{ "communityAttemptedAt": "2026-10-10T16:26:01.495345+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-10T16:26:01.495345+00:00", "frameworkAttemptedAt": "2026-10-10T13:30:15.073568+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41951, "officialConfigError": null, "officialConfigValid": true, "successCount": 20784, "successRate": 0.49543515053276443, "wilsonLowerBound": 0.49065128470895913 }, "vllm": { "framework": "vllm", "modelCount": 56177, "officialConfigError": null, "officialConfigValid": true, "successCount": 15307, "successRate": 0.27247806041618455, "wilsonLowerBound": 0.26881186521433104 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 0, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 4243, "officialConfigError": null, "officialConfigValid": true, "successCount": 1279, "successRate": 0.30143766203158145, "wilsonLowerBound": 0.28781466913958204 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36757, "officialConfigError": null, "officialConfigValid": true, "successCount": 17227, "successRate": 0.4686726337840411, "wilsonLowerBound": 0.4635746256176739 }, "vllm": { "framework": "vllm", "modelCount": 39654, "officialConfigError": null, "officialConfigValid": true, "successCount": 10997, "successRate": 0.27732385131386494, "wilsonLowerBound": 0.2729392418878192 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12534, "officialConfigError": null, "officialConfigValid": true, "successCount": 5267, "successRate": 0.4202170097335248, "wilsonLowerBound": 0.4116014109768566 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64211, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.1883789381881609, "wilsonLowerBound": 0.18537317918882054 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 29153, "officialConfigError": null, "officialConfigValid": true, "successCount": 6341, "successRate": 0.21750763214763488, "wilsonLowerBound": 0.2128092355218254 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7649, "officialConfigError": null, "officialConfigValid": true, "successCount": 103, "successRate": 0.013465812524513008, "wilsonLowerBound": 0.011116159346126123 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26614, "officialConfigError": null, "officialConfigValid": true, "successCount": 3269, "successRate": 0.12283008942661756, "wilsonLowerBound": 0.11894081143566253 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16505, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10154498636776735, "wilsonLowerBound": 0.09702916946724117 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15364, "officialConfigError": null, "officialConfigValid": true, "successCount": 6081, "successRate": 0.39579536579015884, "wilsonLowerBound": 0.388089634706811 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24714, "officialConfigError": null, "officialConfigValid": true, "successCount": 3806, "successRate": 0.15400178036740308, "wilsonLowerBound": 0.14955537975479138 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8123, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.066970331158439, "wilsonLowerBound": 0.061736366111672984 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 51222, "officialConfigError": null, "officialConfigValid": true, "successCount": 12884, "successRate": 0.251532544609738, "wilsonLowerBound": 0.24779366571017697 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23906, "officialConfigError": null, "officialConfigValid": true, "successCount": 3128, "successRate": 0.13084581276666946, "wilsonLowerBound": 0.12663010779247372 }, "vllm": { "framework": "vllm", "modelCount": 86984, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11234249977007266, "wilsonLowerBound": 0.11026098909637326 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45955, "officialConfigError": null, "officialConfigValid": true, "successCount": 5531, "successRate": 0.12035687085192036, "wilsonLowerBound": 0.1174136182746166 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 46129, "officialConfigError": null, "officialConfigValid": true, "successCount": 3649, "successRate": 0.07910425112185393, "wilsonLowerBound": 0.07667609787830684 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 92981, "officialConfigError": null, "officialConfigValid": true, "successCount": 23169, "successRate": 0.24917993998773943, "wilsonLowerBound": 0.2464100931932782 }, "transformers": { "framework": "transformers", "modelCount": 5530, "officialConfigError": null, "officialConfigValid": true, "successCount": 583, "successRate": 0.1054249547920434, "wilsonLowerBound": 0.0976028502960224 }, "vllm": { "framework": "vllm", "modelCount": 112849, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14647892316281047, "wilsonLowerBound": 0.14442794458225092 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 56, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.017857142857142856, "wilsonLowerBound": 0.003159128964463983 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 23003, "officialConfigError": null, "officialConfigValid": true, "successCount": 3961, "successRate": 0.172194931095944, "wilsonLowerBound": 0.16737068584514206 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43606, "officialConfigError": null, "officialConfigValid": true, "successCount": 5671, "successRate": 0.13005091042517083, "wilsonLowerBound": 0.12692638307414741 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7926, "officialConfigError": null, "officialConfigValid": true, "successCount": 745, "successRate": 0.09399444865001262, "wilsonLowerBound": 0.08776509073752228 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34119, "officialConfigError": null, "officialConfigValid": true, "successCount": 6714, "successRate": 0.19678185175415458, "wilsonLowerBound": 0.19259749898648967 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61471, "officialConfigError": null, "officialConfigValid": true, "successCount": 12420, "successRate": 0.20204649346846482, "wilsonLowerBound": 0.19889094931224816 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14934, "officialConfigError": null, "officialConfigValid": true, "successCount": 4243, "successRate": 0.28411678050087047, "wilsonLowerBound": 0.27693969921950745 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15223, "officialConfigError": null, "officialConfigValid": true, "successCount": 3724, "successRate": 0.24462983643171518, "wilsonLowerBound": 0.23786608168072118 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67313, "officialConfigError": null, "officialConfigValid": true, "successCount": 18551, "successRate": 0.27559312465645563, "wilsonLowerBound": 0.2722305499733136 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 858, "officialConfigError": null, "officialConfigValid": true, "successCount": 517, "successRate": 0.6025641025641025, "wilsonLowerBound": 0.5694315964671394 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48267, "officialConfigError": null, "officialConfigValid": true, "successCount": 21633, "successRate": 0.44819441854683323, "wilsonLowerBound": 0.4437620455009944 }, "vllm": { "framework": "vllm", "modelCount": 39507, "officialConfigError": null, "officialConfigValid": true, "successCount": 4700, "successRate": 0.11896625914394918, "wilsonLowerBound": 0.11581077402363323 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1043, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6286, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030544066178810055, "wilsonLowerBound": 0.02656844784963345 }, "vllm": { "framework": "vllm", "modelCount": 10078, "officialConfigError": null, "officialConfigValid": true, "successCount": 759, "successRate": 0.07531256201627307, "wilsonLowerBound": 0.07032053867780093 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7185, "officialConfigError": null, "officialConfigValid": true, "successCount": 3148, "successRate": 0.4381350034794711, "wilsonLowerBound": 0.4266984602200227 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7417, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03289739786975866, "wilsonLowerBound": 0.0290736863623254 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17625, "officialConfigError": null, "officialConfigValid": true, "successCount": 5245, "successRate": 0.2975886524822695, "wilsonLowerBound": 0.29088348176840784 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28172, "officialConfigError": null, "officialConfigValid": true, "successCount": 14389, "successRate": 0.5107553599318472, "wilsonLowerBound": 0.5049169278069221 }, "vllm": { "framework": "vllm", "modelCount": 66965, "officialConfigError": null, "officialConfigValid": true, "successCount": 7113, "successRate": 0.10621966699021877, "wilsonLowerBound": 0.10390848669128604 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13562, "officialConfigError": null, "officialConfigValid": true, "successCount": 2214, "successRate": 0.16325025807403037, "wilsonLowerBound": 0.15712536039001077 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-10T16:38:00.366033+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1102.6666666666667, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.594001853228207, "queueFactor": 0.8860186405421664, "queueWeight": 0.8860186405421664, "recentSuccess": 40, "recentSuccessRate": 0.26143790849673204, "recentTerminal": 153, "recentWilsonLowerBound": 0.19826267080660487, "running": 8, "selectionWeight": 0.5262967144767834, "stale": false, "submissionEligible": true, "throughputPerHour": 25.5, "waiting": 28118 }, "Ascend_910-b4": { "available": true, "backlogHours": 1133.042944785276, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1653403609312258, "queueFactor": 0.882414305553988, "queueWeight": 0.882414305553988, "recentSuccess": 55, "recentSuccessRate": 0.3374233128834356, "recentTerminal": 163, "recentWilsonLowerBound": 0.26932116996770256, "running": 9, "selectionWeight": 1.0283130053251615, "stale": false, "submissionEligible": true, "throughputPerHour": 27.166666666666668, "waiting": 30781 }, "Biren_166m": { "available": true, "backlogHours": 158.4262295081967, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.39563708219038873, "queueFactor": 1.1853195102057772, "queueWeight": 1.1853195102057772, "recentSuccess": 40, "recentSuccessRate": 0.2185792349726776, "recentTerminal": 183, "recentWilsonLowerBound": 0.1648230160814119, "running": 9, "selectionWeight": 0.4689563524811544, "stale": false, "submissionEligible": true, "throughputPerHour": 30.5, "waiting": 4832 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 