{ "communityAttemptedAt": "2026-09-14T08:50:21.172445+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-14T08:50:21.172445+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": "2026-09-14T08:56:06.311231+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 962.054794520548, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.773417240281709, "queueFactor": 0.9896919362053443, "queueWeight": 0.9896919362053443, "recentSuccess": 61, "recentSuccessRate": 0.4178082191780822, "recentTerminal": 146, "recentWilsonLowerBound": 0.3409174566492344, "running": 8, "selectionWeight": 1.755136742234343, "stale": false, "submissionEligible": true, "throughputPerHour": 24.333333333333332, "waiting": 23410 }, "Ascend_910-b4": { "available": true, "backlogHours": 1679.7575757575758, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9103177515389203, "queueWeight": 0.9103177515389203, "recentSuccess": 49, "recentSuccessRate": 0.494949494949495, "recentTerminal": 99, "recentWilsonLowerBound": 0.3985062952748374, "running": 8, "selectionWeight": 2.2757943788473005, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 27716 }, "Biren_166m": { "available": true, "backlogHours": 155.14285714285714, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.13015795527698532, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 27, "recentSuccessRate": 0.14835164835164835, "recentTerminal": 182, "recentWilsonLowerBound": 0.10400160797952315, "running": 2, "selectionWeight": 0.1692053418600809, "stale": false, "submissionEligible": true, "throughputPerHour": 30.333333333333332, "waiting": 4706 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1234.8493150684933, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5994491217892963, "queueFactor": 0.9533182524620044, "queueWeight": 0.9533182524620044, "recentSuccess": 22, "recentSuccessRate": 0.3013698630136986, "recentTerminal": 73, "recentWilsonLowerBound": 0.2082244364335746, "running": 7, "selectionWeight": 0.5714657892240552, "stale": false, "submissionEligible": true, "throughputPerHour": 12.166666666666666, "waiting": 15024 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 505.05555555555554, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4670314715379614, "queueFactor": 1.0901321051014534, "queueWeight": 1.0901321051014534, "recentSuccess": 28, "recentSuccessRate": 0.25925925925925924, "recentTerminal": 108, "recentWilsonLowerBound": 0.1858900560683251, "running": 7, "selectionWeight": 0.5091260012163074, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 9091 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 49.55555555555556, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 13, "recentSuccessRate": 0.040123456790123455, "recentTerminal": 324, "recentWilsonLowerBound": 0.023595673697026476, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 54.0, "waiting": 2676 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 146.43428571428572, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.9826224386924499, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 57, "recentSuccessRate": 0.32571428571428573, "recentTerminal": 175, "recentWilsonLowerBound": 0.260671027028461, "running": 1, "selectionWeight": 1.2774091703001849, "stale": false, "submissionEligible": true, "throughputPerHour": 29.166666666666668, "waiting": 4271 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2336.85, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1965989329644489, "queueFactor": 0.8663340370013117, "queueWeight": 0.8663340370013117, "recentSuccess": 17, "recentSuccessRate": 0.425, "recentTerminal": 40, "recentWilsonLowerBound": 0.2850916852481588, "running": 2, "selectionWeight": 1.036654384266553, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 15579 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 833.6296296296297, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6673394658271654, "queueFactor": 1.0111929466812282, "queueWeight": 1.0111929466812282, "recentSuccess": 25, "recentSuccessRate": 0.30864197530864196, "recentTerminal": 81, "recentWilsonLowerBound": 0.2186306293369854, "running": 7, "selectionWeight": 0.6748089608864482, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 11254 }, "MetaX_c-500": { "available": true, "backlogHours": 729.1578947368421, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6883147820723841, "queueFactor": 1.0317079228006245, "queueWeight": 1.0317079228006245, "recentSuccess": 29, "recentSuccessRate": 0.30526315789473685, "recentTerminal": 95, "recentWilsonLowerBound": 0.2217278400249833, "running": 4, "selectionWeight": 0.7101398140448639, "stale": false, "submissionEligible": true, "throughputPerHour": 15.833333333333334, "waiting": 11545 }, "Mthreads_s4000": { "available": true, "backlogHours": 2050.7272727272725, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.930213560307813, "queueFactor": 0.8834740892103867, "queueWeight": 0.8834740892103867, "recentSuccess": 31, "recentSuccessRate": 0.4696969696969697, "recentTerminal": 66, "recentWilsonLowerBound": 0.35430230971911897, "running": 4, "selectionWeight": 1.705293667174483, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 22558 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3838.4347826086955, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.1967344753882816, "queueFactor": 0.8041866848278293, "queueWeight": 0.8041866848278293, "recentSuccess": 6, "recentSuccessRate": 0.2608695652173913, "recentTerminal": 23, "recentWilsonLowerBound": 0.1254844588924897, "running": 2, "selectionWeight": 0.15821124555384436, "stale": false, "submissionEligible": true, "throughputPerHour": 3.8333333333333335, "waiting": 14714 }, "Vastai_va16": { "available": true, "backlogHours": 1385.111111111111, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.27634020575822726, "queueFactor": 0.9370382323577136, "queueWeight": 0.9370382323577136, "recentSuccess": 13, "recentSuccessRate": 0.24074074074074073, "recentTerminal": 54, "recentWilsonLowerBound": 0.14644154703850742, "running": 16, "selectionWeight": 0.2589413379330561, "stale": false, "submissionEligible": true, "throughputPerHour": 9.0, "waiting": 12466 }, "hygon_k100-ai": { "available": true, "backlogHours": 569.952380952381, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.43022782235783125, "queueFactor": 1.0705432491290714, "queueWeight": 1.0705432491290714, "recentSuccess": 31, "recentSuccessRate": 0.24603174603174602, "recentTerminal": 126, "recentWilsonLowerBound": 0.17908230637931405, "running": 6, "selectionWeight": 0.4605774908126776, "stale": false, "submissionEligible": true, "throughputPerHour": 21.0, "waiting": 11969 } }, "queueAttemptedAt": "2026-09-14T08:50:21.172445+00:00", "queueError": null, "queueUpdatedAt": "2026-09-14T08:50:21.172445+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 }