{ "communityAttemptedAt": "2026-09-14T09:40:54.137055+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-14T09:40:54.137055+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": "2026-09-14T09:44:05.905001+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 942.5637583892618, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.204446773507542, "queueFactor": 0.9956554863202007, "queueWeight": 0.9956554863202007, "recentSuccess": 59, "recentSuccessRate": 0.3959731543624161, "recentTerminal": 149, "recentWilsonLowerBound": 0.3210090155907528, "running": 8, "selectionWeight": 1.1992140380234484, "stale": false, "submissionEligible": true, "throughputPerHour": 24.833333333333332, "waiting": 23407 }, "Ascend_910-b4": { "available": true, "backlogHours": 1750.7368421052631, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9073452522106373, "queueWeight": 0.9073452522106373, "recentSuccess": 52, "recentSuccessRate": 0.5473684210526316, "recentTerminal": 95, "recentWilsonLowerBound": 0.44738087012743116, "running": 8, "selectionWeight": 2.2683631305265934, "stale": false, "submissionEligible": true, "throughputPerHour": 15.833333333333334, "waiting": 27720 }, "Biren_166m": { "available": true, "backlogHours": 144.8, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.10432163811068265, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 29, "recentSuccessRate": 0.14871794871794872, "recentTerminal": 195, "recentWilsonLowerBound": 0.10558497763208131, "running": 2, "selectionWeight": 0.13561812954388744, "stale": false, "submissionEligible": true, "throughputPerHour": 32.5, "waiting": 4706 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1269.4647887323943, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4955931634388197, "queueFactor": 0.9521658536090669, "queueWeight": 0.9521658536090669, "recentSuccess": 22, "recentSuccessRate": 0.30985915492957744, "recentTerminal": 71, "recentWilsonLowerBound": 0.2143957547902181, "running": 7, "selectionWeight": 0.4718868875085416, "stale": false, "submissionEligible": true, "throughputPerHour": 11.833333333333334, "waiting": 15022 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 473.99999999999994, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4468393076266605, "queueFactor": 1.1037963420114012, "queueWeight": 1.1037963420114012, "recentSuccess": 32, "recentSuccessRate": 0.2782608695652174, "recentTerminal": 115, "recentWilsonLowerBound": 0.20453775426690435, "running": 7, "selectionWeight": 0.4932195932252151, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 9085 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 48.54545454545455, "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": 0.045454545454545456, "recentTerminal": 330, "recentWilsonLowerBound": 0.027736465445529563, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 55.0, "waiting": 2670 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 147.13793103448276, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.6726070618075863, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 54, "recentSuccessRate": 0.3103448275862069, "recentTerminal": 174, "recentWilsonLowerBound": 0.24632320422949952, "running": 1, "selectionWeight": 0.8743891803498622, "stale": false, "submissionEligible": true, "throughputPerHour": 29.0, "waiting": 4267 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1946.5, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6026840645097137, "queueFactor": 0.8930330677988031, "queueWeight": 0.8930330677988031, "recentSuccess": 17, "recentSuccessRate": 0.3541666666666667, "recentTerminal": 48, "recentWilsonLowerBound": 0.23433457112685732, "running": 2, "selectionWeight": 0.5382167990425614, "stale": false, "submissionEligible": true, "throughputPerHour": 8.0, "waiting": 15572 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 888.6315789473684, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4234915985521931, "queueFactor": 1.0044942159479042, "queueWeight": 1.0044942159479042, "recentSuccess": 22, "recentSuccessRate": 0.2894736842105263, "recentTerminal": 76, "recentWilsonLowerBound": 0.19960875564331393, "running": 7, "selectionWeight": 0.4253948612482098, "stale": false, "submissionEligible": true, "throughputPerHour": 12.666666666666666, "waiting": 11256 }, "MetaX_c-500": { "available": true, "backlogHours": 752.3478260869565, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5231551825570848, "queueFactor": 1.029894884881518, "queueWeight": 1.029894884881518, "recentSuccess": 28, "recentSuccessRate": 0.30434782608695654, "recentTerminal": 92, "recentWilsonLowerBound": 0.21973557523585982, "running": 4, "selectionWeight": 0.5387948465147984, "stale": false, "submissionEligible": true, "throughputPerHour": 15.333333333333334, "waiting": 11536 }, "Mthreads_s4000": { "available": true, "backlogHours": 2051.3636363636365, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.368912187290672, "queueFactor": 0.8860317891284637, "queueWeight": 0.8860317891284637, "recentSuccess": 30, "recentSuccessRate": 0.45454545454545453, "recentTerminal": 66, "recentWilsonLowerBound": 0.34023931259175594, "running": 4, "selectionWeight": 1.2128997144649127, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "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": 0.0858575873040103, "queueFactor": 0.8062567925948269, "queueWeight": 0.8062567925948269, "recentSuccess": 5, "recentSuccessRate": 0.21739130434782608, "recentTerminal": 23, "recentWilsonLowerBound": 0.09663835601719065, "running": 2, "selectionWeight": 0.06922326295966168, "stale": false, "submissionEligible": true, "throughputPerHour": 3.8333333333333335, "waiting": 14750 }, "Vastai_va16": { "available": true, "backlogHours": 1438.5, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.1445107641235251, "queueFactor": 0.9344783020160206, "queueWeight": 0.9344783020160206, "recentSuccess": 11, "recentSuccessRate": 0.21153846153846154, "recentTerminal": 52, "recentWilsonLowerBound": 0.12244245849448493, "running": 16, "selectionWeight": 0.13504217348118938, "stale": false, "submissionEligible": true, "throughputPerHour": 8.666666666666666, "waiting": 12467 }, "hygon_k100-ai": { "available": true, "backlogHours": 614.0512820512821, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.33108351324996566, "queueFactor": 1.0617566881729026, "queueWeight": 1.0617566881729026, "recentSuccess": 29, "recentSuccessRate": 0.24786324786324787, "recentTerminal": 117, "recentWilsonLowerBound": 0.1784782855379003, "running": 6, "selectionWeight": 0.3515301345369328, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 11974 } }, "queueAttemptedAt": "2026-09-14T09:34:44.568683+00:00", "queueError": null, "queueUpdatedAt": "2026-09-14T09:34:44.568683+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 }