333, "waiting": 15659 }, "Vastai_va16": { "available": true, "backlogHours": 1864.5652173913043, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.8855370575314425, "queueWeight": 0.8855370575314425, "recentSuccess": 6, "recentSuccessRate": 0.13043478260869565, "recentTerminal": 46, "recentWilsonLowerBound": 0.06117757137492025, "running": 17, "selectionWeight": 0.044276852876572126, "stale": false, "submissionEligible": true, "throughputPerHour": 7.666666666666667, "waiting": 14295 }, "hygon_k100-ai": { "available": true, "backlogHours": 833.6571428571428, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.7741829258994358, "queueFactor": 0.9991835040556316, "queueWeight": 0.9991835040556316, "recentSuccess": 32, "recentSuccessRate": 0.3047619047619048, "recentTerminal": 105, "recentWilsonLowerBound": 0.22490075875702692, "running": 8, "selectionWeight": 0.7735508086802397, "stale": false, "submissionEligible": true, "throughputPerHour": 17.5, "waiting": 14589 } }, "queueAttemptedAt": "2026-09-18T18:29:05.558369+00:00", "queueError": null, "queueUpdatedAt": "2026-09-18T18:29:05.558369+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 }