{ "communityAttemptedAt": "2026-10-15T04:29:25.253265+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-15T04:29:25.253265+00:00", "frameworkAttemptedAt": "2026-10-15T02:38:39.257559+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 37535, "officialConfigError": null, "officialConfigValid": true, "successCount": 17747, "successRate": 0.47281204209404554, "wilsonLowerBound": 0.46776422750333085 }, "vllm": { "framework": "vllm", "modelCount": 40124, "officialConfigError": null, "officialConfigValid": true, "successCount": 11059, "successRate": 0.2756205762137374, "wilsonLowerBound": 0.2712700858436126 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13239, "officialConfigError": null, "officialConfigValid": true, "successCount": 5523, "successRate": 0.41717652390663945, "wilsonLowerBound": 0.4088021665095042 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64222, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18834667247983558, "wilsonLowerBound": 0.18534137010842236 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 31802, "officialConfigError": null, "officialConfigValid": true, "successCount": 6821, "successRate": 0.21448336582604868, "wilsonLowerBound": 0.21000667486358116 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8025, "officialConfigError": null, "officialConfigValid": true, "successCount": 112, "successRate": 0.013956386292834891, "wilsonLowerBound": 0.011612384683901855 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26694, "officialConfigError": null, "officialConfigValid": true, "successCount": 3284, "successRate": 0.12302390050198546, "wilsonLowerBound": 0.11913767655425701 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16512, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10150193798449612, "wilsonLowerBound": 0.09698793477280081 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 16244, "officialConfigError": null, "officialConfigValid": true, "successCount": 6377, "successRate": 0.39257572026594434, "wilsonLowerBound": 0.3850923544528433 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24789, "officialConfigError": null, "officialConfigValid": true, "successCount": 3808, "successRate": 0.1536165234579854, "wilsonLowerBound": 0.14918143348275234 }, "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": 52966, "officialConfigError": null, "officialConfigValid": true, "successCount": 13346, "successRate": 0.2519729637880905, "wilsonLowerBound": 0.24829367047516715 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24839, "officialConfigError": null, "officialConfigValid": true, "successCount": 3160, "successRate": 0.12721929224203873, "wilsonLowerBound": 0.123132873019048 }, "vllm": { "framework": "vllm", "modelCount": 87046, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11226248190611861, "wilsonLowerBound": 0.1101823627792486 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 47181, "officialConfigError": null, "officialConfigValid": true, "successCount": 5604, "successRate": 0.1187766261842691, "wilsonLowerBound": 0.11588830244604321 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 48563, "officialConfigError": null, "officialConfigValid": true, "successCount": 3732, "successRate": 0.0768486296151391, "wilsonLowerBound": 0.07451299718961157 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 94306, "officialConfigError": null, "officialConfigValid": true, "successCount": 23636, "successRate": 0.2506309248616207, "wilsonLowerBound": 0.24787512383463328 }, "transformers": { "framework": "transformers", "modelCount": 5600, "officialConfigError": null, "officialConfigValid": true, "successCount": 588, "successRate": 0.105, "wilsonLowerBound": 0.09723984530788371 }, "vllm": { "framework": "vllm", "modelCount": 112881, "officialConfigError": null, "officialConfigValid": true, "successCount": 16533, "successRate": 0.14646397533685918, "wilsonLowerBound": 0.1444133734735368 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 178, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 24205, "officialConfigError": null, "officialConfigValid": true, "successCount": 4053, "successRate": 0.16744474282173105, "wilsonLowerBound": 0.16279382460680936 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43753, "officialConfigError": null, "officialConfigValid": true, "successCount": 5691, "successRate": 0.13007108084017097, "wilsonLowerBound": 0.1269515425627227 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8258, "officialConfigError": null, "officialConfigValid": true, "successCount": 791, "successRate": 0.09578590457737951, "wilsonLowerBound": 0.0896250151962386 