542.4725274725275, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.09385666816015387, "queueFactor": 0.9854913881174174, "queueWeight": 0.9854913881174174, "recentSuccess": 23, "recentSuccessRate": 0.12637362637362637, "recentTerminal": 182, "recentWilsonLowerBound": 0.08570445082845139, "running": 7, "selectionWeight": 0.09249493818922586, "stale": false, "submissionEligible": false, "throughputPerHour": 30.333333333333332, "waiting": 16455 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 322.4910179640719, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.15773744318126573, "queueFactor": 1.065447003632502, "queueWeight": 1.065447003632502, "recentSuccess": 26, "recentSuccessRate": 0.15568862275449102, "recentTerminal": 167, "recentWilsonLowerBound": 0.10851495315803455, "running": 7, "selectionWeight": 0.16806088619813161, "stale": false, "submissionEligible": false, "throughputPerHour": 27.833333333333332, "waiting": 8976 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 60.144385026737964, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 16, "recentSuccessRate": 0.0427807486631016, "recentTerminal": 374, "recentWilsonLowerBound": 0.026501823689619463, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 62.333333333333336, "waiting": 3749 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 159.09302325581396, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2329827068040037, "queueFactor": 1.18457298928234, "queueWeight": 1.18457298928234, "recentSuccess": 44, "recentSuccessRate": 0.17054263565891473, "recentTerminal": 258, "recentWilsonLowerBound": 0.12956405659837697, "running": 29, "selectionWeight": 0.27598502144990966, "stale": false, "submissionEligible": false, "throughputPerHour": 43.0, "waiting": 6841 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1576.5762711864406, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.622524773875352, "queueFactor": 0.8397543224697543, "queueWeight": 0.8397543224697543, "recentSuccess": 18, "recentSuccessRate": 0.3050847457627119, "recentTerminal": 59, "recentWilsonLowerBound": 0.20253473477602127, "running": 2, "selectionWeight": 0.5227678697063333, "stale": false, "submissionEligible": true, "throughputPerHour": 9.833333333333334, "waiting": 15503 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 419.3709677419355, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.024282473491579, "queueWeight": 1.024282473491579, "recentSuccess": 11, "recentSuccessRate": 0.08870967741935484, "recentTerminal": 124, "recentWilsonLowerBound": 0.05025570175545941, "running": 9, "selectionWeight": 0.05121412367457895, "stale": false, "submissionEligible": false, "throughputPerHour": 20.666666666666668, "waiting": 8667 }, "MetaX_c-500": { "available": true, "backlogHours": 441.75, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.1984361958883421, "queueFactor": 1.0163259441001713, "queueWeight": 1.0163259441001713, "recentSuccess": 25, "recentSuccessRate": 0.1736111111111111, "recentTerminal": 144, "recentWilsonLowerBound": 0.12044851474034471, "running": 5, "selectionWeight": 0.20167585412986583, "stale": false, "submissionEligible": false, "throughputPerHour": 24.0, "waiting": 10602 }, "Mthreads_s4000": { "available": true, "backlogHours": 2195.90625, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.7990379870858391, "queueWeight": 0.7990379870858391, "recentSuccess": 32, "recentSuccessRate": 0.5, "recentTerminal": 64, "recentWilsonLowerBound": 0.3810188849321495, "running": 4, "selectionWeight": 1.9975949677145977, "stale": false, "submissionEligible": true, "throughputPerHour": 10.666666666666666, "waiting": 23423 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2095.3199999999997, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8046776558362353, "queueWeight": 0.8046776558362353, "recentSuccess": 6, "recentSuccessRate": 0.12, "recentTerminal": 50, "recentWilsonLowerBound": 0.05617523710624645, "running": 2, "selectionWeight": 0.04023388279181177, "stale": false, "submissionEligible": false, "throughputPerHour": 8.333333333333334, "waiting": 17461 }, "Vastai_va16": { "available": true, "backlogHours": 348.2247191011236, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.0532477894890453, "queueWeight": 1.0532477894890453, "recentSuccess": 21, "recentSuccessRate": 0.07865168539325842, "recentTerminal": 267, "recentWilsonLowerBound": 0.05201572623537542, "running": 16, "selectionWeight": 0.052662389474452266, "stale": false, "submissionEligible": false, "throughputPerHour": 44.5, "waiting": 15496 }, "hygon_k100-ai": { "available": true, "backlogHours": 1268.3999999999999, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.5671942481890181, "queueFactor": 0.8676030315206232, "queueWeight": 0.8676030315206232, "recentSuccess": 26, "recentSuccessRate": 0.2736842105263158, "recentTerminal": 95, "recentWilsonLowerBound": 0.19414427878715157, "running": 6, "selectionWeight": 0.4920994491898529, "stale": false, "submissionEligible": true, "throughputPerHour": 15.833333333333334, "waiting": 20083 } }, "queueAttemptedAt": "2026-10-10T16:30:06.785717+00:00", "queueError": null, "queueUpdatedAt": "2026-10-10T16:30:06.785717+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "hygon_k100-ai", "MetaX_c-500", "Biren_166m", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }