{ "communityAttemptedAt": "2026-09-19T11:15:04.394719+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-19T11:15:04.394719+00:00", "frameworkAttemptedAt": "2026-09-19T10:55:53.360314+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39649, "officialConfigError": null, "officialConfigValid": true, "successCount": 19173, "successRate": 0.48356831193724936, "wilsonLowerBound": 0.4786511590050993 }, "vllm": { "framework": "vllm", "modelCount": 52929, "officialConfigError": null, "officialConfigValid": true, "successCount": 14803, "successRate": 0.2796765478282227, "wilsonLowerBound": 0.2758687915255134 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2727, "officialConfigError": null, "officialConfigValid": true, "successCount": 774, "successRate": 0.2838283828382838, "wilsonLowerBound": 0.2672197210297423 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32941, "officialConfigError": null, "officialConfigValid": true, "successCount": 14560, "successRate": 0.4420023678698279, "wilsonLowerBound": 0.43664633598673586 }, "vllm": { "framework": "vllm", "modelCount": 37487, "officialConfigError": null, "officialConfigValid": true, "successCount": 10658, "successRate": 0.2843118947901939, "wilsonLowerBound": 0.27976776380124685 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8803, "officialConfigError": null, "officialConfigValid": true, "successCount": 3793, "successRate": 0.4308758377825741, "wilsonLowerBound": 0.4205634454732765 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63943, "officialConfigError": null, "officialConfigValid": true, "successCount": 12085, "successRate": 0.18899644996324852, "wilsonLowerBound": 0.18598059285508717 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17739, "officialConfigError": null, "officialConfigValid": true, "successCount": 3555, "successRate": 0.20040588533739218, "wilsonLowerBound": 0.19458013428186713 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6055, "officialConfigError": null, "officialConfigValid": true, "successCount": 61, "successRate": 0.010074318744838976, "wilsonLowerBound": 0.007851232482495736 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26149, "officialConfigError": null, "officialConfigValid": true, "successCount": 3222, "successRate": 0.12321694902290718, "wilsonLowerBound": 0.11928829014571207 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16467, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10165786117689925, "wilsonLowerBound": 0.09713464441717601 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11219, "officialConfigError": null, "officialConfigValid": true, "successCount": 4718, "successRate": 0.42053658971387825, "wilsonLowerBound": 0.41143062139785014 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24160, "officialConfigError": null, "officialConfigValid": true, "successCount": 3787, "successRate": 0.15674668874172185, "wilsonLowerBound": 0.15221686421980002 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8066, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.0674435903793702, "wilsonLowerBound": 0.0621738174048722 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 43001, "officialConfigError": null, "officialConfigValid": true, "successCount": 10783, "successRate": 0.25076161019511173, "wilsonLowerBound": 0.24668707847642302 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23275, "officialConfigError": null, "officialConfigValid": true, "successCount": 3058, "successRate": 0.13138560687432868, "wilsonLowerBound": 0.12710628044551123 }, "vllm": { "framework": "vllm", "modelCount": 86638, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11269881576213671, "wilsonLowerBound": 0.1106102621394359 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40495, "officialConfigError": null, "officialConfigValid": true, "successCount": 4966, "successRate": 0.12263242375601927, "wilsonLowerBound": 0.11947333290376597 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 31872, "officialConfigError": null, "officialConfigValid": true, "successCount": 3412, "successRate": 0.10705321285140562, "wilsonLowerBound": 0.10370603594923977 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88608, "officialConfigError": null, "officialConfigValid": true, "successCount": 21053, "successRate": 0.23759705669916936, "wilsonLowerBound": 0.2348060555643921 }, "transformers": { "framework": "transformers", "modelCount": 5176, "officialConfigError": null, "officialConfigValid": true, "successCount": 566, "successRate": 0.10935085007727975, "wilsonLowerBound": 0.10113674531118214 }, "vllm": { "framework": "vllm", "modelCount": 112544, "officialConfigError": null, "officialConfigValid": true, "successCount": 16510, "successRate": 0.14669818026727324, "wilsonLowerBound": 0.1446431533880307 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17386, "officialConfigError": null, "officialConfigValid": true, "successCount": 3447, "successRate": 0.1982629702059128, "wilsonLowerBound": 0.1924034789077327 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42842, "officialConfigError": null, "officialConfigValid": true, "successCount": 5572, "successRate": 0.13005928761495728, "wilsonLowerBound": 0.1269072268820772 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6716, "officialConfigError": null, "officialConfigValid": true, "successCount": 553, "successRate": 0.0823406789755807, "wilsonLowerBound": 0.07600270288220645 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31163, "officialConfigError": null, "officialConfigValid": true, "successCount": 5594, "successRate": 0.1795077495748163, "wilsonLowerBound": 0.1752862958884982 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60885, "officialConfigError": null, "officialConfigValid": true, "successCount": 12390, "successRate": 0.20349839862034985, "wilsonLowerBound": 0.20031917905724989 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7940, "officialConfigError": null, "officialConfigValid": true, "successCount": 2298, "successRate": 0.28942065491183877, "wilsonLowerBound": 0.2795492911887878 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12909, "officialConfigError": null, "officialConfigValid": true, "successCount": 3334, "successRate": 0.25826942443256645, "wilsonLowerBound": 0.25079173096035 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 60959, "officialConfigError": null, "officialConfigValid": true, "successCount": 16706, "successRate": 0.2740530520513788, "wilsonLowerBound": 0.2705265281208323 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46588, "officialConfigError": null, "officialConfigValid": true, "successCount": 20396, "successRate": 0.43779514037949685, "wilsonLowerBound": 0.4332953794169114 }, "vllm": { "framework": "vllm", "modelCount": 36538, "officialConfigError": null, "officialConfigValid": true, "successCount": 3457, "successRate": 0.09461382670096885, "wilsonLowerBound": 0.09165521722299894 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 529, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6278, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030582988212806625, "wilsonLowerBound": 0.026602368317046696 }, "vllm": { "framework": "vllm", "modelCount": 10025, "officialConfigError": null, "officialConfigValid": true, "successCount": 739, "successRate": 0.07371571072319202, "wilsonLowerBound": 0.06876213429325025 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5945, "officialConfigError": null, "officialConfigValid": true, "successCount": 2522, "successRate": 0.42422203532380154, "wilsonLowerBound": 0.4117116168026808 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7376, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03186008676789588, "wilsonLowerBound": 0.02808932214804452 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11639, "officialConfigError": null, "officialConfigValid": true, "successCount": 3830, "successRate": 0.32906607096829626, "wilsonLowerBound": 0.32058719684809334 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26465, "officialConfigError": null, "officialConfigValid": true, "successCount": 13426, "successRate": 0.5073115435480824, "wilsonLowerBound": 0.501287491899656 }, "vllm": { "framework": "vllm", "modelCount": 62390, "officialConfigError": null, "officialConfigValid": true, "successCount": 6274, "successRate": 0.10056098733771437, "wilsonLowerBound": 0.09822559492565791 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12473, "officialConfigError": null, "officialConfigValid": true, "successCount": 1793, "successRate": 0.14375050108233786, "wilsonLowerBound": 0.13770307117974315 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-19T11:23:08.694872+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 455.3181818181818, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.31629014072610206, "queueFactor": 0.8292612616417824, "queueWeight": 0.8292612616417824, "recentSuccess": 46, "recentSuccessRate": 0.14935064935064934, "recentTerminal": 308, "recentWilsonLowerBound": 0.11387413338468733, "running": 8, "selectionWeight": 0.2622871611433843, "stale": false, "submissionEligible": true, "throughputPerHour": 51.333333333333336, "waiting": 23373 }, "Ascend_910-b4": { "available": true, "backlogHours": 283.68081494057725, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.11693729965691188, "queueFactor": 0.8902544068548605, "queueWeight": 0.8902544068548605, "recentSuccess": 55, "recentSuccessRate": 0.0933786078098472, "recentTerminal": 589, "recentWilsonLowerBound": 0.07244379261859847, "running": 8, "selectionWeight": 0.10410394634527316, "stale": false, "submissionEligible": true, "throughputPerHour": 98.16666666666667, "waiting": 27848 }, "Biren_166m": { "available": true, "backlogHours": 38.06648936170213, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.2032536924613653, "queueWeight": 1.2032536924613653, "recentSuccess": 24, "recentSuccessRate": 0.031914893617021274, "recentTerminal": 752, "recentWilsonLowerBound": 0.021538880715309353, "running": 8, "selectionWeight": 0.060162684623068265, "stale": false, "submissionEligible": false, "throughputPerHour": 125.33333333333333, "waiting": 4771 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 97.82405345211582, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.044411821520581, "queueWeight": 1.044411821520581, "recentSuccess": 18, "recentSuccessRate": 0.0200445434298441, "recentTerminal": 