{ "communityAttemptedAt": "2026-10-10T21:51:20.666684+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-10T21:51:20.666684+00:00", "frameworkAttemptedAt": "2026-10-10T19:31:00.372199+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41993, "officialConfigError": null, "officialConfigValid": true, "successCount": 20811, "successRate": 0.4955825970995166, "wilsonLowerBound": 0.4908010976243119 }, "vllm": { "framework": "vllm", "modelCount": 56244, "officialConfigError": null, "officialConfigValid": true, "successCount": 15315, "successRate": 0.27229571154256454, "wilsonLowerBound": 0.2686324741464224 }, "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": 4265, "officialConfigError": null, "officialConfigValid": true, "successCount": 1286, "successRate": 0.3015240328253224, "wilsonLowerBound": 0.28793453545003606 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36802, "officialConfigError": null, "officialConfigValid": true, "successCount": 17258, "successRate": 0.468941905331232, "wilsonLowerBound": 0.46384681256902305 }, "vllm": { "framework": "vllm", "modelCount": 39673, "officialConfigError": null, "officialConfigValid": true, "successCount": 11001, "successRate": 0.2772918609633756, "wilsonLowerBound": 0.2729084560171081 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12581, "officialConfigError": null, "officialConfigValid": true, "successCount": 5280, "successRate": 0.41968047055083063, "wilsonLowerBound": 0.4110826132532868 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64212, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18837600448514297, "wilsonLowerBound": 0.1853702870030237 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 29299, "officialConfigError": null, "officialConfigValid": true, "successCount": 6374, "successRate": 0.21755008703368717, "wilsonLowerBound": 0.21286297957780148 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7663, "officialConfigError": null, "officialConfigValid": true, "successCount": 103, "successRate": 0.0134412110139632, "wilsonLowerBound": 0.011095828754960934 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26615, "officialConfigError": null, "officialConfigValid": true, "successCount": 3269, "successRate": 0.12282547435656585, "wilsonLowerBound": 0.11893633277092931 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16506, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10153883436326185, "wilsonLowerBound": 0.09702327664993067 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15432, "officialConfigError": null, "officialConfigValid": true, "successCount": 6103, "successRate": 0.39547693105235876, "wilsonLowerBound": 0.3877892858822315 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24719, "officialConfigError": null, "officialConfigValid": true, "successCount": 3806, "successRate": 0.1539706298798495, "wilsonLowerBound": 0.149525050548893 }, "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": 51310, "officialConfigError": null, "officialConfigValid": true, "successCount": 12915, "successRate": 0.25170532060027284, "wilsonLowerBound": 0.24796876462260703 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24034, "officialConfigError": null, "officialConfigValid": true, "successCount": 3128, "successRate": 0.13014895564616794, "wilsonLowerBound": 0.12595410669495805 }, "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": 45992, "officialConfigError": null, "officialConfigValid": true, "successCount": 5532, "successRate": 0.12028178813706732, "wilsonLowerBound": 0.11734051393974813 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 46237, "officialConfigError": null, "officialConfigValid": true, "successCount": 3649, "successRate": 0.07891948007007375, "wilsonLowerBound": 0.07649676691402224 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 93370, "officialConfigError": null, "officialConfigValid": true, "successCount": 23220, "successRate": 0.2486880154225126, "wilsonLowerBound": 0.24592577507550972 }, "transformers": { "framework": "transformers", "modelCount": 5539, "officialConfigError": null, "officialConfigValid": true, "successCount": 583, "successRate": 0.10525365589456581, "wilsonLowerBound": 0.09744359857623441 }, "vllm": { "framework": "vllm", "modelCount": 112850, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14647762516614976, "wilsonLowerBound": 0.14442666323498674 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 77, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.012987012987012988, "wilsonLowerBound": 0.002296158172154949 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 23117, "officialConfigError": null, "officialConfigValid": true, "successCount": 3963, "successRate": 0.17143227927499244, "wilsonLowerBound": 0.16662848627433072 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43609, "officialConfigError": null, "officialConfigValid": true, "successCount": 5671, "successRate": 0.13004196381480887, "wilsonLowerBound": 0.1269176359492794 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7964, "officialConfigError": null, "officialConfigValid": true, "successCount": 748, "successRate": 0.09392265193370165, "wilsonLowerBound": 0.08770993851573941 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34153, "officialConfigError": null, "officialConfigValid": true, "successCount": 6725, "successRate": 0.19690803150528505, "wilsonLowerBound": 0.19272471067631872 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61473, "officialConfigError": null, "officialConfigValid": true, "successCount": 12420, "successRate": 0.20203991996486262, "wilsonLowerBound": 0.19888446580480795 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15030, "officialConfigError": null, "officialConfigValid": true, "successCount": 4263, "successRate": 0.2836327345309381, "wilsonLowerBound": 0.27648226090785444 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15246, "officialConfigError": null, "officialConfigValid": true, "successCount": 3728, "successRate": 0.2445231536140627, "wilsonLowerBound": 0.23776548602558772 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67374, "officialConfigError": null, "officialConfigValid": true, "successCount": 18569, "successRate": 0.2756107697331315, "wilsonLowerBound": 0.2722496438464676 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 873, "officialConfigError": null, "officialConfigValid": true, "successCount": 523, "successRate": 0.5990836197021764, "wilsonLowerBound": 0.5662077119559287 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48289, "officialConfigError": null, "officialConfigValid": true, "successCount": 21647, "successRate": 0.448280146617242, "wilsonLowerBound": 0.44384869594412296 }, "vllm": { "framework": "vllm", "modelCount": 39541, "officialConfigError": null, "officialConfigValid": true, "successCount": 4715, "successRate": 0.11924331706330138, "wilsonLowerBound": 0.1160859354760342 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1046, "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": 10079, "officialConfigError": null, "officialConfigValid": true, "successCount": 759, "successRate": 0.07530508979065384, "wilsonLowerBound": 0.07031354360689268 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7198, "officialConfigError": null, "officialConfigValid": true, "successCount": 3156, "successRate": 0.4384551264240067, "wilsonLowerBound": 0.42702779037823957 } }, "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": 17704, "officialConfigError": null, "officialConfigValid": true, "successCount": 5268, "successRate": 0.2975598734749209, "wilsonLowerBound": 0.2908697726093662 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28193, "officialConfigError": null, "officialConfigValid": true, "successCount": 14402, "successRate": 0.5108360231263079, "wilsonLowerBound": 0.5049997754212836 }, "vllm": { "framework": "vllm", "modelCount": 66999, "officialConfigError": null, "officialConfigValid": true, "successCount": 7123, "successRate": 0.10631501962715861, "wilsonLowerBound": 0.10400349230684869 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13576, "officialConfigError": null, "officialConfigValid": true, "successCount": 2221, "successRate": 0.16359752504419564, "wilsonLowerBound": 0.15747032413778128 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-10T22:00:28.907234+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 813.4202898550725, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7343040332569628, "queueFactor": 0.9245165696603798, "queueWeight": 0.9245165696603798, "recentSuccess": 49, "recentSuccessRate": 0.23671497584541062, "recentTerminal": 207, "recentWilsonLowerBound": 0.18393540733438016, "running": 8, "selectionWeight": 0.6788762459145087, "stale": false, "submissionEligible": true, "throughputPerHour": 34.5, "waiting": 28063 }, "Ascend_910-b4": { "available": true, "backlogHours": 738.072, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.45507262580941865, "queueFactor": 0.938095688404291, "queueWeight": 0.938095688404291, "recentSuccess": 48, "recentSuccessRate": 0.192, "recentTerminal": 250, "recentWilsonLowerBound": 0.14798339072642153, "running": 8, "selectionWeight": 0.4269016681826349, "stale": false, "submissionEligible": false, "throughputPerHour": 41.666666666666664, "waiting": 30753 }, "Biren_166m": { "available": true, "backlogHours": 35.34975369458128, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 34, "recentSuccessRate": 0.04187192118226601, "recentTerminal": 812, "recentWilsonLowerBound": 0.0301164568031928, "running": 8, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 135.33333333333334, "waiting": 4784 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 609.7037037037037, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 0.9653707244903963, "queueWeight": 0.9653707244903963, "recentSuccess": 10, "recentSuccessRate": 0.06172839506172839, "recentTerminal": 162, "recentWilsonLowerBound": 0.033871476230218044, "running": 7, "selectionWeight": 0.04826853622451982, "stale": false, "submissionEligible": false, "throughputPerHour": 27.0, "waiting": 16462 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 129.36867469879516, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05187399605577454, "queueFactor": 1.2181130053613498, "queueWeight": 1.2181130053613498, "recentSuccess": 32, "recentSuccessRate": 0.07710843373493977, "recentTerminal": 415, "recentWilsonLowerBound": 0.055146386668436104, "running": 9, "selectionWeight": 0.06318838923560234, "stale": false, "submissionEligible": false, "throughputPerHour": 69.16666666666667, "waiting": 8948 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 5.0775528769615645, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 3, "recentSuccessRate": 0.0006822833750284285, "recentTerminal": 4397, "recentWilsonLowerBound": 0.0002320602388277562, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 732.8333333333334, "waiting": 3721 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 12.739345274861027, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 52, "recentSuccessRate": 0.01605929586164299, "recentTerminal": 3238, "recentWilsonLowerBound": 0.012267724162267611, "running": 11, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 539.6666666666666, "waiting": 6875 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2213.1428571428573, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6308585640025348, "queueFactor": 0.79562886762324, "queueWeight": 0.79562886762324, "recentSuccess": 12, "recentSuccessRate": 0.2857142857142857, "recentTerminal": 42, "recentWilsonLowerBound": 0.1716685874457567, "running": 2, "selectionWeight": 0.5019292849077601, "stale": false, "submissionEligible": true, "throughputPerHour": 7.0, "waiting": 15492 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 193.32584269662922, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.1468812762788099, "queueWeight": 1.1468812762788099, "recentSuccess": 16, "recentSuccessRate": 0.0599250936329588, "recentTerminal": 267, "recentWilsonLowerBound": 0.037218833358030556, "running": 9, "selectionWeight": 0.0573440638139405, "stale": false, "submissionEligible": false, "throughputPerHour": 44.5, "waiting": 8603 }, "MetaX_c-500": { "available": true, "backlogHours": 354.3687150837989, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3126621883036967, "queueFactor": 1.0472337818425372, "queueWeight": 1.0472337818425372, "recentSuccess": 31, "recentSuccessRate": 0.17318435754189945, "recentTerminal": 179, "recentWilsonLowerBound": 0.1247727174194942, "running": 4, "selectionWeight": 0.3274304058964438, "stale": false, "submissionEligible": false, "throughputPerHour": 29.833333333333332, "waiting": 10572 }, "Mthreads_s4000": { "available": true, "backlogHours": 1872.32, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8158398934946992, "queueWeight": 0.8158398934946992, "recentSuccess": 32, "recentSuccessRate": 0.4266666666666667, "recentTerminal": 75, "recentWilsonLowerBound": 0.32100563365956936, "running": 4, "selectionWeight": 2.039599733736748, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 23404 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 887.8983050847457, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.912446617047915, "queueWeight": 0.912446617047915, "recentSuccess": 10, "recentSuccessRate": 0.0847457627118644, "recentTerminal": 118, "recentWilsonLowerBound": 0.04668219110616961, "running": 2, "selectionWeight": 0.045622330852395754, "stale": false, "submissionEligible": false, "throughputPerHour": 19.666666666666668, "waiting": 17462 }, "Vastai_va16": { "available": true, "backlogHours": 346.9925373134329, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.08812116264492503, "queueFactor": 1.050543231961447, "queueWeight": 1.050543231961447, "recentSuccess": 27, "recentSuccessRate": 0.10074626865671642, "recentTerminal": 268, "recentWilsonLowerBound": 0.07016521181967293, "running": 16, "selectionWeight": 0.09257509100919988, "stale": false, "submissionEligible": false, "throughputPerHour": 44.666666666666664, "waiting": 15499 }, "hygon_k100-ai": { "available": true, "backlogHours": 681.1011235955056, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.5020071637976026, "queueFactor": 0.9494677324641174, "queueWeight": 0.9494677324641174, "recentSuccess": 37, "recentSuccessRate": 0.20786516853932585, "recentTerminal": 178, "recentWilsonLowerBound": 0.15473547212612587, "running": 7, "selectionWeight": 0.4766396034916525, "stale": false, "submissionEligible": true, "throughputPerHour": 29.666666666666668, "waiting": 20206 } }, "queueAttemptedAt": "2026-10-10T21:58:00.451169+00:00", "queueError": null, "queueUpdatedAt": "2026-10-10T21:58:00.451169+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 }