{ "communityAttemptedAt": "2026-09-15T09:09:57.409580+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-15T09:09:57.409580+00:00", "frameworkAttemptedAt": "2026-09-15T06:53:15.417590+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39038, "officialConfigError": null, "officialConfigValid": true, "successCount": 18778, "successRate": 0.4810184947999385, "wilsonLowerBound": 0.47606417439817944 }, "vllm": { "framework": "vllm", "modelCount": 51849, "officialConfigError": null, "officialConfigValid": true, "successCount": 14582, "successRate": 0.28123975390075023, "wilsonLowerBound": 0.2773860233585911 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2281, "officialConfigError": null, "officialConfigValid": true, "successCount": 619, "successRate": 0.2713722051731697, "wilsonLowerBound": 0.25351932668069077 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32224, "officialConfigError": null, "officialConfigValid": true, "successCount": 14068, "successRate": 0.4365690168818272, "wilsonLowerBound": 0.43116171207614445 }, "vllm": { "framework": "vllm", "modelCount": 37119, "officialConfigError": null, "officialConfigValid": true, "successCount": 10579, "successRate": 0.28500228993237964, "wilsonLowerBound": 0.2804323780962593 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7998, "officialConfigError": null, "officialConfigValid": true, "successCount": 3513, "successRate": 0.4392348087021755, "wilsonLowerBound": 0.42838967522731425 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63857, "officialConfigError": null, "officialConfigValid": true, "successCount": 12068, "successRate": 0.18898476282944704, "wilsonLowerBound": 0.18596696092354673 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16036, "officialConfigError": null, "officialConfigValid": true, "successCount": 3222, "successRate": 0.20092292342229984, "wilsonLowerBound": 0.1947930914669495 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5616, "officialConfigError": null, "officialConfigValid": true, "successCount": 47, "successRate": 0.00836894586894587, "wilsonLowerBound": 0.00629962598325853 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26067, "officialConfigError": null, "officialConfigValid": true, "successCount": 3204, "successRate": 0.12291402923236276, "wilsonLowerBound": 0.11898354545464376 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16460, "officialConfigError": null, "officialConfigValid": true, "successCount": 1673, "successRate": 0.10164034021871203, "wilsonLowerBound": 0.09711653808245735 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 10396, "officialConfigError": null, "officialConfigValid": true, "successCount": 4429, "successRate": 0.42602924201616005, "wilsonLowerBound": 0.416552507782764 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24093, "officialConfigError": null, "officialConfigValid": true, "successCount": 3779, "successRate": 0.15685053750051883, "wilsonLowerBound": 0.15231324099742255 }, "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": 41330, "officialConfigError": null, "officialConfigValid": true, "successCount": 10414, "successRate": 0.251971933220421, "wilsonLowerBound": 0.24780950965020354 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23056, "officialConfigError": null, "officialConfigValid": true, "successCount": 3046, "successRate": 0.13211311589174185, "wilsonLowerBound": 0.12780346019342417 }, "vllm": { "framework": "vllm", "modelCount": 86550, "officialConfigError": null, "officialConfigValid": true, "successCount": 9763, "successRate": 0.11280184864240324, "wilsonLowerBound": 0.11071139729451289 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 39487, "officialConfigError": null, "officialConfigValid": true, "successCount": 4850, "successRate": 0.12282523362119178, "wilsonLowerBound": 0.11962432869695809 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 29349, "officialConfigError": null, "officialConfigValid": true, "successCount": 3327, "successRate": 0.11335991004804252, "wilsonLowerBound": 0.10978326886890293 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88015, "officialConfigError": null, "officialConfigValid": true, "successCount": 20686, "successRate": 0.23502812020678293, "wilsonLowerBound": 0.2322384173649439 }, "transformers": { "framework": "transformers", "modelCount": 5114, "officialConfigError": null, "officialConfigValid": true, "successCount": 564, "successRate": 0.11028549080954243, "wilsonLowerBound": 0.10199086637137385 }, "vllm": { "framework": "vllm", "modelCount": 112476, "officialConfigError": null, "officialConfigValid": true, "successCount": 16506, "successRate": 0.1467513069454817, "wilsonLowerBound": 0.1446953508094228 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 16171, "officialConfigError": null, "officialConfigValid": true, "successCount": 3311, "successRate": 0.20474924247109022, "wilsonLowerBound": 0.1986002756364616 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42684, "officialConfigError": null, "officialConfigValid": true, "successCount": 5557, "successRate": 0.13018929809764784, "wilsonLowerBound": 0.12703010279809682 