{ "communityAttemptedAt": "2026-09-19T16:21:09.492488+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-19T16:21:09.492488+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": "2026-09-19T16:30:00.252675+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 496.04946996466435, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.15176799678165132, "queueFactor": 0.8032628920862508, "queueWeight": 0.8032628920862508, "recentSuccess": 32, "recentSuccessRate": 0.11307420494699646, "recentTerminal": 283, "recentWilsonLowerBound": 0.08124280838381949, "running": 8, "selectionWeight": 0.12190960002096604, "stale": false, "submissionEligible": true, "throughputPerHour": 47.166666666666664, "waiting": 23397 }, "Ascend_910-b4": { "available": true, "backlogHours": 290.7708333333333, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.1025548657245201, "queueFactor": 0.8702696275161856, "queueWeight": 0.8702696275161856, "recentSuccess": 51, "recentSuccessRate": 0.08854166666666667, "recentTerminal": 576, "recentWilsonLowerBound": 0.06798457912330946, "running": 8, "selectionWeight": 0.08925038479405055, "stale": false, "submissionEligible": true, "throughputPerHour": 96.0, "waiting": 27914 }, "Biren_166m": { "available": true, "backlogHours": 38.97196261682243, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.1764503721504063, "queueWeight": 1.1764503721504063, "recentSuccess": 26, "recentSuccessRate": 0.03471295060080107, "recentTerminal": 749, "recentWilsonLowerBound": 0.023797312699929362, "running": 8, "selectionWeight": 0.058822518607520316, "stale": false, "submissionEligible": false, "throughputPerHour": 124.83333333333333, "waiting": 4865 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 97.61894273127753, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.0250766432889358, "queueWeight": 1.0250766432889358, "recentSuccess": 20, "recentSuccessRate": 0.022026431718061675, "recentTerminal": 908, "recentWilsonLowerBound": 0.014303166836169333, "running": 7, "selectionWeight": 0.05125383216444679, "stale": false, "submissionEligible": false, "throughputPerHour": 151.33333333333334, "waiting": 14773 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 84.13888888888889, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.0481825784905805, "queueWeight": 1.0481825784905805, "recentSuccess": 20, "recentSuccessRate": 0.030864197530864196, "recentTerminal": 648, "recentWilsonLowerBound": 0.02006706023693995, "running": 7, "selectionWeight": 0.05240912892452903, "stale": false, "submissionEligible": false, "throughputPerHour": 108.0, "waiting": 9087 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 51.77257525083612, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.1273830158461757, "queueWeight": 1.1273830158461757, "recentSuccess": 13, "recentSuccessRate": 0.043478260869565216, "recentTerminal": 299, "recentWilsonLowerBound": 0.025582059272516666, "running": 24, "selectionWeight": 0.05636915079230879, "stale": false, "submissionEligible": false, "throughputPerHour": 49.833333333333336, "waiting": 2580 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 119.51807228915662, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.20202236749804625, "queueFactor": 0.9944235851018092, "queueWeight": 0.9944235851018092, "recentSuccess": 32, "recentSuccessRate": 0.1285140562248996, "recentTerminal": 249, "recentWilsonLowerBound": 0.09252268449080397, "running": 5, "selectionWeight": 0.20089580695816237, "stale": false, "submissionEligible": true, "throughputPerHour": 41.5, "waiting": 4960 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2533.5789473684213, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.8954022180611383, "queueFactor": 0.7, "queueWeight": 0.7, "recentSuccess": 15, "recentSuccessRate": 0.39473684210526316, "recentTerminal": 38, "recentWilsonLowerBound": 0.2559785926361891, "running": 2, "selectionWeight": 1.3267815526427966, "stale": false, "submissionEligible": true, "throughputPerHour": 6.333333333333333, "waiting": 16046 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 149.60655737704917, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 0.9614879785212425, "queueWeight": 0.9614879785212425, "recentSuccess": 27, "recentSuccessRate": 0.06323185011709602, "recentTerminal": 427, "recentWilsonLowerBound": 0.04381700293198269, "running": 8, "selectionWeight": 0.04807439892606213, "stale": false, "submissionEligible": false, "throughputPerHour": 71.16666666666667, "waiting": 10647 }, "MetaX_c-500": { "available": true, "backlogHours": 146.5339168490153, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.05, "queueFactor": 0.9644855586163782, "queueWeight": 0.9644855586163782, "recentSuccess": 23, "recentSuccessRate": 0.05032822757111598, "recentTerminal": 457, "recentWilsonLowerBound": 0.033767227621704234, "running": 4, "selectionWeight": 0.04822427793081891, "stale": false, "submissionEligible": false, "throughputPerHour": 76.16666666666667, "waiting": 11161 }, "Mthreads_s4000": { "available": true, "backlogHours": 110.77083333333333, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.05, "queueFactor": 1.00582549492152, "queueWeight": 1.00582549492152, "recentSuccess": 23, "recentSuccessRate": 0.019965277777777776, "recentTerminal": 1152, "recentWilsonLowerBound": 0.013340154198509827, "running": 4, "selectionWeight": 0.050291274746076, "stale": false, "submissionEligible": false, "throughputPerHour": 192.0, "waiting": 21268 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5288.333333333333, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 0.7, "queueWeight": 0.7, "recentSuccess": 9, "recentSuccessRate": 0.5, "recentTerminal": 18, "recentWilsonLowerBound": 0.2903070395897999, "running": 2, "selectionWeight": 1.75, "stale": false, "submissionEligible": false, "throughputPerHour": 3.0, "waiting": 15865 }, "Vastai_va16": { "available": true, "backlogHours": 71.70103092783505, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.07363742808142, "queueWeight": 1.07363742808142, "recentSuccess": 6, "recentSuccessRate": 0.005154639175257732, "recentTerminal": 1164, "recentWilsonLowerBound": 0.0023644623052920324, "running": 16, "selectionWeight": 0.053681871404071005, "stale": false, "submissionEligible": false, "throughputPerHour": 194.0, "waiting": 13910 }, "hygon_k100-ai": { "available": true, "backlogHours": 67.52760736196319, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05, "queueFactor": 1.0833386776699043, "queueWeight": 1.0833386776699043, "recentSuccess": 30, "recentSuccessRate": 0.023006134969325152, "recentTerminal": 1304, "recentWilsonLowerBound": 0.016161894901284217, "running": 6, "selectionWeight": 0.05416693388349522, "stale": false, "submissionEligible": false, "throughputPerHour": 217.33333333333334, "waiting": 14676 } }, "queueAttemptedAt": "2026-09-19T16:25:59.424916+00:00", "queueError": null, "queueUpdatedAt": "2026-09-19T16:25:59.424916+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 }