{ "communityAttemptedAt": "2026-10-07T12:56:52.072799+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-07T12:56:52.072799+00:00", "frameworkAttemptedAt": "2026-10-07T08:51:19.082816+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41380, "officialConfigError": null, "officialConfigValid": true, "successCount": 20391, "successRate": 0.4927742870952151, "wilsonLowerBound": 0.4879580834301793 }, "vllm": { "framework": "vllm", "modelCount": 55428, "officialConfigError": null, "officialConfigValid": true, "successCount": 15217, "successRate": 0.2745363354261384, "wilsonLowerBound": 0.27083671106569096 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 0, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 3957, "officialConfigError": null, "officialConfigValid": true, "successCount": 1194, "successRate": 0.3017437452615618, "wilsonLowerBound": 0.2876395841035005 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36095, "officialConfigError": null, "officialConfigValid": true, "successCount": 16791, "successRate": 0.46518908436071477, "wilsonLowerBound": 0.4600473261317595 }, "vllm": { "framework": "vllm", "modelCount": 39331, "officialConfigError": null, "officialConfigValid": true, "successCount": 10955, "successRate": 0.27853347232462944, "wilsonLowerBound": 0.27412494242580115 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12001, "officialConfigError": null, "officialConfigValid": true, "successCount": 5050, "successRate": 0.42079826681109905, "wilsonLowerBound": 0.41199217134203897 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64200, "officialConfigError": null, "officialConfigValid": true, "successCount": 12095, "successRate": 0.1883956386292835, "wilsonLowerBound": 0.18538951980161134 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27503, "officialConfigError": null, "officialConfigValid": true, "successCount": 5961, "successRate": 0.21673999200087263, "wilsonLowerBound": 0.21191018463597908 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7501, "officialConfigError": null, "officialConfigValid": true, "successCount": 101, "successRate": 0.013464871350486601, "wilsonLowerBound": 0.011094443907275046 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26550, "officialConfigError": null, "officialConfigValid": true, "successCount": 3264, "successRate": 0.12293785310734463, "wilsonLowerBound": 0.11904245157890218 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16501, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10156960184231259, "wilsonLowerBound": 0.09705274789685281 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14674, "officialConfigError": null, "officialConfigValid": true, "successCount": 5871, "successRate": 0.40009540684203354, "wilsonLowerBound": 0.3921956250152796 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24636, "officialConfigError": null, "officialConfigValid": true, "successCount": 3804, "successRate": 0.1544081831466147, "wilsonLowerBound": 0.14994991340580133 }, "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": 49955, "officialConfigError": null, "officialConfigValid": true, "successCount": 12535, "successRate": 0.25092583324992496, "wilsonLowerBound": 0.24714317508322478 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23762, "officialConfigError": null, "officialConfigValid": true, "successCount": 3115, "successRate": 0.13109165895126673, "wilsonLowerBound": 0.12685992110174144 }, "vllm": { "framework": "vllm", "modelCount": 86912, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11238954344624448, "wilsonLowerBound": 0.11030679190751505 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45238, "officialConfigError": null, "officialConfigValid": true, "successCount": 5474, "successRate": 0.12100446527255847, "wilsonLowerBound": 0.11803122886915433 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44383, "officialConfigError": null, "officialConfigValid": true, "successCount": 3627, "successRate": 0.08172047856161142, "wilsonLowerBound": 0.07920793914224697 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91719, "officialConfigError": null, "officialConfigValid": true, "successCount": 22737, "successRate": 0.24789847250842245, "wilsonLowerBound": 0.2451145861002462 }, "transformers": { "framework": "transformers", "modelCount": 5473, "officialConfigError": null, "officialConfigValid": true, "successCount": 581, "successRate": 0.10615750045678787, "wilsonLowerBound": 0.09827082957026088 }, "vllm": { "framework": "vllm", "modelCount": 112820, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.14650771139868818, "wilsonLowerBound": 0.14445630187082825 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22333, "officialConfigError": null, "officialConfigValid": true, "successCount": 3894, "successRate": 0.17436081135539336, "wilsonLowerBound": 0.1694406798689507 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43526, "officialConfigError": null, "officialConfigValid": true, "successCount": 5659, "successRate": 0.13001424435969305, "wilsonLowerBound": 0.12688725889012745 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7797, "officialConfigError": null, "officialConfigValid": true, "successCount": 723, "successRate": 0.09272797229703732, "wilsonLowerBound": 0.08648876940540856 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33654, "officialConfigError": null, "officialConfigValid": true, "successCount": 6544, "successRate": 0.19444939680275747, "wilsonLowerBound": 0.19025585812926368 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61448, "officialConfigError": null, "officialConfigValid": true, "successCount": 12415, "successRate": 0.20204074990235646, "wilsonLowerBound": 0.19888465279701611 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13752, "officialConfigError": null, "officialConfigValid": true, "successCount": 3953, "successRate": 0.28744909831297266, "wilsonLowerBound": 0.27994510596458577 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14989, "officialConfigError": null, "officialConfigValid": true, "successCount": 3689, "successRate": 0.24611381679898592, "wilsonLowerBound": 0.239283551574437 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66420, "officialConfigError": null, "officialConfigValid": true, "successCount": 18306, "successRate": 0.275609756097561, "wilsonLowerBound": 0.27222467526809935 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 690, "officialConfigError": null, "officialConfigValid": true, "successCount": 423, "successRate": 0.6130434782608696, "wilsonLowerBound": 0.5761709802269077 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48007, "officialConfigError": null, "officialConfigValid": true, "successCount": 21417, "successRate": 0.4461224404774304, "wilsonLowerBound": 0.44168022858064404 }, "vllm": { "framework": "vllm", "modelCount": 39059, "officialConfigError": null, "officialConfigValid": true, "successCount": 4511, "successRate": 0.11549194807854783, "wilsonLowerBound": 0.11235996255723332 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 991, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6285, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03054892601431981, "wilsonLowerBound": 0.026572683176579088 }, "vllm": { "framework": "vllm", "modelCount": 10069, "officialConfigError": null, "officialConfigValid": true, "successCount": 755, "successRate": 0.07498261992253451, "wilsonLowerBound": 0.06999893763887836 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6998, "officialConfigError": null, "officialConfigValid": true, "successCount": 3060, "successRate": 0.43726779079737066, "wilsonLowerBound": 0.42568300276636784 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7406, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03294625978935998, "wilsonLowerBound": 0.029116949043479782 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15982, "officialConfigError": null, "officialConfigValid": true, "successCount": 4934, "successRate": 0.3087223126016769, "wilsonLowerBound": 0.3016067205519647 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27859, "officialConfigError": null, "officialConfigValid": true, "successCount": 14190, "successRate": 0.5093506586740371, "wilsonLowerBound": 0.5034793785890819 }, "vllm": { "framework": "vllm", "modelCount": 66447, "officialConfigError": null, "officialConfigValid": true, "successCount": 7001, "successRate": 0.10536216834469578, "wilsonLowerBound": 0.10305048996394064 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13390, "officialConfigError": null, "officialConfigValid": true, "successCount": 2123, "successRate": 0.1585511575802838, "wilsonLowerBound": 0.15246242810234995 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-07T13:08:32.348857+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1265.8153846153846, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3380083035028023, "queueFactor": 0.9810885450341951, "queueWeight": 0.9810885450341951, "recentSuccess": 43, "recentSuccessRate": 0.33076923076923076, "recentTerminal": 130, "recentWilsonLowerBound": 0.2557690588722058, "running": 8, "selectionWeight": 1.312704619727236, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 27426 }, "Ascend_910-b4": { "available": true, "backlogHours": 1403.203125, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9660412673417504, "queueWeight": 0.9660412673417504, "recentSuccess": 54, "recentSuccessRate": 0.421875, "recentTerminal": 128, "recentWilsonLowerBound": 0.3398196990498745, "running": 9, "selectionWeight": 2.415103168354376, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 29935 }, "Biren_166m": { "available": true, "backlogHours": 154.57142857142858, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6177178328212897, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 40, "recentSuccessRate": 0.23809523809523808, "recentTerminal": 168, "recentWilsonLowerBound": 0.17999951606842024, "running": 10, "selectionWeight": 0.8030331826676766, "stale": false, "submissionEligible": true, "throughputPerHour": 28.0, "waiting": 4328 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1233.9036144578313, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4882343399249939, "queueFactor": 0.9848533693003658, "queueWeight": 0.9848533693003658, "recentSuccess": 20, "recentSuccessRate": 0.24096385542168675, "recentTerminal": 83, "recentWilsonLowerBound": 0.16174622297217847, "running": 7, "selectionWeight": 0.48083923468327033, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 17069 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 420.0, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7301375643028076, "queueFactor": 1.157647576493395, "queueWeight": 1.157647576493395, "recentSuccess": 35, "recentSuccessRate": 0.26119402985074625, "recentTerminal": 134, "recentWilsonLowerBound": 0.19421284613583467, "running": 8, "selectionWeight": 0.8452419818219356, "stale": false, "submissionEligible": true, "throughputPerHour": 22.333333333333332, "waiting": 9380 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 59.02994011976048, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 9, "recentSuccessRate": 0.02694610778443114, "recentTerminal": 334, "recentWilsonLowerBound": 0.014239778631431319, "running": 30, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 55.666666666666664, "waiting": 3286 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 164.8841201716738, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.399128899385108, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 45, "recentSuccessRate": 0.19313304721030042, "recentTerminal": 233, "recentWilsonLowerBound": 0.14758918529398807, "running": 5, "selectionWeight": 0.5188675692006404, "stale": false, "submissionEligible": true, "throughputPerHour": 38.833333333333336, "waiting": 6403 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1579.728813559322, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.19844263100542325, "queueFactor": 0.9490222169768665, "queueWeight": 0.9490222169768665, "recentSuccess": 11, "recentSuccessRate": 0.1864406779661017, "recentTerminal": 59, "recentWilsonLowerBound": 0.10742612239043586, "running": 2, "selectionWeight": 0.18832646561948904, "stale": false, "submissionEligible": true, "throughputPerHour": 9.833333333333334, "waiting": 15534 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 431.72093023255815, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2618054388843614, "queueFactor": 1.1528778489417641, "queueWeight": 1.1528778489417641, "recentSuccess": 23, "recentSuccessRate": 0.17829457364341086, "recentTerminal": 129, "recentWilsonLowerBound": 0.12184608409727599, "running": 8, "selectionWeight": 0.3018296912222571, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 9282 }, "MetaX_c-500": { "available": true, "backlogHours": 684.8125, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7880806030250374, "queueFactor": 1.0757912525462534, "queueWeight": 1.0757912525462534, "recentSuccess": 27, "recentSuccessRate": 0.28125, "recentTerminal": 96, "recentWilsonLowerBound": 0.20107282637501533, "running": 5, "selectionWeight": 0.8478102190357116, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 10957 }, "Mthreads_s4000": { "available": true, "backlogHours": 1788.7397260273974, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.3411673982772592, "queueFactor": 0.9314974870911914, "queueWeight": 0.9314974870911914, "recentSuccess": 26, "recentSuccessRate": 0.3561643835616438, "recentTerminal": 73, "recentWilsonLowerBound": 0.2560433740070725, "running": 4, "selectionWeight": 1.249294061263898, "stale": false, "submissionEligible": true, "throughputPerHour": 12.166666666666666, "waiting": 21763 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2280.8, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.27912229661091065, "queueFactor": 0.8981537341212633, "queueWeight": 0.8981537341212633, "recentSuccess": 10, "recentSuccessRate": 0.2222222222222222, "recentTerminal": 45, "recentWilsonLowerBound": 0.12544551866005635, "running": 2, "selectionWeight": 0.25069473297759226, "stale": false, "submissionEligible": true, "throughputPerHour": 7.5, "waiting": 17106 }, "Vastai_va16": { "available": true, "backlogHours": 1399.5616438356165, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9664178785470204, "queueWeight": 0.9664178785470204, "recentSuccess": 0, "recentSuccessRate": 0.0, "recentTerminal": 73, "recentWilsonLowerBound": 0.0, "running": 16, "selectionWeight": 0.048320893927351026, "stale": false, "submissionEligible": false, "throughputPerHour": 12.166666666666666, "waiting": 17028 }, "hygon_k100-ai": { "available": true, "backlogHours": 995.15625, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.5892939984932899, "queueFactor": 1.0171384438348179, "queueWeight": 1.0171384438348179, "recentSuccess": 31, "recentSuccessRate": 0.2421875, "recentTerminal": 128, "recentWilsonLowerBound": 0.17618632286113767, "running": 7, "selectionWeight": 0.5993935805886624, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 21230 } }, "queueAttemptedAt": "2026-10-07T12:59:49.473199+00:00", "queueError": null, "queueUpdatedAt": "2026-10-07T12:59:49.473199+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "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 }