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6384, "officialConfigError": null, "officialConfigValid": true, "successCount": 509, "successRate": 0.07973057644110276, "wilsonLowerBound": 0.07333575080115158 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30610, "officialConfigError": null, "officialConfigValid": true, "successCount": 5361, "successRate": 0.1751388435151911, "wilsonLowerBound": 0.17092167690565915 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60789, "officialConfigError": null, "officialConfigValid": true, "successCount": 12383, "successRate": 0.20370461761173897, "wilsonLowerBound": 0.20052168394536116 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6887, "officialConfigError": null, "officialConfigValid": true, "successCount": 2031, "successRate": 0.29490344126615364, "wilsonLowerBound": 0.2842504359034609 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12224, "officialConfigError": null, "officialConfigValid": true, "successCount": 3198, "successRate": 0.2616164921465969, "wilsonLowerBound": 0.2539007150162946 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 59748, "officialConfigError": null, "officialConfigValid": true, "successCount": 16294, "successRate": 0.2727120573073576, "wilsonLowerBound": 0.26915567374210525 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46248, "officialConfigError": null, "officialConfigValid": true, "successCount": 20150, "successRate": 0.43569451651963326, "wilsonLowerBound": 0.4311808815484625 }, "vllm": { "framework": "vllm", "modelCount": 36004, "officialConfigError": null, "officialConfigValid": true, "successCount": 3226, "successRate": 0.08960115542717476, "wilsonLowerBound": 0.08669455964064023 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 358, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 8.581531316461358e-19 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6276, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030592734225621414, "wilsonLowerBound": 0.026610861971840757 }, "vllm": { "framework": "vllm", "modelCount": 10015, "officialConfigError": null, "officialConfigValid": true, "successCount": 734, "successRate": 0.07329006490264603, "wilsonLowerBound": 0.06834786879905706 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5695, "officialConfigError": null, "officialConfigValid": true, "successCount": 2396, "successRate": 0.42071992976295, "wilsonLowerBound": 0.4079557526793082 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7370, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03188602442333786, "wilsonLowerBound": 0.028112231661917748 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10998, "officialConfigError": null, "officialConfigValid": true, "successCount": 3722, "successRate": 0.33842516821240226, "wilsonLowerBound": 0.32963953522628225 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26130, "officialConfigError": null, "officialConfigValid": true, "successCount": 13224, "successRate": 0.5060849598163031, "wilsonLowerBound": 0.5000223953404204 }, "vllm": { "framework": "vllm", "modelCount": 61360, "officialConfigError": null, "officialConfigValid": true, "successCount": 6049, "successRate": 0.09858213820078227, "wilsonLowerBound": 0.09624849271205924 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12298, "officialConfigError": null, "officialConfigValid": true, "successCount": 1743, "successRate": 0.14173036266059522, "wilsonLowerBound": 0.135677912673279 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-15T09:09:57.409580+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 997.7323943661971, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4189204388250787, "queueFactor": 0.9809844833546184, "queueWeight": 0.9809844833546184, "recentSuccess": 45, "recentSuccessRate": 0.31690140845070425, "recentTerminal": 142, "recentWilsonLowerBound": 0.2460579755145257, "running": 10, "selectionWeight": 1.3919389336021282, "stale": false, "submissionEligible": true, "throughputPerHour": 23.666666666666668, "waiting": 23613 }, "Ascend_910-b4": { "available": true, "backlogHours": 1234.2794117647059, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.9523141759763283, "queueFactor": 0.9501719954563009, "queueWeight": 0.9501719954563009, "recentSuccess": 49, "recentSuccessRate": 0.3602941176470588, "recentTerminal": 136, "recentWilsonLowerBound": 0.2844681556350323, "running": 9, "selectionWeight": 1.8550342563450517, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 27977 }, "Biren_166m": { "available": true, "backlogHours": 687.0, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 1, "qualityFactor": 0.30648912023109937, "queueFactor": 1.0374585123416544, "queueWeight": 1.0374585123416544, "recentSuccess": 10, "recentSuccessRate": 0.21739130434782608, "recentTerminal": 46, "recentWilsonLowerBound": 0.1226077461858075, "running": 1, "selectionWeight": 0.3179697467238588, "stale": false, "submissionEligible": true, "throughputPerHour": 7.666666666666667, "waiting": 5267 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1590.3103448275863, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.8200575666955073, "queueFactor": 0.9147279857960631, "queueWeight": 0.9147279857960631, "recentSuccess": 17, "recentSuccessRate": 0.29310344827586204, "recentTerminal": 58, "recentWilsonLowerBound": 0.19178027828644717, "running": 7, "selectionWeight": 0.7501296062202021, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 15373 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 482.4827586206897, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.14305804447782153, "queueFactor": 1.0939361626363868, "queueWeight": 1.0939361626363868, "recentSuccess": 16, "recentSuccessRate": 0.13793103448275862, "recentTerminal": 116, "recentWilsonLowerBound": 0.08671766101537676, "running": 7, "selectionWeight": 0.15649636821033364, "stale": false, "submissionEligible": true, "throughputPerHour": 19.333333333333332, "waiting": 9328 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 56.00696864111498, "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": 0.05574912891986063, "recentTerminal": 287, "recentWilsonLowerBound": 0.03460322204448632, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 47.833333333333336, "waiting": 2679 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 113.06493506493507, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.49703725201452575, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 46, "recentSuccessRate": 0.19913419913419914, "recentTerminal": 231, "recentWilsonLowerBound": 0.15274274124216144, "running": 6, "selectionWeight": 0.6461484276188835, "stale": false, "submissionEligible": true, "throughputPerHour": 38.5, "waiting": 4353 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2729.8285714285716, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.2426012413449155, "queueFactor": 0.8435172002110888, "queueWeight": 0.8435172002110888, "recentSuccess": 13, "recentSuccessRate": 0.37142857142857144, "recentTerminal": 35, "recentWilsonLowerBound": 0.2316560736889106, "running": 2, "selectionWeight": 1.0481555200780865, "stale": false, "submissionEligible": true, "throughputPerHour": 5.833333333333333, "waiting": 15924 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 742.9677419354839, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.43491780108607414, "queueFactor": 1.025342018872176, "queueWeight": 1.025342018872176, "recentSuccess": 20, "recentSuccessRate": 0.21505376344086022, "recentTerminal": 93, "recentWilsonLowerBound": 0.14374913397362912, "running": 7, "selectionWeight": 0.4459394962090427, "stale": false, "submissionEligible": true, "throughputPerHour": 15.5, "waiting": 11516 }, "MetaX_c-500": { "available": true, "backlogHours": 758.0, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6357208037484641, "queueFactor": 1.0222658858302898, "queueWeight": 1.0222658858302898, "recentSuccess": 23, "recentSuccessRate": 0.24731182795698925, "recentTerminal": 93, "recentWilsonLowerBound": 0.17082099814063503, "running": 5, "selectionWeight": 0.6498756905846674, "stale": false, "submissionEligible": true, "throughputPerHour": 15.5, "waiting": 11749 }, "Mthreads_s4000": { "available": true, "backlogHours": 1734.3703703703704, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.9029069005132161, "queueWeight": 0.9029069005132161, "recentSuccess": 34, "recentSuccessRate": 0.41975308641975306, "recentTerminal": 81, "recentWilsonLowerBound": 0.3183079093457035, "running": 4, "selectionWeight": 2.2572672512830403, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 23414 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3515.3076923076924, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8422306095457572, "queueFactor": 0.812119142351949, "queueWeight": 0.812119142351949, "recentSuccess": 9, "recentSuccessRate": 0.34615384615384615, "recentTerminal": 26, "recentWilsonLowerBound": 0.1941201497285213, "running": 2, "selectionWeight": 0.6839916002868597, "stale": false, "submissionEligible": true, "throughputPerHour": 4.333333333333333, "waiting": 15233 }, "Vastai_va16": { "available": true, "backlogHours": 1456.7547169811319, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.16292677081177348, "queueFactor": 0.9268432342550259, "queueWeight": 0.9268432342550259, "recentSuccess": 9, "recentSuccessRate": 0.16981132075471697, "recentTerminal": 53, "recentWilsonLowerBound": 0.09199841772223753, "running": 17, "selectionWeight": 0.1510075752059115, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 12868 }, "hygon_k100-ai": { "available": true, "backlogHours": 748.9514563106795, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.1187280899629624, "queueFactor": 1.0241090371493269, "queueWeight": 1.0241090371493269, "recentSuccess": 31, "recentSuccessRate": 0.30097087378640774, "recentTerminal": 103, "recentWilsonLowerBound": 0.22085799615777002, "running": 6, "selectionWeight": 1.1456995470438749, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 12857 } }, "queueAttemptedAt": "2026-09-15T09:00:55.659924+00:00", "queueError": null, "queueUpdatedAt": "2026-09-15T09:00:55.659924+00:00", "supportedGpus": [ "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "Biren_166m", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }