{ "communityAttemptedAt": "2026-09-14T10:48:39.933665+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-14T10:48:39.933665+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": "2026-09-14T10:54:57.710824+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 960.8630136986302, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.405194636144362, "queueFactor": 0.9880048253216175, "queueWeight": 0.9880048253216175, "recentSuccess": 54, "recentSuccessRate": 0.3698630136986301, "recentTerminal": 146, "recentWilsonLowerBound": 0.2958277620369417, "running": 8, "selectionWeight": 1.388339081026684, "stale": false, "submissionEligible": true, "throughputPerHour": 24.333333333333332, "waiting": 23381 }, "Ascend_910-b4": { "available": true, "backlogHours": 1458.6315789473683, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9280394656996244, "queueWeight": 0.9280394656996244, "recentSuccess": 54, "recentSuccessRate": 0.47368421052631576, "recentTerminal": 114, "recentWilsonLowerBound": 0.38438621389923394, "running": 8, "selectionWeight": 2.320098664249061, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 27714 }, "Biren_166m": { "available": true, "backlogHours": 131.30232558139534, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.08779258761536583, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 26, "recentSuccessRate": 0.12093023255813953, "recentTerminal": 215, "recentWilsonLowerBound": 0.08387635499553893, "running": 2, "selectionWeight": 0.11413036389997559, "stale": false, "submissionEligible": true, "throughputPerHour": 35.833333333333336, "waiting": 4705 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1234.2739726027398, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.43398209223835477, "queueFactor": 0.9515827298124242, "queueWeight": 0.9515827298124242, "recentSuccess": 19, "recentSuccessRate": 0.2602739726027397, "recentTerminal": 73, "recentWilsonLowerBound": 0.17342050231153916, "running": 7, "selectionWeight": 0.4129698640218809, "stale": false, "submissionEligible": true, "throughputPerHour": 12.166666666666666, "waiting": 15017 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 439.1129032258064, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4429977130102825, "queueFactor": 1.1111478679367919, "queueWeight": 1.1111478679367919, "recentSuccess": 30, "recentSuccessRate": 0.24193548387096775, "recentTerminal": 124, "recentWilsonLowerBound": 0.17504889877225968, "running": 7, "selectionWeight": 0.4922359643122502, "stale": false, "submissionEligible": true, "throughputPerHour": 20.666666666666668, "waiting": 9075 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 51.549839228295816, "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": 0.04501607717041801, "recentTerminal": 311, "recentWilsonLowerBound": 0.027001442535002352, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 51.833333333333336, "waiting": 2672 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 135.84126984126985, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.8530178453450238, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 56, "recentSuccessRate": 0.2962962962962963, "recentTerminal": 189, "recentWilsonLowerBound": 0.23577801490339084, "running": 3, "selectionWeight": 1.1089231989485309, "stale": false, "submissionEligible": true, "throughputPerHour": 31.5, "waiting": 4279 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1761.2830188679245, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.9117047743972899, "queueFactor": 0.9021607218716308, "queueWeight": 0.9021607218716308, "recentSuccess": 19, "recentSuccessRate": 0.3584905660377358, "recentTerminal": 53, "recentWilsonLowerBound": 0.24301769841123622, "running": 2, "selectionWeight": 0.8225042374040713, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 15558 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 812.3132530120481, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7591755441293868, "queueFactor": 1.0132106738354323, "queueWeight": 1.0132106738354323, "recentSuccess": 26, "recentSuccessRate": 0.3132530120481928, "recentTerminal": 83, "recentWilsonLowerBound": 0.22361249958256627, "running": 7, "selectionWeight": 0.7692047646267169, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 11237 }, "MetaX_c-500": { "available": true, "backlogHours": 751.5, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.4827452171806162, "queueFactor": 1.0251063868859773, "queueWeight": 1.0251063868859773, "recentSuccess": 24, "recentSuccessRate": 0.2608695652173913, "recentTerminal": 92, "recentWilsonLowerBound": 0.18202097082654678, "running": 4, "selectionWeight": 0.4948652053705079, "stale": false, "submissionEligible": true, "throughputPerHour": 15.333333333333334, "waiting": 11523 }, "Mthreads_s4000": { "available": true, "backlogHours": 2151.0476190476193, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.1355556226734933, "queueFactor": 0.8755093397572118, "queueWeight": 0.8755093397572118, "recentSuccess": 30, "recentSuccessRate": 0.47619047619047616, "recentTerminal": 63, "recentWilsonLowerBound": 0.35781921387369653, "running": 4, "selectionWeight": 1.8696988932216714, "stale": false, "submissionEligible": true, "throughputPerHour": 10.5, "waiting": 22586 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4215.142857142857, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.1477853320329958, "queueFactor": 0.7914736165509708, "queueWeight": 0.7914736165509708, "recentSuccess": 5, "recentSuccessRate": 0.23809523809523808, "recentTerminal": 21, "recentWilsonLowerBound": 0.10627856389112264, "running": 2, "selectionWeight": 0.11696819121734121, "stale": false, "submissionEligible": true, "throughputPerHour": 3.5, "waiting": 14753 }, "Vastai_va16": { "available": true, "backlogHours": 1288.6551724137933, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.2020489717980215, "queueFactor": 0.9454482861719808, "queueWeight": 0.9454482861719808, "recentSuccess": 12, "recentSuccessRate": 0.20689655172413793, "recentTerminal": 58, "recentWilsonLowerBound": 0.12251364354883215, "running": 16, "selectionWeight": 0.19102685410925033, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 12457 }, "hygon_k100-ai": { "available": true, "backlogHours": 619.1896551724138, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.3525863420138273, "queueFactor": 1.0553213717998677, "queueWeight": 1.0553213717998677, "recentSuccess": 26, "recentSuccessRate": 0.22413793103448276, "recentTerminal": 116, "recentWilsonLowerBound": 0.15779657235553665, "running": 6, "selectionWeight": 0.3720919021319296, "stale": false, "submissionEligible": true, "throughputPerHour": 19.333333333333332, "waiting": 11971 } }, "queueAttemptedAt": "2026-09-14T10:45:52.101830+00:00", "queueError": null, "queueUpdatedAt": "2026-09-14T10:45:52.101830+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 }