{ "communityAttemptedAt": "2026-09-30T13:34:01.652766+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-30T13:34:01.652766+00:00", "frameworkAttemptedAt": "2026-09-30T08:06:04.668005+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40256, "officialConfigError": null, "officialConfigValid": true, "successCount": 19563, "successRate": 0.4859648251192369, "wilsonLowerBound": 0.48108392695307933 }, "vllm": { "framework": "vllm", "modelCount": 53899, "officialConfigError": null, "officialConfigValid": true, "successCount": 14967, "successRate": 0.2776860424126607, "wilsonLowerBound": 0.2739209961417689 }, "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": 3243, "officialConfigError": null, "officialConfigValid": true, "successCount": 914, "successRate": 0.2818378045020043, "wilsonLowerBound": 0.2666185720625757 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34787, "officialConfigError": null, "officialConfigValid": true, "successCount": 15894, "successRate": 0.45689481702935003, "wilsonLowerBound": 0.45166509274135147 }, "vllm": { "framework": "vllm", "modelCount": 38659, "officialConfigError": null, "officialConfigValid": true, "successCount": 10847, "successRate": 0.28058149460668924, "wilsonLowerBound": 0.27612477504118943 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10836, "officialConfigError": null, "officialConfigValid": true, "successCount": 4537, "successRate": 0.4186969361387966, "wilsonLowerBound": 0.40943826966088753 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64140, "officialConfigError": null, "officialConfigValid": true, "successCount": 12092, "successRate": 0.18852510134081696, "wilsonLowerBound": 0.18551677973478153 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 23884, "officialConfigError": null, "officialConfigValid": true, "successCount": 4899, "successRate": 0.20511639591358233, "wilsonLowerBound": 0.20004301404445157 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7055, "officialConfigError": null, "officialConfigValid": true, "successCount": 80, "successRate": 0.011339475549255847, "wilsonLowerBound": 0.009121070863476945 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26472, "officialConfigError": null, "officialConfigValid": true, "successCount": 3254, "successRate": 0.12292233303112723, "wilsonLowerBound": 0.11902149382397478 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16491, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10163119277181493, "wilsonLowerBound": 0.09711174413917853 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13265, "officialConfigError": null, "officialConfigValid": true, "successCount": 5426, "successRate": 0.4090463626083679, "wilsonLowerBound": 0.40070694922665295 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24474, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.15510337501021493, "wilsonLowerBound": 0.15062213237258332 }, "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": 47324, "officialConfigError": null, "officialConfigValid": true, "successCount": 11774, "successRate": 0.24879553714817007, "wilsonLowerBound": 0.2449209580493539 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23588, "officialConfigError": null, "officialConfigValid": true, "successCount": 3100, "successRate": 0.13142275733423775, "wilsonLowerBound": 0.12717099354142575 }, "vllm": { "framework": "vllm", "modelCount": 86820, "officialConfigError": null, "officialConfigValid": true, "successCount": 9767, "successRate": 0.11249712047915227, "wilsonLowerBound": 0.11041239222412472 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43250, "officialConfigError": null, "officialConfigValid": true, "successCount": 5280, "successRate": 0.12208092485549132, "wilsonLowerBound": 0.11902902517406508 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 39062, "officialConfigError": null, "officialConfigValid": true, "successCount": 3550, "successRate": 0.09088116327888997, "wilsonLowerBound": 0.08807071768856889 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90542, "officialConfigError": null, "officialConfigValid": true, "successCount": 22070, "successRate": 0.24375427978175873, "wilsonLowerBound": 0.24096853651816055 }, "transformers": { "framework": "transformers", "modelCount": 5412, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10716925351071692, "wilsonLowerBound": 0.09920478990009945 }, "vllm": { "framework": "vllm", "modelCount": 112755, "officialConfigError": null, "officialConfigValid": true, "successCount": 16526, "successRate": 0.1465655625027715, "wilsonLowerBound": 0.14451322578873768 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20529, "officialConfigError": null, "officialConfigValid": true, "successCount": 3720, "successRate": 0.18120707292123336, "wilsonLowerBound": 0.17599764742658236 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43288, "officialConfigError": null, "officialConfigValid": true, "successCount": 5634, "successRate": 0.1301515431528368, "wilsonLowerBound": 0.12701462876897476 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7410, "officialConfigError": null, "officialConfigValid": true, "successCount": 658, "successRate": 0.08879892037786774, "wilsonLowerBound": 0.08253340250711545 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32597, "officialConfigError": null, "officialConfigValid": true, "successCount": 6172, "successRate": 0.18934257753781022, "wilsonLowerBound": 0.1851261337422368 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61290, "officialConfigError": null, "officialConfigValid": true, "successCount": 12404, "successRate": 0.20238211780062001, "wilsonLowerBound": 0.19921995445527238 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11218, "officialConfigError": null, "officialConfigValid": true, "successCount": 3295, "successRate": 0.29372437154573006, "wilsonLowerBound": 0.28536753311869784 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14397, "officialConfigError": null, "officialConfigValid": true, "successCount": 3608, "successRate": 0.2506077655067028, "wilsonLowerBound": 0.24359592532821317 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64615, "officialConfigError": null, "officialConfigValid": true, "successCount": 17718, "successRate": 0.27420877505223246, "wilsonLowerBound": 0.270782452765093 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 350, "officialConfigError": null, "officialConfigValid": true, "successCount": 221, "successRate": 0.6314285714285715, "wilsonLowerBound": 0.5797153959193067 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47442, "officialConfigError": null, "officialConfigValid": true, "successCount": 21007, "successRate": 0.44279330550988577, "wilsonLowerBound": 0.43832836567998795 }, "vllm": { "framework": "vllm", "modelCount": 38000, "officialConfigError": null, "officialConfigValid": true, "successCount": 4082, "successRate": 0.10742105263157894, "wilsonLowerBound": 0.1043472595660648 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 806, "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": 6554, "officialConfigError": null, "officialConfigValid": true, "successCount": 2842, "successRate": 0.4336283185840708, "wilsonLowerBound": 0.421672552169198 } }, "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": 14721, "officialConfigError": null, "officialConfigValid": true, "successCount": 4748, "successRate": 0.32253243665511855, "wilsonLowerBound": 0.31502833811470826 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27349, "officialConfigError": null, "officialConfigValid": true, "successCount": 13942, "successRate": 0.5097809791948518, "wilsonLowerBound": 0.5038552412734948 }, "vllm": { "framework": "vllm", "modelCount": 64650, "officialConfigError": null, "officialConfigValid": true, "successCount": 6731, "successRate": 0.10411446249033256, "wilsonLowerBound": 0.10178368209802098 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13041, "officialConfigError": null, "officialConfigValid": true, "successCount": 2015, "successRate": 0.1545126907445748, "wilsonLowerBound": 0.14841102073890672 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-30T13:39:14.451688+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1035.1719745222929, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.2942364244314677, "queueFactor": 0.9941455720340643, "queueWeight": 0.9941455720340643, "recentSuccess": 51, "recentSuccessRate": 0.3248407643312102, "recentTerminal": 157, "recentWilsonLowerBound": 0.2565274094808399, "running": 8, "selectionWeight": 1.2866594105137434, "stale": false, "submissionEligible": true, "throughputPerHour": 26.166666666666668, "waiting": 27087 }, "Ascend_910-b4": { "available": true, "backlogHours": 1333.786259541985, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9570594646466354, "queueWeight": 0.9570594646466354, "recentSuccess": 56, "recentSuccessRate": 0.42748091603053434, "recentTerminal": 131, "recentWilsonLowerBound": 0.34601929472299015, "running": 8, "selectionWeight": 2.3926486616165885, "stale": false, "submissionEligible": true, "throughputPerHour": 21.833333333333332, "waiting": 29121 }, "Biren_166m": { "available": true, "backlogHours": 123.95939086294415, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.17943054173123552, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 29, "recentSuccessRate": 0.14720812182741116, "recentTerminal": 197, "recentWilsonLowerBound": 0.10449138365896612, "running": 8, "selectionWeight": 0.2332597042506062, "stale": false, "submissionEligible": false, "throughputPerHour": 32.833333333333336, "waiting": 4070 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1242.7297297297296, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.27498325880946883, "queueFactor": 0.9672647367622882, "queueWeight": 0.9672647367622882, "recentSuccess": 15, "recentSuccessRate": 0.20270270270270271, "recentTerminal": 74, "recentWilsonLowerBound": 0.1268696381027667, "running": 7, "selectionWeight": 0.26598160944637705, "stale": false, "submissionEligible": false, "throughputPerHour": 12.333333333333334, "waiting": 15327 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 430.7317073170732, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5199056828082729, "queueFactor": 1.1338897566257398, "queueWeight": 1.1338897566257398, "recentSuccess": 29, "recentSuccessRate": 0.23577235772357724, "recentTerminal": 123, "recentWilsonLowerBound": 0.169470182254119, "running": 7, "selectionWeight": 0.5895157281478116, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 8830 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 32.24630541871921, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 8, "recentSuccessRate": 0.019704433497536946, "recentTerminal": 406, "recentWilsonLowerBound": 0.010017497425226039, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 67.66666666666667, "waiting": 2182 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 96.39252336448598, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.10559832798822812, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 36, "recentSuccessRate": 0.11214953271028037, "recentTerminal": 321, "recentWilsonLowerBound": 0.08211570781288571, "running": 4, "selectionWeight": 0.13727782638469654, "stale": false, "submissionEligible": false, "throughputPerHour": 53.5, "waiting": 5157 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2252.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.0168647137703497, "queueFactor": 0.8847419104899186, "queueWeight": 0.8847419104899186, "recentSuccess": 15, "recentSuccessRate": 0.35714285714285715, "recentTerminal": 42, "recentWilsonLowerBound": 0.22988992501626865, "running": 2, "selectionWeight": 0.8996628295709634, "stale": false, "submissionEligible": true, "throughputPerHour": 7.0, "waiting": 15764 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 316.7323943661972, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.37524841208364684, "queueFactor": 1.187402573255532, "queueWeight": 1.187402573255532, "recentSuccess": 29, "recentSuccessRate": 0.20422535211267606, "recentTerminal": 142, "recentWilsonLowerBound": 0.14612585612225176, "running": 8, "selectionWeight": 0.44557093011817456, "stale": false, "submissionEligible": false, "throughputPerHour": 23.666666666666668, "waiting": 7496 }, "MetaX_c-500": { "available": true, "backlogHours": 571.4181818181819, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8005743850487624, "queueFactor": 1.0868228234622286, "queueWeight": 1.0868228234622286, "recentSuccess": 31, "recentSuccessRate": 0.2818181818181818, "recentTerminal": 110, "recentWilsonLowerBound": 0.206210213519945, "running": 4, "selectionWeight": 0.8700825135502334, "stale": false, "submissionEligible": true, "throughputPerHour": 18.333333333333332, "waiting": 10476 }, "Mthreads_s4000": { "available": true, "backlogHours": 1761.2, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.7814404539874051, "queueFactor": 0.9179743721824919, "queueWeight": 0.9179743721824919, "recentSuccess": 30, "recentSuccessRate": 0.4, "recentTerminal": 75, "recentWilsonLowerBound": 0.296623430781706, "running": 4, "selectionWeight": 1.6353166823295815, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 22015 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3635.785714285714, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.1706055613107953, "queueFactor": 0.823402377241847, "queueWeight": 0.823402377241847, "recentSuccess": 6, "recentSuccessRate": 0.21428571428571427, "recentTerminal": 28, "recentWilsonLowerBound": 0.10212321701189421, "running": 2, "selectionWeight": 0.14047702475398852, "stale": false, "submissionEligible": false, "throughputPerHour": 4.666666666666667, "waiting": 16967 }, "Vastai_va16": { "available": true, "backlogHours": 955.695652173913, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.1384169512713322, "queueFactor": 1.0061295787361564, "queueWeight": 1.0061295787361564, "recentSuccess": 14, "recentSuccessRate": 0.15217391304347827, "recentTerminal": 92, "recentWilsonLowerBound": 0.092864555668254, "running": 16, "selectionWeight": 0.13926538887256854, "stale": false, "submissionEligible": false, "throughputPerHour": 15.333333333333334, "waiting": 14654 }, "hygon_k100-ai": { "available": true, "backlogHours": 1146.795918367347, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.8742596732314473, "queueFactor": 0.9789915371121873, "queueWeight": 0.9789915371121873, "recentSuccess": 29, "recentSuccessRate": 0.29591836734693877, "recentTerminal": 98, "recentWilsonLowerBound": 0.21463049371609197, "running": 6, "selectionWeight": 0.8558928213320531, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 18731 } }, "queueAttemptedAt": "2026-09-30T13:30:42.563752+00:00", "queueError": null, "queueUpdatedAt": "2026-09-30T13:30:42.563752+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 }