{ "communityAttemptedAt": "2026-09-27T04:57:20.775241+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-27T04:57:20.775241+00:00", "frameworkAttemptedAt": "2026-09-26T23:25:40.078539+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34198, "officialConfigError": null, "officialConfigValid": true, "successCount": 15456, "successRate": 0.4519562547517399, "wilsonLowerBound": 0.4466870773777446 }, "vllm": { "framework": "vllm", "modelCount": 38181, "officialConfigError": null, "officialConfigValid": true, "successCount": 10784, "successRate": 0.28244414761268694, "wilsonLowerBound": 0.2779504935644781 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10334, "officialConfigError": null, "officialConfigValid": true, "successCount": 4335, "successRate": 0.4194890652215986, "wilsonLowerBound": 0.4100061738757588 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64122, "officialConfigError": null, "officialConfigValid": true, "successCount": 12091, "successRate": 0.18856242787186925, "wilsonLowerBound": 0.18555345441815213 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 21815, "officialConfigError": null, "officialConfigValid": true, "successCount": 4507, "successRate": 0.20660096264038505, "wilsonLowerBound": 0.20128017173109503 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6790, "officialConfigError": null, "officialConfigValid": true, "successCount": 74, "successRate": 0.010898379970544918, "wilsonLowerBound": 0.008690623081188628 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26395, "officialConfigError": null, "officialConfigValid": true, "successCount": 3245, "successRate": 0.12293995074824778, "wilsonLowerBound": 0.11903325889759624 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16482, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10168668850867613, "wilsonLowerBound": 0.0971649021199942 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12568, "officialConfigError": null, "officialConfigValid": true, "successCount": 5201, "successRate": 0.41382877148313174, "wilsonLowerBound": 0.4052455373267606 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24408, "officialConfigError": null, "officialConfigValid": true, "successCount": 3794, "successRate": 0.15544083906915765, "wilsonLowerBound": 0.15094953339266573 }, "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": 45990, "officialConfigError": null, "officialConfigValid": true, "successCount": 11448, "successRate": 0.24892367906066537, "wilsonLowerBound": 0.2449929180062535 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23506, "officialConfigError": null, "officialConfigValid": true, "successCount": 3092, "successRate": 0.13154088317876286, "wilsonLowerBound": 0.12728014870742704 }, "vllm": { "framework": "vllm", "modelCount": 86763, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11253644986918387, "wilsonLowerBound": 0.11045071994022279 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42219, "officialConfigError": null, "officialConfigValid": true, "successCount": 5187, "successRate": 0.1228593761102821, "wilsonLowerBound": 0.1197622275807068 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 36647, "officialConfigError": null, "officialConfigValid": true, "successCount": 3507, "successRate": 0.09569678281987612, "wilsonLowerBound": 0.09272710607385085 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 89842, "officialConfigError": null, "officialConfigValid": true, "successCount": 21666, "successRate": 0.24115669731306072, "wilsonLowerBound": 0.2383704832017292 }, "transformers": { "framework": "transformers", "modelCount": 5353, "officialConfigError": null, "officialConfigValid": true, "successCount": 577, "successRate": 0.10779002428544741, "wilsonLowerBound": 0.09976182124253666 }, "vllm": { "framework": "vllm", "modelCount": 112719, "officialConfigError": null, "officialConfigValid": true, "successCount": 16523, "successRate": 0.1465857575031716, "wilsonLowerBound": 0.14453297651148447 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19385, "officialConfigError": null, "officialConfigValid": true, "successCount": 3680, "successRate": 0.1898375032241424, "wilsonLowerBound": 0.18437838455653657 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43109, "officialConfigError": null, "officialConfigValid": true, "successCount": 5601, "successRate": 0.1299264654712473, "wilsonLowerBound": 0.1267854699564439 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7136, "officialConfigError": null, "officialConfigValid": true, "successCount": 612, "successRate": 0.08576233183856502, "wilsonLowerBound": 0.07948623330640471 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32116, "officialConfigError": null, "officialConfigValid": true, "successCount": 5988, "successRate": 0.1864491219329929, "wilsonLowerBound": 0.18222712215271233 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61191, "officialConfigError": null, "officialConfigValid": true, "successCount": 12401, "successRate": 0.20266052197218545, "wilsonLowerBound": 0.19949416666317507 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10062, "officialConfigError": null, "officialConfigValid": true, "successCount": 2961, "successRate": 0.29427549194991054, "wilsonLowerBound": 0.28545087928858304 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14029, "officialConfigError": null, "officialConfigValid": true, "successCount": 3529, "successRate": 0.2515503599686364, "wilsonLowerBound": 0.24443883676843695 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 63555, "officialConfigError": null, "officialConfigValid": true, "successCount": 17406, "successRate": 0.2738730233655889, "wilsonLowerBound": 0.27041970257084336 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 187, "officialConfigError": null, "officialConfigValid": true, "successCount": 125, "successRate": 0.6684491978609626, "wilsonLowerBound": 0.5981796683409485 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47174, "officialConfigError": null, "officialConfigValid": true, "successCount": 20822, "successRate": 0.4413872048162123, "wilsonLowerBound": 0.4369112081499924 }, "vllm": { "framework": "vllm", "modelCount": 37504, "officialConfigError": null, "officialConfigValid": true, "successCount": 3876, "successRate": 0.10334897610921502, "wilsonLowerBound": 0.10030855969883865 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 754, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 4.3148248291150565e-19 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6282, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030563514804202482, "wilsonLowerBound": 0.02658539726335166 }, "vllm": { "framework": "vllm", "modelCount": 10040, "officialConfigError": null, "officialConfigValid": true, "successCount": 743, "successRate": 0.07400398406374502, "wilsonLowerBound": 0.06904470201407993 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6353, "officialConfigError": null, "officialConfigValid": true, "successCount": 2739, "successRate": 0.4311348968991028, "wilsonLowerBound": 0.4190020694716365 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7391, "officialConfigError": null, "officialConfigValid": true, "successCount": 240, "successRate": 0.03247192531457178, "wilsonLowerBound": 0.02866754709140733 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13648, "officialConfigError": null, "officialConfigValid": true, "successCount": 4428, "successRate": 0.32444314185228607, "wilsonLowerBound": 0.31663893382137076 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27064, "officialConfigError": null, "officialConfigValid": true, "successCount": 13778, "successRate": 0.509089565474431, "wilsonLowerBound": 0.5031326483331547 }, "vllm": { "framework": "vllm", "modelCount": 63998, "officialConfigError": null, "officialConfigValid": true, "successCount": 6565, "successRate": 0.10258133066658333, "wilsonLowerBound": 0.10025439462268444 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12875, "officialConfigError": null, "officialConfigValid": true, "successCount": 1938, "successRate": 0.1505242718446602, "wilsonLowerBound": 0.14445179089486898 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-27T05:09:23.867120+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1327.7209302325582, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.8369786943358484, "queueFactor": 0.9132036470193006, "queueWeight": 0.9132036470193006, "recentSuccess": 47, "recentSuccessRate": 0.3643410852713178, "recentTerminal": 129, "recentWilsonLowerBound": 0.28633215176838583, "running": 8, "selectionWeight": 0.7643319961449492, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 28546 }, "Biren_166m": { "available": true, "backlogHours": 139.3793103448276, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.09028031473413133, "queueFactor": 1.2805717320846355, "queueWeight": 1.2805717320846355, "recentSuccess": 26, "recentSuccessRate": 0.14942528735632185, "recentTerminal": 174, "recentWilsonLowerBound": 0.1040565705592922, "running": 8, "selectionWeight": 0.1156104190122326, "stale": false, "submissionEligible": false, "throughputPerHour": 29.0, "waiting": 4042 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1463.3225806451612, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.25074321407061756, "queueFactor": 0.8999795606536372, "queueWeight": 0.8999795606536372, "recentSuccess": 16, "recentSuccessRate": 0.25806451612903225, "recentTerminal": 62, "recentWilsonLowerBound": 0.16554737249309678, "running": 8, "selectionWeight": 0.22566376763615528, "stale": false, "submissionEligible": true, "throughputPerHour": 10.333333333333334, "waiting": 15121 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 445.57627118644064, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2400031848036845, "queueFactor": 1.075710355023345, "queueWeight": 1.075710355023345, "recentSuccess": 27, "recentSuccessRate": 0.2288135593220339, "recentTerminal": 118, "recentWilsonLowerBound": 0.16228575133845904, "running": 8, "selectionWeight": 0.25817391113190497, "stale": false, "submissionEligible": true, "throughputPerHour": 19.666666666666668, "waiting": 8763 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 39.15428571428571, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 14, "recentSuccessRate": 0.04, "recentTerminal": 350, "recentWilsonLowerBound": 0.023974059700530122, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 58.333333333333336, "waiting": 2284 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 95.2327868852459, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.12536094371552065, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 48, "recentSuccessRate": 0.15737704918032788, "recentTerminal": 305, "recentWilsonLowerBound": 0.12080187776758047, "running": 4, "selectionWeight": 0.16296922683017684, "stale": false, "submissionEligible": false, "throughputPerHour": 50.833333333333336, "waiting": 4841 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2665.3333333333335, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3890945951104907, "queueFactor": 0.8225663285755228, "queueWeight": 0.8225663285755228, "recentSuccess": 12, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 36, "recentWilsonLowerBound": 0.20214424774586046, "running": 2, "selectionWeight": 0.32005611256861594, "stale": false, "submissionEligible": true, "throughputPerHour": 6.0, "waiting": 15992 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 407.9148936170213, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.23081781522727057, "queueFactor": 1.0900545275972073, "queueWeight": 1.0900545275972073, "recentSuccess": 31, "recentSuccessRate": 0.2198581560283688, "recentTerminal": 141, "recentWilsonLowerBound": 0.15943251615033457, "running": 9, "selectionWeight": 0.2516040045385819, "stale": false, "submissionEligible": true, "throughputPerHour": 23.5, "waiting": 9586 }, "MetaX_c-500": { "available": true, "backlogHours": 520.3770491803278, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.4415097711103455, "queueFactor": 1.05095939612363, "queueWeight": 1.05095939612363, "recentSuccess": 35, "recentSuccessRate": 0.28688524590163933, "recentTerminal": 122, "recentWilsonLowerBound": 0.21409630394923995, "running": 4, "selectionWeight": 0.46400884242881085, "stale": false, "submissionEligible": true, "throughputPerHour": 20.333333333333332, "waiting": 10581 }, "Mthreads_s4000": { "available": true, "backlogHours": 2487.6470588235293, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8311230804290654, "queueWeight": 0.8311230804290654, "recentSuccess": 31, "recentSuccessRate": 0.6078431372549019, "recentTerminal": 51, "recentWilsonLowerBound": 0.4708491122516505, "running": 4, "selectionWeight": 2.0778077010726634, "stale": false, "submissionEligible": true, "throughputPerHour": 8.5, "waiting": 21145 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4296.782608695652, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4761464510502999, "queueFactor": 0.7657061763866919, "queueWeight": 0.7657061763866919, "recentSuccess": 9, "recentSuccessRate": 0.391304347826087, "recentTerminal": 23, "recentWilsonLowerBound": 0.22157377982382145, "running": 2, "selectionWeight": 0.3645882784338183, "stale": false, "submissionEligible": true, "throughputPerHour": 3.8333333333333335, "waiting": 16471 }, "Vastai_va16": { "available": true, "backlogHours": 724.8103448275863, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.3300714693031214, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 30, "recentSuccessRate": 0.25862068965517243, "recentTerminal": 116, "recentWilsonLowerBound": 0.18757950357929473, "running": 16, "selectionWeight": 0.3300714693031214, "stale": false, "submissionEligible": true, "throughputPerHour": 19.333333333333332, "waiting": 14013 }, "hygon_k100-ai": { "available": true, "backlogHours": 761.3478260869565, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.12295923024939877, "queueFactor": 0.9926501000009783, "queueWeight": 0.9926501000009783, "recentSuccess": 24, "recentSuccessRate": 0.17391304347826086, "recentTerminal": 138, "recentWilsonLowerBound": 0.11974434024398473, "running": 6, "selectionWeight": 0.122055492203109, "stale": false, "submissionEligible": false, "throughputPerHour": 23.0, "waiting": 17511 } }, "queueAttemptedAt": "2026-09-27T05:03:48.661413+00:00", "queueError": null, "queueUpdatedAt": "2026-09-27T05:03:48.661413+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Biren_166m", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }