{ "communityAttemptedAt": "2026-09-30T01:03:47.263779+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-30T01:03:47.263779+00:00", "frameworkAttemptedAt": "2026-09-29T20:18:03.570924+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40158, "officialConfigError": null, "officialConfigValid": true, "successCount": 19490, "successRate": 0.4853329349071169, "wilsonLowerBound": 0.48044632487689726 }, "vllm": { "framework": "vllm", "modelCount": 53783, "officialConfigError": null, "officialConfigValid": true, "successCount": 14949, "successRate": 0.27795028168752206, "wilsonLowerBound": 0.2741800681818067 }, "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": 3171, "officialConfigError": null, "officialConfigValid": true, "successCount": 899, "successRate": 0.2835067801955219, "wilsonLowerBound": 0.26808883491056007 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34709, "officialConfigError": null, "officialConfigValid": true, "successCount": 15835, "successRate": 0.4562217292344925, "wilsonLowerBound": 0.45098682993631267 }, "vllm": { "framework": "vllm", "modelCount": 38587, "officialConfigError": null, "officialConfigValid": true, "successCount": 10834, "successRate": 0.28076813434576414, "wilsonLowerBound": 0.27630635202083437 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10761, "officialConfigError": null, "officialConfigValid": true, "successCount": 4503, "successRate": 0.4184555338723167, "wilsonLowerBound": 0.40916560902539967 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64138, "officialConfigError": null, "officialConfigValid": true, "successCount": 12092, "successRate": 0.18853098007421498, "wilsonLowerBound": 0.1855225752776889 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 23616, "officialConfigError": null, "officialConfigValid": true, "successCount": 4844, "successRate": 0.20511517615176153, "wilsonLowerBound": 0.20001337202252867 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7011, "officialConfigError": null, "officialConfigValid": true, "successCount": 79, "successRate": 0.011268007416916274, "wilsonLowerBound": 0.009051123475798858 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26463, "officialConfigError": null, "officialConfigValid": true, "successCount": 3252, "successRate": 0.12288856138759778, "wilsonLowerBound": 0.11898754026741845 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16490, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10163735597331716, "wilsonLowerBound": 0.09711764770880076 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13150, "officialConfigError": null, "officialConfigValid": true, "successCount": 5392, "successRate": 0.41003802281368823, "wilsonLowerBound": 0.40165894318515766 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24465, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.15516043327202125, "wilsonLowerBound": 0.15067768656556627 }, "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": 47120, "officialConfigError": null, "officialConfigValid": true, "successCount": 11716, "successRate": 0.24864176570458404, "wilsonLowerBound": 0.24475967258860087 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23586, "officialConfigError": null, "officialConfigValid": true, "successCount": 3100, "successRate": 0.13143390146697193, "wilsonLowerBound": 0.12718180303857218 }, "vllm": { "framework": "vllm", "modelCount": 86815, "officialConfigError": null, "officialConfigValid": true, "successCount": 9767, "successRate": 0.1125035996083626, "wilsonLowerBound": 0.11041875867654109 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43113, "officialConfigError": null, "officialConfigValid": true, "successCount": 5267, "successRate": 0.12216732772017722, "wilsonLowerBound": 0.1191096873161058 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 38696, "officialConfigError": null, "officialConfigValid": true, "successCount": 3549, "successRate": 0.0917149059334298, "wilsonLowerBound": 0.08887952252083743 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90468, "officialConfigError": null, "officialConfigValid": true, "successCount": 22019, "successRate": 0.2433899279303179, "wilsonLowerBound": 0.24060448381769892 }, "transformers": { "framework": "transformers", "modelCount": 5409, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10722869291920872, "wilsonLowerBound": 0.09926004695577871 }, "vllm": { "framework": "vllm", "modelCount": 112754, "officialConfigError": null, "officialConfigValid": true, "successCount": 16526, "successRate": 0.14656686237295352, "wilsonLowerBound": 0.14451450898539636 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20371, "officialConfigError": null, "officialConfigValid": true, "successCount": 3714, "successRate": 0.18231800107996662, "wilsonLowerBound": 0.1770758507745676 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43282, "officialConfigError": null, "officialConfigValid": true, "successCount": 5632, "successRate": 0.13012337692343237, "wilsonLowerBound": 0.1269865415399851 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7381, "officialConfigError": null, "officialConfigValid": true, "successCount": 652, "successRate": 0.08833491396829699, "wilsonLowerBound": 0.08207306133247114 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32515, "officialConfigError": null, "officialConfigValid": true, "successCount": 6145, "successRate": 0.18898969706289404, "wilsonLowerBound": 0.18477107157674597 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61276, "officialConfigError": null, "officialConfigValid": true, "successCount": 12404, "successRate": 0.20242835694235917, "wilsonLowerBound": 0.19926556048196212 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11060, "officialConfigError": null, "officialConfigValid": true, "successCount": 3249, "successRate": 0.29376130198915007, "wilsonLowerBound": 0.2853451815349393 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14339, "officialConfigError": null, "officialConfigValid": true, "successCount": 3596, "successRate": 0.2507845735406932, "wilsonLowerBound": 0.2437569924370251 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64481, "officialConfigError": null, "officialConfigValid": true, "successCount": 17674, "successRate": 0.2740962454056234, "wilsonLowerBound": 0.27066682531238484 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 315, "officialConfigError": null, "officialConfigValid": true, "successCount": 199, "successRate": 0.6317460317460317, "wilsonLowerBound": 0.5771912724480218 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47404, "officialConfigError": null, "officialConfigValid": true, "successCount": 20983, "successRate": 0.4426419711416758, "wilsonLowerBound": 0.4381754134319434 }, "vllm": { "framework": "vllm", "modelCount": 37932, "officialConfigError": null, "officialConfigValid": true, "successCount": 4054, "successRate": 0.10687546135189287, "wilsonLowerBound": 0.10380597715054646 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 795, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6283, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030558650326277255, "wilsonLowerBound": 0.02658115788279188 }, "vllm": { "framework": "vllm", "modelCount": 10048, "officialConfigError": null, "officialConfigValid": true, "successCount": 747, "successRate": 0.07434315286624203, "wilsonLowerBound": 0.069374887461707 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6520, "officialConfigError": null, "officialConfigValid": true, "successCount": 2824, "successRate": 0.4331288343558282, "wilsonLowerBound": 0.4211439775684615 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7398, "officialConfigError": null, "officialConfigValid": true, "successCount": 242, "successRate": 0.03271154366044877, "wilsonLowerBound": 0.02889439609899827 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14591, "officialConfigError": null, "officialConfigValid": true, "successCount": 4724, "successRate": 0.3237612226715098, "wilsonLowerBound": 0.3162161230968598 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27311, "officialConfigError": null, "officialConfigValid": true, "successCount": 13918, "successRate": 0.5096115118450442, "wilsonLowerBound": 0.5036816373592693 }, "vllm": { "framework": "vllm", "modelCount": 64563, "officialConfigError": null, "officialConfigValid": true, "successCount": 6708, "successRate": 0.10389851772687143, "wilsonLowerBound": 0.10156835659986313 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13018, "officialConfigError": null, "officialConfigValid": true, "successCount": 2000, "successRate": 0.15363343063450607, "wilsonLowerBound": 0.14754118680737602 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-30T01:08:37.455422+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1212.358208955224, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.51652253905509, "queueFactor": 0.9911121423647502, "queueWeight": 0.9911121423647502, "recentSuccess": 40, "recentSuccessRate": 0.29850746268656714, "recentTerminal": 134, "recentWilsonLowerBound": 0.22752361778533114, "running": 8, "selectionWeight": 0.5119317602625707, "stale": false, "submissionEligible": true, "throughputPerHour": 22.333333333333332, "waiting": 27076 }, "Ascend_910-b4": { "available": true, "backlogHours": 1332.923076923077, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9873283483373405, "queueFactor": 0.9771172432884366, "queueWeight": 0.9771172432884366, "recentSuccess": 50, "recentSuccessRate": 0.38461538461538464, "recentTerminal": 130, "recentWilsonLowerBound": 0.3054379513321147, "running": 8, "selectionWeight": 0.9647355539479074, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 28880 }, "Biren_166m": { "available": true, "backlogHours": 118.50000000000001, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.09021121198326584, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 30, "recentSuccessRate": 0.14423076923076922, "recentTerminal": 208, "recentWilsonLowerBound": 0.10293400401931352, "running": 8, "selectionWeight": 0.1172745755782456, "stale": false, "submissionEligible": false, "throughputPerHour": 34.666666666666664, "waiting": 4108 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1661.4642857142856, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5249220237178479, "queueFactor": 0.9453525258161587, "queueWeight": 0.9453525258161587, "recentSuccess": 19, "recentSuccessRate": 0.3392857142857143, "recentTerminal": 56, "recentWilsonLowerBound": 0.22919799319334652, "running": 7, "selectionWeight": 0.49623636097819707, "stale": false, "submissionEligible": true, "throughputPerHour": 9.333333333333334, "waiting": 15507 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 438.15126050420173, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.12278601714096965, "queueFactor": 1.1545794693075555, "queueWeight": 1.1545794693075555, "recentSuccess": 21, "recentSuccessRate": 0.17647058823529413, "recentTerminal": 119, "recentWilsonLowerBound": 0.11841786530418902, "running": 7, "selectionWeight": 0.14176621450900914, "stale": false, "submissionEligible": false, "throughputPerHour": 19.833333333333332, "waiting": 8690 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 33.15544041450777, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 5, "recentSuccessRate": 0.012953367875647668, "recentTerminal": 386, "recentWilsonLowerBound": 0.005545171965420343, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 64.33333333333333, "waiting": 2133 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 134.0, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 21, "recentSuccessRate": 0.09210526315789473, "recentTerminal": 228, "recentWilsonLowerBound": 0.061031654303143786, "running": 7, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 38.0, "waiting": 5092 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3233.2, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7760472784780297, "queueFactor": 0.8555050055147646, "queueWeight": 0.8555050055147646, "recentSuccess": 13, "recentSuccessRate": 0.43333333333333335, "recentTerminal": 30, "recentWilsonLowerBound": 0.27377237430615114, "running": 2, "selectionWeight": 0.6639123312540648, "stale": false, "submissionEligible": true, "throughputPerHour": 5.0, "waiting": 16166 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 359.5657894736842, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2945741892811471, "queueFactor": 1.189325377284774, "queueWeight": 1.189325377284774, "recentSuccess": 36, "recentSuccessRate": 0.23684210526315788, "recentTerminal": 152, "recentWilsonLowerBound": 0.1762646849944096, "running": 8, "selectionWeight": 0.3503445588051567, "stale": false, "submissionEligible": true, "throughputPerHour": 25.333333333333332, "waiting": 9109 }, "MetaX_c-500": { "available": true, "backlogHours": 649.4375, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.22671987550546274, "queueFactor": 1.0883957471121601, "queueWeight": 1.0883957471121601, "recentSuccess": 22, "recentSuccessRate": 0.22916666666666666, "recentTerminal": 96, "recentWilsonLowerBound": 0.15648804837983804, "running": 4, "selectionWeight": 0.24676094828594405, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 10391 }, "Mthreads_s4000": { "available": true, "backlogHours": 2238.101694915254, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.9040354649722786, "queueWeight": 0.9040354649722786, "recentSuccess": 35, "recentSuccessRate": 0.5932203389830508, "recentTerminal": 59, "recentWilsonLowerBound": 0.465931713655643, "running": 5, "selectionWeight": 2.2600886624306966, "stale": false, "submissionEligible": true, "throughputPerHour": 9.833333333333334, "waiting": 22008 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2423.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8933351620032067, "queueWeight": 0.8933351620032067, "recentSuccess": 4, "recentSuccessRate": 0.09523809523809523, "recentTerminal": 42, "recentWilsonLowerBound": 0.037661638828312104, "running": 2, "selectionWeight": 0.04466675810016034, "stale": false, "submissionEligible": false, "throughputPerHour": 7.0, "waiting": 16961 }, "Vastai_va16": { "available": true, "backlogHours": 1082.55, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.26525196918275235, "queueFactor": 1.0080921798839397, "queueWeight": 1.0080921798839397, "recentSuccess": 20, "recentSuccessRate": 0.25, "recentTerminal": 80, "recentWilsonLowerBound": 0.1680610581209431, "running": 16, "selectionWeight": 0.2673984358319484, "stale": false, "submissionEligible": true, "throughputPerHour": 13.333333333333334, "waiting": 14434 }, "hygon_k100-ai": { "available": true, "backlogHours": 1202.0645161290322, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.5611010260963101, "queueFactor": 0.9923806186293659, "queueWeight": 0.9923806186293659, "recentSuccess": 30, "recentSuccessRate": 0.3225806451612903, "recentTerminal": 93, "recentWilsonLowerBound": 0.23624803528547358, "running": 6, "selectionWeight": 0.5568257833910282, "stale": false, "submissionEligible": true, "throughputPerHour": 15.5, "waiting": 18632 } }, "queueAttemptedAt": "2026-09-30T01:03:47.263779+00:00", "queueError": null, "queueUpdatedAt": "2026-09-30T01:03:47.263779+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "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 }