{ "communityAttemptedAt": "2026-09-11T04:19:56.980777+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-11T04:19:56.980777+00:00", "frameworkAttemptedAt": "2026-09-11T02:36:24.395876+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 31495, "officialConfigError": null, "officialConfigValid": true, "successCount": 13572, "successRate": 0.4309255437371011, "wilsonLowerBound": 0.4254651312965495 }, "vllm": { "framework": "vllm", "modelCount": 36599, "officialConfigError": null, "officialConfigValid": true, "successCount": 10459, "successRate": 0.2857728353233695, "wilsonLowerBound": 0.2811669025735604 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7073, "officialConfigError": null, "officialConfigValid": true, "successCount": 3224, "successRate": 0.45581789905273573, "wilsonLowerBound": 0.44423795357071194 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63802, "officialConfigError": null, "officialConfigValid": true, "successCount": 12060, "successRate": 0.18902228770257987, "wilsonLowerBound": 0.18600295990435917 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14143, "officialConfigError": null, "officialConfigValid": true, "successCount": 2792, "successRate": 0.19741214735204696, "wilsonLowerBound": 0.190934469887834 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5198, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.007118122354751828, "wilsonLowerBound": 0.005168709921226309 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 25981, "officialConfigError": null, "officialConfigValid": true, "successCount": 3188, "successRate": 0.1227050536930834, "wilsonLowerBound": 0.11877111204259122 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16453, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10162280435178994, "wilsonLowerBound": 0.09709841674558665 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 9510, "officialConfigError": null, "officialConfigValid": true, "successCount": 4122, "successRate": 0.4334384858044164, "wilsonLowerBound": 0.42350748095435564 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24035, "officialConfigError": null, "officialConfigValid": true, "successCount": 3771, "successRate": 0.15689619305179947, "wilsonLowerBound": 0.15235293968133534 }, "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": 39614, "officialConfigError": null, "officialConfigValid": true, "successCount": 9993, "successRate": 0.2522593022668754, "wilsonLowerBound": 0.24800654764012037 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22925, "officialConfigError": null, "officialConfigValid": true, "successCount": 3029, "successRate": 0.13212649945474372, "wilsonLowerBound": 0.12780453252012813 }, "vllm": { "framework": "vllm", "modelCount": 86493, "officialConfigError": null, "officialConfigValid": true, "successCount": 9762, "successRate": 0.1128646248829385, "wilsonLowerBound": 0.11077297578003144 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 38700, "officialConfigError": null, "officialConfigValid": true, "successCount": 4749, "successRate": 0.12271317829457365, "wilsonLowerBound": 0.11948155852399256 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26210, "officialConfigError": null, "officialConfigValid": true, "successCount": 3229, "successRate": 0.12319725295688669, "wilsonLowerBound": 0.1192733804638484 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87463, "officialConfigError": null, "officialConfigValid": true, "successCount": 20339, "successRate": 0.23254404719710048, "wilsonLowerBound": 0.22975605524375456 }, "transformers": { "framework": "transformers", "modelCount": 5060, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11106719367588933, "wilsonLowerBound": 0.1027026950397921 }, "vllm": { "framework": "vllm", "modelCount": 112429, "officialConfigError": null, "officialConfigValid": true, "successCount": 16502, "successRate": 0.1467770770886515, "wilsonLowerBound": 0.14472054254410907 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15666, "officialConfigError": null, "officialConfigValid": true, "successCount": 3206, "successRate": 0.20464700625558535, "wilsonLowerBound": 0.1984020644073587 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42453, "officialConfigError": null, "officialConfigValid": true, "successCount": 5515, "successRate": 0.12990836925541185, "wilsonLowerBound": 0.1267436451680447 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6053, "officialConfigError": null, "officialConfigValid": true, "successCount": 471, "successRate": 0.07781265488187676, "wilsonLowerBound": 0.0713287871643087 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 29947, "officialConfigError": null, "officialConfigValid": true, "successCount": 5118, "successRate": 0.17090192673723578, "wilsonLowerBound": 0.16668080480645717 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60739, "officialConfigError": null, "officialConfigValid": true, "successCount": 12377, "successRate": 0.20377352277778693, "wilsonLowerBound": 0.2005888796542369 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6091, "officialConfigError": null, "officialConfigValid": true, "successCount": 1798, "successRate": 0.2951896240354622, "wilsonLowerBound": 0.2838665109879639 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11751, "officialConfigError": null, "officialConfigValid": true, "successCount": 3083, "successRate": 0.26236065015743343, "wilsonLowerBound": 0.25448515205520367 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 58310, "officialConfigError": null, "officialConfigValid": true, "successCount": 15875, "successRate": 0.27225175784599553, "wilsonLowerBound": 0.26865391154708085 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 45880, "officialConfigError": null, "officialConfigValid": true, "successCount": 19907, "successRate": 0.4338927637314734, "wilsonLowerBound": 0.4293634053024654 }, "vllm": { "framework": "vllm", "modelCount": 35367, "officialConfigError": null, "officialConfigValid": true, "successCount": 2968, "successRate": 0.08392003845392598, "wilsonLowerBound": 0.08107530733996707 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 238, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 1.7071677795816769e-18 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6273, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030607364897178385, "wilsonLowerBound": 0.02662361262856994 }, "vllm": { "framework": "vllm", "modelCount": 9998, "officialConfigError": null, "officialConfigValid": true, "successCount": 729, "successRate": 0.07291458291658331, "wilsonLowerBound": 0.06798052485823007 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5404, "officialConfigError": null, "officialConfigValid": true, "successCount": 2265, "successRate": 0.4191339748334567, "wilsonLowerBound": 0.4060403027215072 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7361, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031925010188833036, "wilsonLowerBound": 0.028146666087929238 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 9968, "officialConfigError": null, "officialConfigValid": true, "successCount": 3423, "successRate": 0.3433988764044944, "wilsonLowerBound": 0.33413895256060566 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 25654, "officialConfigError": null, "officialConfigValid": true, "successCount": 12901, "successRate": 0.5028845404225462, "wilsonLowerBound": 0.49676611815838956 }, "vllm": { "framework": "vllm", "modelCount": 60475, "officialConfigError": null, "officialConfigValid": true, "successCount": 5872, "successRate": 0.09709797436957421, "wilsonLowerBound": 0.0947636031553658 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12048, "officialConfigError": null, "officialConfigValid": true, "successCount": 1648, "successRate": 0.13678618857901725, "wilsonLowerBound": 0.13076594196112173 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-11T04:23:26.109464+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1108.5, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.2933791899022022, "queueFactor": 0.9337829761706217, "queueWeight": 0.9337829761706217, "recentSuccess": 49, "recentSuccessRate": 0.3310810810810811, "recentTerminal": 148, "recentWilsonLowerBound": 0.26037890863761337, "running": 8, "selectionWeight": 2.141518445434648, "stale": false, "submissionEligible": true, "throughputPerHour": 24.666666666666668, "waiting": 27343 }, "Biren_166m": { "available": true, "backlogHours": 180.0, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.671121336111866, "queueFactor": 1.226494008188292, "queueWeight": 1.226494008188292, "recentSuccess": 30, "recentSuccessRate": 0.20689655172413793, "recentTerminal": 145, "recentWilsonLowerBound": 0.14894514037451861, "running": 8, "selectionWeight": 0.8231262975085244, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 4350 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1089.3846153846155, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.8057452701287432, "queueFactor": 0.9362226008418004, "queueWeight": 0.9362226008418004, "recentSuccess": 19, "recentSuccessRate": 0.24358974358974358, "recentTerminal": 78, "recentWilsonLowerBound": 0.16185113739317145, "running": 7, "selectionWeight": 0.754356932415911, "stale": false, "submissionEligible": true, "throughputPerHour": 13.0, "waiting": 14162 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 538.3469387755102, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.238712406470512, "queueFactor": 1.0406315037891996, "queueWeight": 1.0406315037891996, "recentSuccess": 27, "recentSuccessRate": 0.2755102040816326, "recentTerminal": 98, "recentWilsonLowerBound": 0.19679426941928946, "running": 7, "selectionWeight": 1.289043154307747, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 8793 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 122.76521739130435, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.29895769215227, "queueWeight": 1.29895769215227, "recentSuccess": 9, "recentSuccessRate": 0.0782608695652174, "recentTerminal": 115, "recentWilsonLowerBound": 0.04171723449969325, "running": 0, "selectionWeight": 0.06494788460761351, "stale": false, "submissionEligible": false, "throughputPerHour": 19.166666666666668, "waiting": 2353 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 153.91836734693877, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.12002618763968328, "queueFactor": 1.2556330529791722, "queueWeight": 1.2556330529791722, "recentSuccess": 16, "recentSuccessRate": 0.10884353741496598, "recentTerminal": 147, "recentWilsonLowerBound": 0.0681149169880927, "running": 1, "selectionWeight": 0.1507088484234665, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 3771 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2395.230769230769, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.7027908172831547, "queueFactor": 0.8318675862879022, "queueWeight": 0.8318675862879022, "recentSuccess": 14, "recentSuccessRate": 0.358974358974359, "recentTerminal": 39, "recentWilsonLowerBound": 0.22741884696491108, "running": 2, "selectionWeight": 1.4164964871265424, "stale": false, "submissionEligible": true, "throughputPerHour": 6.5, "waiting": 15569 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 706.6304347826086, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.824472150252371, "queueFactor": 0.9990275292791422, "queueWeight": 0.9990275292791422, "recentSuccess": 22, "recentSuccessRate": 0.2391304347826087, "recentTerminal": 92, "recentWilsonLowerBound": 0.16355028781489545, "running": 7, "selectionWeight": 0.8236703752260879, "stale": false, "submissionEligible": true, "throughputPerHour": 15.333333333333334, "waiting": 10835 }, "MetaX_c-500": { "available": true, "backlogHours": 702.061855670103, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.1462302488593852, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 26, "recentSuccessRate": 0.26804123711340205, "recentTerminal": 97, "recentWilsonLowerBound": 0.18997431720820318, "running": 4, "selectionWeight": 1.1462302488593852, "stale": false, "submissionEligible": true, "throughputPerHour": 16.166666666666668, "waiting": 11350 }, "Mthreads_s4000": { "available": true, "backlogHours": 627.9605911330049, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.05, "queueFactor": 1.0168723727289128, "queueWeight": 1.0168723727289128, "recentSuccess": 12, "recentSuccessRate": 0.059113300492610835, "recentTerminal": 203, "recentWilsonLowerBound": 0.03413485824824486, "running": 4, "selectionWeight": 0.050843618636445646, "stale": false, "submissionEligible": false, "throughputPerHour": 33.833333333333336, "waiting": 21246 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3731.2173913043475, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1216362090434455, "queueFactor": 0.7783567996037204, "queueWeight": 0.7783567996037204, "recentSuccess": 8, "recentSuccessRate": 0.34782608695652173, "recentTerminal": 23, "recentWilsonLowerBound": 0.18811054636982238, "running": 2, "selectionWeight": 0.8730331699907058, "stale": false, "submissionEligible": true, "throughputPerHour": 3.8333333333333335, "waiting": 14303 }, "Vastai_va16": { "available": true, "backlogHours": 854.5, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.8338047943629273, "queueFactor": 0.9709558810467114, "queueWeight": 0.9709558810467114, "recentSuccess": 18, "recentSuccessRate": 0.25, "recentTerminal": 72, "recentWilsonLowerBound": 0.1643892112532576, "running": 16, "selectionWeight": 0.8095876687316281, "stale": false, "submissionEligible": true, "throughputPerHour": 12.0, "waiting": 10254 }, "hygon_k100-ai": { "available": true, "backlogHours": 590.7272727272727, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 1.0262383816288816, "queueWeight": 1.0262383816288816, "recentSuccess": 32, "recentSuccessRate": 0.36363636363636365, "recentTerminal": 88, "recentWilsonLowerBound": 0.2707914560503069, "running": 6, "selectionWeight": 2.565595954072204, "stale": false, "submissionEligible": true, "throughputPerHour": 14.666666666666666, "waiting": 8664 } }, "queueAttemptedAt": "2026-09-11T04:19:56.980777+00:00", "queueError": null, "queueUpdatedAt": "2026-09-11T04:19:56.980777+00:00", "supportedGpus": [ "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Biren_166m", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }