{ "communityAttemptedAt": "2026-09-10T20:28:32.757441+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-10T20:28:32.757441+00:00", "frameworkAttemptedAt": "2026-09-10T15:27:32.924657+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38338, "officialConfigError": null, "officialConfigValid": true, "successCount": 18295, "successRate": 0.47720277531430955, "wilsonLowerBound": 0.47220543078048205 }, "vllm": { "framework": "vllm", "modelCount": 50568, "officialConfigError": null, "officialConfigValid": true, "successCount": 14328, "successRate": 0.28334124347413386, "wilsonLowerBound": 0.27943019786424367 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1789, "officialConfigError": null, "officialConfigValid": true, "successCount": 449, "successRate": 0.2509782001117943, "wilsonLowerBound": 0.23143456102944407 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 31416, "officialConfigError": null, "officialConfigValid": true, "successCount": 13521, "successRate": 0.43038579067990834, "wilsonLowerBound": 0.42491943017841394 }, "vllm": { "framework": "vllm", "modelCount": 36525, "officialConfigError": null, "officialConfigValid": true, "successCount": 10442, "successRate": 0.285886379192334, "wilsonLowerBound": 0.28127524230104706 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6968, "officialConfigError": null, "officialConfigValid": true, "successCount": 3199, "successRate": 0.4590987370838117, "wilsonLowerBound": 0.4474237173995597 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63793, "officialConfigError": null, "officialConfigValid": true, "successCount": 12060, "successRate": 0.18904895521452197, "wilsonLowerBound": 0.18602924981833124 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13844, "officialConfigError": null, "officialConfigValid": true, "successCount": 2735, "successRate": 0.19755850910141579, "wilsonLowerBound": 0.1910102609114936 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5151, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.007183071248301301, "wilsonLowerBound": 0.005215910778690411 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 25961, "officialConfigError": null, "officialConfigValid": true, "successCount": 3187, "successRate": 0.12276106467393398, "wilsonLowerBound": 0.11882483798483397 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16452, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10162898127887186, "wilsonLowerBound": 0.09710433315414777 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 9407, "officialConfigError": null, "officialConfigValid": true, "successCount": 4084, "successRate": 0.43414478579781013, "wilsonLowerBound": 0.4241575354389301 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24030, "officialConfigError": null, "officialConfigValid": true, "successCount": 3770, "successRate": 0.15688722430295465, "wilsonLowerBound": 0.1523436123834872 }, "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": 39427, "officialConfigError": null, "officialConfigValid": true, "successCount": 9945, "successRate": 0.25223831384584167, "wilsonLowerBound": 0.24797566376420394 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22915, "officialConfigError": null, "officialConfigValid": true, "successCount": 3026, "successRate": 0.1320532402356535, "wilsonLowerBound": 0.12773138638590842 }, "vllm": { "framework": "vllm", "modelCount": 86485, "officialConfigError": null, "officialConfigValid": true, "successCount": 9762, "successRate": 0.11287506504018038, "wilsonLowerBound": 0.11078323440993057 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 38614, "officialConfigError": null, "officialConfigValid": true, "successCount": 4738, "successRate": 0.12270161081473041, "wilsonLowerBound": 0.11946656975844437 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26133, "officialConfigError": null, "officialConfigValid": true, "successCount": 3213, "successRate": 0.12294799678567328, "wilsonLowerBound": 0.11902193180839078 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87397, "officialConfigError": null, "officialConfigValid": true, "successCount": 20307, "successRate": 0.23235351327848783, "wilsonLowerBound": 0.22956528173891405 }, "transformers": { "framework": "transformers", "modelCount": 5054, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.111199050257222, "wilsonLowerBound": 0.10282517065480763 }, "vllm": { "framework": "vllm", "modelCount": 112425, "officialConfigError": null, "officialConfigValid": true, "successCount": 16502, "successRate": 0.14678229931065154, "wilsonLowerBound": 0.14472569775049507 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15613, "officialConfigError": null, "officialConfigValid": true, "successCount": 3188, "successRate": 0.2041888170114648, "wilsonLowerBound": 0.19793878702309592 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42431, "officialConfigError": null, "officialConfigValid": true, "successCount": 5510, "successRate": 0.12985788692229738, "wilsonLowerBound": 0.12669288448244376 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6025, "officialConfigError": null, "officialConfigValid": true, "successCount": 469, "successRate": 0.07784232365145229, "wilsonLowerBound": 0.07134281712711635 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 29865, "officialConfigError": null, "officialConfigValid": true, "successCount": 5092, "successRate": 0.17050058597019924, "wilsonLowerBound": 0.16627776573653213 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60733, "officialConfigError": null, "officialConfigValid": true, "successCount": 12376, "successRate": 0.20377718867831326, "wilsonLowerBound": 0.20059236750741152 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5978, "officialConfigError": null, "officialConfigValid": true, "successCount": 1768, "successRate": 0.29575108732017397, "wilsonLowerBound": 0.28431600169064586 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11706, "officialConfigError": null, "officialConfigValid": true, "successCount": 3073, "successRate": 0.26251494959849647, "wilsonLowerBound": 0.2546229223317426 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 58155, "officialConfigError": null, "officialConfigValid": true, "successCount": 15830, "successRate": 0.2722035938440375, "wilsonLowerBound": 0.26860117980036025 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 45831, "officialConfigError": null, "officialConfigValid": true, "successCount": 19877, "successRate": 0.43370207937858657, "wilsonLowerBound": 0.42917055264073056 }, "vllm": { "framework": "vllm", "modelCount": 35052, "officialConfigError": null, "officialConfigValid": true, "successCount": 2968, "successRate": 0.08467419833390391, "wilsonLowerBound": 0.08180502284967742 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 211, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "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": 9997, "officialConfigError": null, "officialConfigValid": true, "successCount": 728, "successRate": 0.07282184655396619, "wilsonLowerBound": 0.06789056951143375 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5367, "officialConfigError": null, "officialConfigValid": true, "successCount": 2248, "successRate": 0.4188559716787777, "wilsonLowerBound": 0.4057188914791776 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7360, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03192934782608696, "wilsonLowerBound": 0.02815049734326355 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 9857, "officialConfigError": null, "officialConfigValid": true, "successCount": 3390, "successRate": 0.3439180277975043, "wilsonLowerBound": 0.3346028962130698 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 25585, "officialConfigError": null, "officialConfigValid": true, "successCount": 12865, "successRate": 0.5028336916161814, "wilsonLowerBound": 0.4967070292687963 }, "vllm": { "framework": "vllm", "modelCount": 60431, "officialConfigError": null, "officialConfigValid": true, "successCount": 5864, "successRate": 0.09703628932170574, "wilsonLowerBound": 0.0947017509028485 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12006, "officialConfigError": null, "officialConfigValid": true, "successCount": 1628, "successRate": 0.13559886723305015, "wilsonLowerBound": 0.1295911942318147 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-10T20:32:41.239062+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1016.6521739130435, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.7329767089742059, "queueFactor": 0.9759843055908214, "queueWeight": 0.9759843055908214, "recentSuccess": 53, "recentSuccessRate": 0.38405797101449274, "recentTerminal": 138, "recentWilsonLowerBound": 0.30709368733232695, "running": 8, "selectionWeight": 1.6913580699132573, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 23383 }, "Ascend_910-b4": { "available": true, "backlogHours": 1097.92, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5718950337342057, "queueFactor": 0.9647906558344617, "queueWeight": 0.9647906558344617, "recentSuccess": 55, "recentSuccessRate": 0.36666666666666664, "recentTerminal": 150, "recentWilsonLowerBound": 0.293773196710732, "running": 8, "selectionWeight": 1.5165496404993575, "stale": false, "submissionEligible": true, "throughputPerHour": 25.0, "waiting": 27448 }, "Biren_166m": { "available": true, "backlogHours": 157.45664739884393, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.16233564298099065, "queueFactor": 1.2910544027045447, "queueWeight": 1.2910544027045447, "recentSuccess": 26, "recentSuccessRate": 0.15028901734104047, "recentTerminal": 173, "recentWilsonLowerBound": 0.10467090078416762, "running": 8, "selectionWeight": 0.2095841465864811, "stale": false, "submissionEligible": true, "throughputPerHour": 28.833333333333332, "waiting": 4540 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1052.0, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3347600113489212, "queueFactor": 0.9709935210340125, "queueWeight": 0.9709935210340125, "recentSuccess": 18, "recentSuccessRate": 0.2222222222222222, "recentTerminal": 81, "recentWilsonLowerBound": 0.14544491671551743, "running": 7, "selectionWeight": 0.325049802121075, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 14202 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 412.7906976744186, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6897758884329981, "queueFactor": 1.117272753140894, "queueWeight": 1.117272753140894, "recentSuccess": 35, "recentSuccessRate": 0.2713178294573643, "recentTerminal": 129, "recentWilsonLowerBound": 0.2020292258725099, "running": 7, "selectionWeight": 0.7706678059197418, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 8875 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 93.03947368421053, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 10, "recentSuccessRate": 0.06578947368421052, "recentTerminal": 152, "recentWilsonLowerBound": 0.03612441662263905, "running": 8, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 25.333333333333332, "waiting": 2357 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 112.31527093596058, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 17, "recentSuccessRate": 0.08374384236453201, "recentTerminal": 203, "recentWilsonLowerBound": 0.05294089722273682, "running": 5, "selectionWeight": 0.065, "stale": false, "submissionEligible": true, "throughputPerHour": 33.833333333333336, "waiting": 3800 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2925.9375, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.9116718302985256, "queueFactor": 0.8328732932272276, "queueWeight": 0.8328732932272276, "recentSuccess": 12, "recentSuccessRate": 0.375, "recentTerminal": 32, "recentWilsonLowerBound": 0.2293366846595921, "running": 2, "selectionWeight": 0.7593071196432272, "stale": false, "submissionEligible": true, "throughputPerHour": 5.333333333333333, "waiting": 15605 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 718.1538461538462, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3915393803921835, "queueFactor": 1.028220052870688, "queueWeight": 1.028220052870688, "recentSuccess": 21, "recentSuccessRate": 0.23076923076923078, "recentTerminal": 91, "recentWilsonLowerBound": 0.15618045094358188, "running": 7, "selectionWeight": 0.40258864240780734, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 10892 }, "MetaX_c-500": { "available": true, "backlogHours": 595.9826086956522, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.4976192423222091, "queueFactor": 1.0573862412060053, "queueWeight": 1.0573862412060053, "recentSuccess": 28, "recentSuccessRate": 0.24347826086956523, "recentTerminal": 115, "recentWilsonLowerBound": 0.17416253017380065, "running": 4, "selectionWeight": 0.526175740190861, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 11423 }, "Mthreads_s4000": { "available": true, "backlogHours": 1020.5238095238095, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.12313332347752287, "queueFactor": 0.9754280085630025, "queueWeight": 0.9754280085630025, "recentSuccess": 18, "recentSuccessRate": 0.14285714285714285, "recentTerminal": 126, "recentWilsonLowerBound": 0.09231305109862452, "running": 4, "selectionWeight": 0.12010769250742413, "stale": false, "submissionEligible": true, "throughputPerHour": 21.0, "waiting": 21431 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3574.25, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.321557816219921, "queueFactor": 0.8082411430463867, "queueWeight": 0.8082411430463867, "recentSuccess": 13, "recentSuccessRate": 0.5416666666666666, "recentTerminal": 24, "recentWilsonLowerBound": 0.3507455355310663, "running": 2, "selectionWeight": 1.8763785430298623, "stale": false, "submissionEligible": true, "throughputPerHour": 4.0, "waiting": 14297 }, "Vastai_va16": { "available": true, "backlogHours": 1010.9508196721312, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.746141259404154, "queueFactor": 0.9768079571513226, "queueWeight": 0.9768079571513226, "recentSuccess": 19, "recentSuccessRate": 0.3114754098360656, "recentTerminal": 61, "recentWilsonLowerBound": 0.20937273683536858, "running": 16, "selectionWeight": 0.7288367193448867, "stale": false, "submissionEligible": true, "throughputPerHour": 10.166666666666666, "waiting": 10278 }, "hygon_k100-ai": { "available": true, "backlogHours": 571.2527472527473, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 1.0641294138753004, "queueWeight": 1.0641294138753004, "recentSuccess": 42, "recentSuccessRate": 0.46153846153846156, "recentTerminal": 91, "recentWilsonLowerBound": 0.3627526243994019, "running": 6, "selectionWeight": 2.660323534688251, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 8664 } }, "queueAttemptedAt": "2026-09-10T20:32:41.239062+00:00", "queueError": null, "queueUpdatedAt": "2026-09-10T20:32:41.239062+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", "Ascend_910-b3", "Iluvatar_bi-100", "Biren_166m", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }