{ "communityAttemptedAt": "2026-09-14T09:23:39.036591+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-14T09:23:39.036591+00:00", "frameworkAttemptedAt": "2026-09-14T08:52:35.873259+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38903, "officialConfigError": null, "officialConfigValid": true, "successCount": 18691, "successRate": 0.4804513790710228, "wilsonLowerBound": 0.4754887473013081 }, "vllm": { "framework": "vllm", "modelCount": 51589, "officialConfigError": null, "officialConfigValid": true, "successCount": 14531, "successRate": 0.2816685727577584, "wilsonLowerBound": 0.27780335476171675 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2159, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.2686428902269569, "wilsonLowerBound": 0.25036847480988095 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32051, "officialConfigError": null, "officialConfigValid": true, "successCount": 13950, "successRate": 0.4352438301457053, "wilsonLowerBound": 0.42982400747321364 }, "vllm": { "framework": "vllm", "modelCount": 37050, "officialConfigError": null, "officialConfigValid": true, "successCount": 10563, "successRate": 0.2851012145748988, "wilsonLowerBound": 0.28052658059967994 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7797, "officialConfigError": null, "officialConfigValid": true, "successCount": 3443, "successRate": 0.4415800949082981, "wilsonLowerBound": 0.43058910752609597 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63852, "officialConfigError": null, "officialConfigValid": true, "successCount": 12067, "successRate": 0.18898390026937292, "wilsonLowerBound": 0.1859659863111859 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15938, "officialConfigError": null, "officialConfigValid": true, "successCount": 3198, "successRate": 0.200652528548124, "wilsonLowerBound": 0.19450730170886638 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5588, "officialConfigError": null, "officialConfigValid": true, "successCount": 47, "successRate": 0.008410880458124553, "wilsonLowerBound": 0.006331220151686142 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26055, "officialConfigError": null, "officialConfigValid": true, "successCount": 3202, "successRate": 0.12289387833429284, "wilsonLowerBound": 0.11896278620056841 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16459, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10158575855155234, "wilsonLowerBound": 0.09706293342977017 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 10195, "officialConfigError": null, "officialConfigValid": true, "successCount": 4364, "successRate": 0.42805296714075525, "wilsonLowerBound": 0.4184770207892547 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24081, "officialConfigError": null, "officialConfigValid": true, "successCount": 3778, "successRate": 0.15688717245961548, "wilsonLowerBound": 0.15234831695375226 }, "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": 40959, "officialConfigError": null, "officialConfigValid": true, "successCount": 10336, "successRate": 0.2523499108864963, "wilsonLowerBound": 0.2481666600454341 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23002, "officialConfigError": null, "officialConfigValid": true, "successCount": 3038, "successRate": 0.1320754716981132, "wilsonLowerBound": 0.1277613667522935 }, "vllm": { "framework": "vllm", "modelCount": 86532, "officialConfigError": null, "officialConfigValid": true, "successCount": 9763, "successRate": 0.11282531317893958, "wilsonLowerBound": 0.11073445383652336 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 39288, "officialConfigError": null, "officialConfigValid": true, "successCount": 4820, "successRate": 0.12268377112604358, "wilsonLowerBound": 0.11947648424760395 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 28655, "officialConfigError": null, "officialConfigValid": true, "successCount": 3314, "successRate": 0.115651718722736, "wilsonLowerBound": 0.11200021520136422 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87896, "officialConfigError": null, "officialConfigValid": true, "successCount": 20604, "successRate": 0.23441339765177027, "wilsonLowerBound": 0.23162438527040344 }, "transformers": { "framework": "transformers", "modelCount": 5099, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11021768974308688, "wilsonLowerBound": 0.10191366158708373 }, "vllm": { "framework": "vllm", "modelCount": 112465, "officialConfigError": null, "officialConfigValid": true, "successCount": 16505, "successRate": 0.146756768772507, "wilsonLowerBound": 0.14470068063362454 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 16030, "officialConfigError": null, "officialConfigValid": true, "successCount": 3281, "successRate": 0.20467872738615098, "wilsonLowerBound": 0.19850390397513457 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42663, "officialConfigError": null, "officialConfigValid": true, "successCount": 5552, "successRate": 0.13013618357827625, "wilsonLowerBound": 0.12697677767960353 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6301, "officialConfigError": null, "officialConfigValid": true, "successCount": 491, "successRate": 0.0779241390255515, "wilsonLowerBound": 0.07155966553002724 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30464, "officialConfigError": null, "officialConfigValid": true, "successCount": 5308, "successRate": 0.17423844537815125, "wilsonLowerBound": 0.17002005773437032 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60777, "officialConfigError": null, "officialConfigValid": true, "successCount": 12381, "successRate": 0.20371193050002467, "wilsonLowerBound": 0.20052864125350028 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6692, "officialConfigError": null, "officialConfigValid": true, "successCount": 1985, "successRate": 0.2966228332337119, "wilsonLowerBound": 0.2857980735780291 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12113, "officialConfigError": null, "officialConfigValid": true, "successCount": 3172, "successRate": 0.26186741517378026, "wilsonLowerBound": 0.2541142174545183 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 59448, "officialConfigError": null, "officialConfigValid": true, "successCount": 16198, "successRate": 0.27247342215045084, "wilsonLowerBound": 0.2689091086929003 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46164, "officialConfigError": null, "officialConfigValid": true, "successCount": 20096, "successRate": 0.43531756346937006, "wilsonLowerBound": 0.4308003076514547 }, "vllm": { "framework": "vllm", "modelCount": 35872, "officialConfigError": null, "officialConfigValid": true, "successCount": 3170, "successRate": 0.08836975914362176, "wilsonLowerBound": 0.08547642295677237 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 321, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "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": 10010, "officialConfigError": null, "officialConfigValid": true, "successCount": 733, "successRate": 0.07322677322677322, "wilsonLowerBound": 0.06828543573281327 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5636, "officialConfigError": null, "officialConfigValid": true, "successCount": 2370, "successRate": 0.4205110007097232, "wilsonLowerBound": 0.4076815301382713 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7369, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03189035147238431, "wilsonLowerBound": 0.02811605354795059 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10812, "officialConfigError": null, "officialConfigValid": true, "successCount": 3682, "successRate": 0.34054753977062524, "wilsonLowerBound": 0.3316728624686578 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26067, "officialConfigError": null, "officialConfigValid": true, "successCount": 13178, "successRate": 0.5055434073733073, "wilsonLowerBound": 0.4994735245262943 }, "vllm": { "framework": "vllm", "modelCount": 61085, "officialConfigError": null, "officialConfigValid": true, "successCount": 5998, "successRate": 0.09819104526479495, "wilsonLowerBound": 0.09585641518631678 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12266, "officialConfigError": null, "officialConfigValid": true, "successCount": 1734, "successRate": 0.141366378607533, "wilsonLowerBound": 0.13531291819401237 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-14T09:30:34.820489+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 961.7260273972603, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4332844201808725, "queueFactor": 0.9880525509263034, "queueWeight": 0.9880525509263034, "recentSuccess": 62, "recentSuccessRate": 0.4246575342465753, "recentTerminal": 146, "recentWilsonLowerBound": 0.34742075561217084, "running": 8, "selectionWeight": 1.4161603275626389, "stale": false, "submissionEligible": true, "throughputPerHour": 24.333333333333332, "waiting": 23402 }, "Ascend_910-b4": { "available": true, "backlogHours": 1750.6105263157895, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9031488200423615, "queueWeight": 0.9031488200423615, "recentSuccess": 52, "recentSuccessRate": 0.5473684210526316, "recentTerminal": 95, "recentWilsonLowerBound": 0.44738087012743116, "running": 8, "selectionWeight": 2.2578720501059037, "stale": false, "submissionEligible": true, "throughputPerHour": 15.833333333333334, "waiting": 27718 }, "Biren_166m": { "available": true, "backlogHours": 149.4920634920635, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.11190650521521286, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 29, "recentSuccessRate": 0.15343915343915343, "recentTerminal": 189, "recentWilsonLowerBound": 0.10900768153249332, "running": 2, "selectionWeight": 0.14547845677977672, "stale": false, "submissionEligible": true, "throughputPerHour": 31.5, "waiting": 4709 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1251.8333333333333, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.47981024163805475, "queueFactor": 0.9497422808322529, "queueWeight": 0.9497422808322529, "recentSuccess": 22, "recentSuccessRate": 0.3055555555555556, "recentTerminal": 72, "recentWilsonLowerBound": 0.2112648204592105, "running": 7, "selectionWeight": 0.4556960732600005, "stale": false, "submissionEligible": true, "throughputPerHour": 12.0, "waiting": 15022 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 478.1578947368421, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4558676863889314, "queueFactor": 1.0972410563592832, "queueWeight": 1.0972410563592832, "recentSuccess": 32, "recentSuccessRate": 0.2807017543859649, "recentTerminal": 114, "recentWilsonLowerBound": 0.2064060006774648, "running": 7, "selectionWeight": 0.5001967417734535, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 9085 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 48.48942598187311, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 15, "recentSuccessRate": 0.045317220543806644, "recentTerminal": 331, "recentWilsonLowerBound": 0.027652088551196993, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 55.166666666666664, "waiting": 2675 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 145.39772727272728, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.6866194809661335, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 55, "recentSuccessRate": 0.3125, "recentTerminal": 176, "recentWilsonLowerBound": 0.24864265974509014, "running": 1, "selectionWeight": 0.8926053252559735, "stale": false, "submissionEligible": true, "throughputPerHour": 29.333333333333332, "waiting": 4265 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1947.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6026840645097137, "queueFactor": 0.8888589637866218, "queueWeight": 0.8888589637866218, "recentSuccess": 17, "recentSuccessRate": 0.3541666666666667, "recentTerminal": 48, "recentWilsonLowerBound": 0.23433457112685732, "running": 2, "selectionWeight": 0.5357011330708136, "stale": false, "submissionEligible": true, "throughputPerHour": 8.0, "waiting": 15576 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 813.6144578313252, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.48905523369366816, "queueFactor": 1.013152803691491, "queueWeight": 1.013152803691491, "recentSuccess": 25, "recentSuccessRate": 0.30120481927710846, "recentTerminal": 83, "recentWilsonLowerBound": 0.21310549002452867, "running": 7, "selectionWeight": 0.4954876811767372, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 11255 }, "MetaX_c-500": { "available": true, "backlogHours": 760.6813186813187, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5893220992669167, "queueFactor": 1.023428098762049, "queueWeight": 1.023428098762049, "recentSuccess": 29, "recentSuccessRate": 0.31868131868131866, "recentTerminal": 91, "recentWilsonLowerBound": 0.2319585919157763, "running": 4, "selectionWeight": 0.6031287956112, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 11537 }, "Mthreads_s4000": { "available": true, "backlogHours": 2020.7462686567164, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.4438495864748782, "queueFactor": 0.8839159717251427, "queueWeight": 0.8839159717251427, "recentSuccess": 31, "recentSuccessRate": 0.4626865671641791, "recentTerminal": 67, "recentWilsonLowerBound": 0.3485824887535862, "running": 4, "selectionWeight": 1.2762417102538874, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 22565 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3847.8260869565215, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.15252729909666748, "queueFactor": 0.80251920450469, "queueWeight": 0.80251920450469, "recentSuccess": 6, "recentSuccessRate": 0.2608695652173913, "recentTerminal": 23, "recentWilsonLowerBound": 0.1254844588924897, "running": 2, "selectionWeight": 0.12240608673630651, "stale": false, "submissionEligible": true, "throughputPerHour": 3.8333333333333335, "waiting": 14750 }, "Vastai_va16": { "available": true, "backlogHours": 1438.3846153846155, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.1445107641235251, "queueFactor": 0.9301575055580782, "queueWeight": 0.9301575055580782, "recentSuccess": 11, "recentSuccessRate": 0.21153846153846154, "recentTerminal": 52, "recentWilsonLowerBound": 0.12244245849448493, "running": 16, "selectionWeight": 0.1344177718834299, "stale": false, "submissionEligible": true, "throughputPerHour": 8.666666666666666, "waiting": 12466 }, "hygon_k100-ai": { "available": true, "backlogHours": 588.9344262295082, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.35901055372134705, "queueFactor": 1.0634760355401534, "queueWeight": 1.0634760355401534, "recentSuccess": 31, "recentSuccessRate": 0.2540983606557377, "recentTerminal": 122, "recentWilsonLowerBound": 0.18517041283138747, "running": 6, "selectionWeight": 0.38179912038865343, "stale": false, "submissionEligible": true, "throughputPerHour": 20.333333333333332, "waiting": 11975 } }, "queueAttemptedAt": "2026-09-14T09:23:39.036591+00:00", "queueError": null, "queueUpdatedAt": "2026-09-14T09:23:39.036591+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 }