{ "communityAttemptedAt": "2026-09-29T23:54:06.255779+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-29T23:54:06.255779+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": "2026-09-29T23:58:49.648804+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1504.8333333333333, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6662246305849044, "queueFactor": 0.9631711545507079, "queueWeight": 0.9631711545507079, "recentSuccess": 36, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 108, "recentWilsonLowerBound": 0.251503596837226, "running": 8, "selectionWeight": 0.6416883466305813, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 27087 }, "Ascend_910-b4": { "available": true, "backlogHours": 1274.2941176470588, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3482044686265664, "queueFactor": 0.9874981173481963, "queueWeight": 0.9874981173481963, "recentSuccess": 58, "recentSuccessRate": 0.4264705882352941, "recentTerminal": 136, "recentWilsonLowerBound": 0.34649463011960996, "running": 8, "selectionWeight": 1.3313493745691596, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 28884 }, "Biren_166m": { "available": true, "backlogHours": 113.06849315068493, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.07608867586951558, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 29, "recentSuccessRate": 0.1324200913242009, "recentTerminal": 219, "recentWilsonLowerBound": 0.09380494202431262, "running": 8, "selectionWeight": 0.09891527863037025, "stale": false, "submissionEligible": false, "throughputPerHour": 36.5, "waiting": 4127 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1898.6938775510205, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3812853370498292, "queueFactor": 0.9301617693569452, "queueWeight": 0.9301617693569452, "recentSuccess": 15, "recentSuccessRate": 0.30612244897959184, "recentTerminal": 49, "recentWilsonLowerBound": 0.1951532349314748, "running": 7, "selectionWeight": 0.35465704374012835, "stale": false, "submissionEligible": true, "throughputPerHour": 8.166666666666666, "waiting": 15506 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 537.5876288659794, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2019392710348443, "queueFactor": 1.1239819531133504, "queueWeight": 1.1239819531133504, "recentSuccess": 21, "recentSuccessRate": 0.21649484536082475, "recentTerminal": 97, "recentWilsonLowerBound": 0.14618670657065766, "running": 7, "selectionWeight": 0.2269760962680305, "stale": false, "submissionEligible": false, "throughputPerHour": 16.166666666666668, "waiting": 8691 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 30.59294117647059, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 6, "recentSuccessRate": 0.01411764705882353, "recentTerminal": 425, "recentWilsonLowerBound": 0.006485791534571774, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 70.83333333333333, "waiting": 2167 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 105.45205479452055, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 25, "recentSuccessRate": 0.08561643835616438, "recentTerminal": 292, "recentWilsonLowerBound": 0.05866273599265867, "running": 1, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 48.666666666666664, "waiting": 5132 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3233.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4900636531908969, "queueFactor": 0.8587878122430498, "queueWeight": 0.8587878122430498, "recentSuccess": 11, "recentSuccessRate": 0.36666666666666664, "recentTerminal": 30, "recentWilsonLowerBound": 0.2187370220401768, "running": 2, "selectionWeight": 0.42086069258364706, "stale": false, "submissionEligible": true, "throughputPerHour": 5.0, "waiting": 16165 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 344.33962264150944, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.20234951914270094, "queueFactor": 1.2016519019756111, "queueWeight": 1.2016519019756111, "recentSuccess": 32, "recentSuccessRate": 0.20125786163522014, "recentTerminal": 159, "recentWilsonLowerBound": 0.14632162477883665, "running": 8, "selectionWeight": 0.2431536845416769, "stale": false, "submissionEligible": false, "throughputPerHour": 26.5, "waiting": 9125 }, "MetaX_c-500": { "available": true, "backlogHours": 752.0240963855422, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5694838379007204, "queueFactor": 1.0687889734528604, "queueWeight": 1.0687889734528604, "recentSuccess": 27, "recentSuccessRate": 0.3253012048192771, "recentTerminal": 83, "recentWilsonLowerBound": 0.23419186209445625, "running": 4, "selectionWeight": 0.6086580465079061, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 10403 }, "Mthreads_s4000": { "available": true, "backlogHours": 2358.214285714286, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.9004077785581287, "queueWeight": 0.9004077785581287, "recentSuccess": 33, "recentSuccessRate": 0.5892857142857143, "recentTerminal": 56, "recentWilsonLowerBound": 0.45877362113703657, "running": 4, "selectionWeight": 2.251019446395322, "stale": false, "submissionEligible": true, "throughputPerHour": 9.333333333333334, "waiting": 22010 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2750.4324324324325, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8798660913577414, "queueWeight": 0.8798660913577414, "recentSuccess": 4, "recentSuccessRate": 0.10810810810810811, "recentTerminal": 37, "recentWilsonLowerBound": 0.04285120520506268, "running": 2, "selectionWeight": 0.043993304567887075, "stale": false, "submissionEligible": false, "throughputPerHour": 6.166666666666667, "waiting": 16961 }, "Vastai_va16": { "available": true, "backlogHours": 1069.2592592592594, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.34604275304805476, "queueFactor": 1.0138279852341965, "queueWeight": 1.0138279852341965, "recentSuccess": 22, "recentSuccessRate": 0.2716049382716049, "recentTerminal": 81, "recentWilsonLowerBound": 0.1867368992369412, "running": 16, "selectionWeight": 0.35082782712760396, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 14435 }, "hygon_k100-ai": { "available": true, "backlogHours": 1469.4473684210527, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9285026684941723, "queueFactor": 0.9666152058521786, "queueWeight": 0.9666152058521786, "recentSuccess": 30, "recentSuccessRate": 0.39473684210526316, "recentTerminal": 76, "recentWilsonLowerBound": 0.2924641219449393, "running": 6, "selectionWeight": 0.8975047980407915, "stale": false, "submissionEligible": true, "throughputPerHour": 12.666666666666666, "waiting": 18613 } }, "queueAttemptedAt": "2026-09-29T23:58:49.648804+00:00", "queueError": null, "queueUpdatedAt": "2026-09-29T23:58:49.648804+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 }