{ "communityAttemptedAt": "2026-09-30T09:35:27.255690+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-30T09:35:27.255690+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": "2026-09-30T09:44:23.748739+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 988.719512195122, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9446909876536437, "queueFactor": 1.005591493029799, "queueWeight": 1.005591493029799, "recentSuccess": 45, "recentSuccessRate": 0.27439024390243905, "recentTerminal": 164, "recentWilsonLowerBound": 0.2118508772259797, "running": 8, "selectionWeight": 0.9499732207264231, "stale": false, "submissionEligible": true, "throughputPerHour": 27.333333333333332, "waiting": 27025 }, "Ascend_910-b4": { "available": true, "backlogHours": 1214.3076923076924, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.7838770482069244, "queueFactor": 0.9750642744222967, "queueWeight": 0.9750642744222967, "recentSuccess": 51, "recentSuccessRate": 0.35664335664335667, "recentTerminal": 143, "recentWilsonLowerBound": 0.28282576415035254, "running": 8, "selectionWeight": 1.7393947796684732, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 28941 }, "Biren_166m": { "available": true, "backlogHours": 141.15606936416185, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.18049228817745488, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 25, "recentSuccessRate": 0.14450867052023122, "recentTerminal": 173, "recentWilsonLowerBound": 0.09983638514782188, "running": 8, "selectionWeight": 0.23463997463069136, "stale": false, "submissionEligible": false, "throughputPerHour": 28.833333333333332, "waiting": 4070 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1406.3076923076922, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4926253619238029, "queueFactor": 0.9538289585263124, "queueWeight": 0.9538289585263124, "recentSuccess": 16, "recentSuccessRate": 0.24615384615384617, "recentTerminal": 65, "recentWilsonLowerBound": 0.1575785436701859, "running": 7, "selectionWeight": 0.46988033590742867, "stale": false, "submissionEligible": true, "throughputPerHour": 10.833333333333334, "waiting": 15235 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 395.3225806451613, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6208316199303967, "queueFactor": 1.1538246508381906, "queueWeight": 1.1538246508381906, "recentSuccess": 30, "recentSuccessRate": 0.24193548387096775, "recentTerminal": 124, "recentWilsonLowerBound": 0.17504889877225968, "running": 7, "selectionWeight": 0.7163308270954982, "stale": false, "submissionEligible": true, "throughputPerHour": 20.666666666666668, "waiting": 8170 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 28.477611940298505, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 7, "recentSuccessRate": 0.014925373134328358, "recentTerminal": 469, "recentWilsonLowerBound": 0.007248156657115303, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 78.16666666666667, "waiting": 2226 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 83.38544474393531, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 24, "recentSuccessRate": 0.0646900269541779, "recentTerminal": 371, "recentWilsonLowerBound": 0.04385318183981854, "running": 5, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 61.833333333333336, "waiting": 5156 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1748.7777777777778, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.517771127933171, "queueFactor": 0.9231501881900778, "queueWeight": 0.9231501881900778, "recentSuccess": 14, "recentSuccessRate": 0.25925925925925924, "recentTerminal": 54, "recentWilsonLowerBound": 0.16118507964793902, "running": 2, "selectionWeight": 0.47798051419089566, "stale": false, "submissionEligible": true, "throughputPerHour": 9.0, "waiting": 15739 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 323.77777777777777, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5117346668751923, "queueFactor": 1.18890047550439, "queueWeight": 1.18890047550439, "recentSuccess": 30, "recentSuccessRate": 0.2222222222222222, "recentTerminal": 135, "recentWilsonLowerBound": 0.1603281725224173, "running": 8, "selectionWeight": 0.6084015887799967, "stale": false, "submissionEligible": true, "throughputPerHour": 22.5, "waiting": 7285 }, "MetaX_c-500": { "available": true, "backlogHours": 618.8910891089109, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.1782913207502905, "queueFactor": 1.0787987187759365, "queueWeight": 1.0787987187759365, "recentSuccess": 32, "recentSuccessRate": 0.31683168316831684, "recentTerminal": 101, "recentWilsonLowerBound": 0.23423391085400688, "running": 4, "selectionWeight": 1.2711391671702195, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 10418 }, "Mthreads_s4000": { "available": true, "backlogHours": 1972.0298507462687, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8536471836423325, "queueFactor": 0.9066622500838237, "queueWeight": 0.9066622500838237, "recentSuccess": 20, "recentSuccessRate": 0.29850746268656714, "recentTerminal": 67, "recentWilsonLowerBound": 0.20231361154976887, "running": 4, "selectionWeight": 0.7739696762988763, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 22021 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3637.4999999999995, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.5469033401074554, "queueFactor": 0.8271077804096924, "queueWeight": 0.8271077804096924, "recentSuccess": 12, "recentSuccessRate": 0.42857142857142855, "recentTerminal": 28, "recentWilsonLowerBound": 0.2650829618073122, "running": 2, "selectionWeight": 1.279455788144617, "stale": false, "submissionEligible": true, "throughputPerHour": 4.666666666666667, "waiting": 16975 }, "Vastai_va16": { "available": true, "backlogHours": 1063.609756097561, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.24217470640714472, "queueFactor": 0.9946383715566639, "queueWeight": 0.9946383715566639, "recentSuccess": 15, "recentSuccessRate": 0.18292682926829268, "recentTerminal": 82, "recentWilsonLowerBound": 0.1141092170763672, "running": 16, "selectionWeight": 0.24087625561301562, "stale": false, "submissionEligible": false, "throughputPerHour": 13.666666666666666, "waiting": 14536 }, "hygon_k100-ai": { "available": true, "backlogHours": 1387.111111111111, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 0.9557974529667734, "queueWeight": 0.9557974529667734, "recentSuccess": 35, "recentSuccessRate": 0.43209876543209874, "recentTerminal": 81, "recentWilsonLowerBound": 0.32971902770593203, "running": 6, "selectionWeight": 2.389493632416934, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 18726 } }, "queueAttemptedAt": "2026-09-30T09:44:23.748739+00:00", "queueError": null, "queueUpdatedAt": "2026-09-30T09:44:23.748739+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 }