898, "recentWilsonLowerBound": 0.012716045374562533, "running": 7, "selectionWeight": 0.052220591076029055, "stale": false, "submissionEligible": false, "throughputPerHour": 149.66666666666666, "waiting": 14641 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 84.78425196850394, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.0670661620166326, "queueWeight": 1.0670661620166326, "recentSuccess": 26, "recentSuccessRate": 0.04094488188976378, "recentTerminal": 635, "recentWilsonLowerBound": 0.028092663479087045, "running": 7, "selectionWeight": 0.05335330810083164, "stale": false, "submissionEligible": false, "throughputPerHour": 105.83333333333333, "waiting": 8973 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 68.35242290748899, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.102111514997527, "queueWeight": 1.102111514997527, "recentSuccess": 12, "recentSuccessRate": 0.05286343612334802, "recentTerminal": 227, "recentWilsonLowerBound": 0.03049511908868713, "running": 24, "selectionWeight": 0.055105575749876345, "stale": false, "submissionEligible": false, "throughputPerHour": 37.833333333333336, "waiting": 2586 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 152.17346938775512, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.46536736364842857, "queueFactor": 0.9774347738596126, "queueWeight": 0.9774347738596126, "recentSuccess": 36, "recentSuccessRate": 0.1836734693877551, "recentTerminal": 196, "recentWilsonLowerBound": 0.13572411705027793, "running": 4, "selectionWeight": 0.4548662438493459, "stale": false, "submissionEligible": true, "throughputPerHour": 32.666666666666664, "waiting": 4971 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2472.6153846153848, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.448667326084074, "queueFactor": 0.7, "queueWeight": 0.7, "recentSuccess": 14, "recentSuccessRate": 0.358974358974359, "recentTerminal": 39, "recentWilsonLowerBound": 0.22741884696491108, "running": 2, "selectionWeight": 1.0140671282588516, "stale": false, "submissionEligible": true, "throughputPerHour": 6.5, "waiting": 16072 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 154.52554744525548, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.06037747469889948, "queueFactor": 0.9751885274494185, "queueWeight": 0.9751885274494185, "recentSuccess": 31, "recentSuccessRate": 0.07542579075425791, "recentTerminal": 411, "recentWilsonLowerBound": 0.053642761359278826, "running": 8, "selectionWeight": 0.05887942064273431, "stale": false, "submissionEligible": true, "throughputPerHour": 68.5, "waiting": 10585 }, "MetaX_c-500": { "available": true, "backlogHours": 155.2046511627907, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.05, "queueFactor": 0.974547287951095, "queueWeight": 0.974547287951095, "recentSuccess": 19, "recentSuccessRate": 0.044186046511627906, "recentTerminal": 430, "recentWilsonLowerBound": 0.0284671349102932, "running": 4, "selectionWeight": 0.048727364397554755, "stale": false, "submissionEligible": false, "throughputPerHour": 71.66666666666667, "waiting": 11123 }, "Mthreads_s4000": { "available": true, "backlogHours": 109.21565217391304, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.05, "queueFactor": 1.0272967035234974, "queueWeight": 1.0272967035234974, "recentSuccess": 28, "recentSuccessRate": 0.02434782608695652, "recentTerminal": 1150, "recentWilsonLowerBound": 0.016898310751734393, "running": 4, "selectionWeight": 0.05136483517617488, "stale": false, "submissionEligible": false, "throughputPerHour": 191.66666666666666, "waiting": 20933 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 7306.615384615385, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 0.7, "queueWeight": 0.7, "recentSuccess": 7, "recentSuccessRate": 0.5384615384615384, "recentTerminal": 13, "recentWilsonLowerBound": 0.29143432431832045, "running": 2, "selectionWeight": 1.75, "stale": false, "submissionEligible": false, "throughputPerHour": 2.1666666666666665, "waiting": 15831 }, "Vastai_va16": { "available": true, "backlogHours": 70.8062015503876, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.0962962599237203, "queueWeight": 1.0962962599237203, "recentSuccess": 7, "recentSuccessRate": 0.006029285099052541, "recentTerminal": 1161, "recentWilsonLowerBound": 0.0029235731725321974, "running": 16, "selectionWeight": 0.05481481299618601, "stale": false, "submissionEligible": false, "throughputPerHour": 193.5, "waiting": 13701 }, "hygon_k100-ai": { "available": true, "backlogHours": 67.56930305403289, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05, "queueFactor": 1.1040181446521893, "queueWeight": 1.1040181446521893, "recentSuccess": 19, "recentSuccessRate": 0.014878621769772905, "recentTerminal": 1277, "recentWilsonLowerBound": 0.009545541086387466, "running": 6, "selectionWeight": 0.05520090723260947, "stale": false, "submissionEligible": false, "throughputPerHour": 212.83333333333334, "waiting": 14381 } }, "queueAttemptedAt": "2026-09-19T11:20:36.054562+00:00", "queueError": null, "queueUpdatedAt": "2026-09-19T11:20:36.054562+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Cambricon_mlu-370-x4", "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 }