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34766, "officialConfigError": null, "officialConfigValid": true, "successCount": 6915, "successRate": 0.19890122533509752, "wilsonLowerBound": 0.19473854439898977 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61522, "officialConfigError": null, "officialConfigValid": true, "successCount": 12425, "successRate": 0.2019602743733949, "wilsonLowerBound": 0.1988065416724111 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16723, "officialConfigError": null, "officialConfigValid": true, "successCount": 4714, "successRate": 0.2818872211923698, "wilsonLowerBound": 0.27511872030964124 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15686, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.24199923498661227, "wilsonLowerBound": 0.2353603518331027 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 68526, "officialConfigError": null, "officialConfigValid": true, "successCount": 18848, "successRate": 0.2750488865540087, "wilsonLowerBound": 0.2717181716596827 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1157, "officialConfigError": null, "officialConfigValid": true, "successCount": 694, "successRate": 0.5998271391529818, "wilsonLowerBound": 0.5713105941600072 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48478, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.44824456454474193, "wilsonLowerBound": 0.4438217877803052 }, "vllm": { "framework": "vllm", "modelCount": 40244, "officialConfigError": null, "officialConfigValid": true, "successCount": 4932, "successRate": 0.12255243017592685, "wilsonLowerBound": 0.11938452137887023 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1128, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6288, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030534351145038167, "wilsonLowerBound": 0.02655998124483518 }, "vllm": { "framework": "vllm", "modelCount": 10093, "officialConfigError": null, "officialConfigValid": true, "successCount": 763, "successRate": 0.07559694838006539, "wilsonLowerBound": 0.07059950132152285 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7482, "officialConfigError": null, "officialConfigValid": true, "successCount": 3283, "successRate": 0.4387864207431168, "wilsonLowerBound": 0.4275762345317848 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7424, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.0330010775862069, "wilsonLowerBound": 0.029172852259161434 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18695, "officialConfigError": null, "officialConfigValid": true, "successCount": 5466, "successRate": 0.2923776410805028, "wilsonLowerBound": 0.2859005473751316 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28620, "officialConfigError": null, "officialConfigValid": true, "successCount": 14647, "successRate": 0.5117749825296996, "wilsonLowerBound": 0.5059825608403404 }, "vllm": { "framework": "vllm", "modelCount": 67675, "officialConfigError": null, "officialConfigValid": true, "successCount": 7258, "successRate": 0.107247875877355, "wilsonLowerBound": 0.10493880975561208 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13858, "officialConfigError": null, "officialConfigValid": true, "successCount": 2363, "successRate": 0.1705152258623178, "wilsonLowerBound": 0.16434504916931317 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-15T04:29:25.253265+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1039.7472527472528, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 51, "recentSuccessRate": 0.2802197802197802, "recentTerminal": 182, "recentWilsonLowerBound": 0.22003283710179913, "running": 8, "selectionWeight": 2.5, "stale": false, "submissionEligible": true, "throughputPerHour": 30.333333333333332, "waiting": 31539 }, "Biren_166m": { "available": true, "backlogHours": 132.23076923076923, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05628311151020887, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 15, "recentSuccessRate": 0.0641025641025641, "recentTerminal": 234, "recentWilsonLowerBound": 0.03922795977413021, "running": 11, "selectionWeight": 0.07316804496327153, "stale": false, "submissionEligible": false, "throughputPerHour": 39.0, "waiting": 5157 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1269.7037037037037, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.1669032788040514, "queueFactor": 0.9704737867830902, "queueWeight": 0.9704737867830902, "recentSuccess": 19, "recentSuccessRate": 0.2345679012345679, "recentTerminal": 81, "recentWilsonLowerBound": 0.15562381855614316, "running": 7, "selectionWeight": 1.1324490437905719, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 17141 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 404.3478260869565, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.655584235673957, "queueFactor": 1.1521947720902157, "queueWeight": 1.1521947720902157, "recentSuccess": 24, "recentSuccessRate": 0.17391304347826086, "recentTerminal": 138, "recentWilsonLowerBound": 0.11974434024398473, "running": 7, "selectionWeight": 0.7553607290082931, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 9300 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 51.61809045226131, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 9, "recentSuccessRate": 0.022613065326633167, "recentTerminal": 398, "recentWilsonLowerBound": 0.011941377621101971, "running": 28, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 66.33333333333333, "waiting": 3424 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 168.6590909090909, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.3817049542390425, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 34, "recentSuccessRate": 0.12878787878787878, "recentTerminal": 264, "recentWilsonLowerBound": 0.0936444294017018, "running": 8, "selectionWeight": 0.49621644051075525, "stale": false, "submissionEligible": true, "throughputPerHour": 44.0, "waiting": 7421 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1612.7, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.801926650762717, "queueFactor": 0.9362808254264438, "queueWeight": 0.9362808254264438, "recentSuccess": 13, "recentSuccessRate": 0.21666666666666667, "recentTerminal": 60, "recentWilsonLowerBound": 0.13122921046407013, "running": 2, "selectionWeight": 0.7508285465075801, "stale": false, "submissionEligible": true, "throughputPerHour": 10.0, "waiting": 16127 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 393.52941176470586, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7555699414697353, "queueFactor": 1.1568913869655488, "queueWeight": 1.1568913869655488, "recentSuccess": 25, "recentSuccessRate": 0.18382352941176472, "recentTerminal": 136, "recentWilsonLowerBound": 0.127725020783369, "running": 8, "selectionWeight": 0.8741123575364007, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 8920 }, "MetaX_c-500": { "available": true, "backlogHours": 541.388429752066, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.3312663015248571, "queueFactor": 1.1028407926601569, "queueWeight": 1.1028407926601569, "recentSuccess": 28, "recentSuccessRate": 0.23140495867768596, "recentTerminal": 121, "recentWilsonLowerBound": 0.16523031832599186, "running": 6, "selectionWeight": 1.4681747832154288, "stale": false, "submissionEligible": true, "throughputPerHour": 20.166666666666668, "waiting": 10918 }, "Mthreads_s4000": { "available": true, "backlogHours": 1221.6850393700786, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.0700487407080229, "queueFactor": 0.9761021714075272, "queueWeight": 0.9761021714075272, "recentSuccess": 10, "recentSuccessRate": 0.07874015748031496, "recentTerminal": 127, "recentWilsonLowerBound": 0.043329895900900306, "running": 4, "selectionWeight": 0.068374727909464, "stale": false, "submissionEligible": false, "throughputPerHour": 21.166666666666668, "waiting": 25859 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2745.15, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.95197293387834, "queueFactor": 0.8644786166228232, "queueWeight": 0.8644786166228232, "recentSuccess": 10, "recentSuccessRate": 0.25, "recentTerminal": 40, "recentWilsonLowerBound": 0.14186967895549518, "running": 2, "selectionWeight": 0.8229602449415178, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 18301 }, "Vastai_va16": { "available": true, "backlogHours": 1234.875, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9745311319611032, "queueWeight": 0.9745311319611032, "recentSuccess": 5, "recentSuccessRate": 0.0625, "recentTerminal": 80, "recentWilsonLowerBound": 0.02698897769798554, "running": 16, "selectionWeight": 0.048726556598055165, "stale": false, "submissionEligible": false, "throughputPerHour": 13.333333333333334, "waiting": 16465 }, "hygon_k100-ai": { "available": true, "backlogHours": 1371.0309278350514, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.2067502197678843, "queueFactor": 0.9593610440544662, "queueWeight": 0.9593610440544662, "recentSuccess": 28, "recentSuccessRate": 0.28865979381443296, "recentTerminal": 97, "recentWilsonLowerBound": 0.20790125991766098, "running": 9, "selectionWeight": 2.11707019480394, "stale": false, "submissionEligible": true, "throughputPerHour": 16.166666666666668, "waiting": 22165 } }, "queueAttemptedAt": "2026-10-15T04:29:25.253265+00:00", "queueError": null, "queueUpdatedAt": "2026-10-15T04:29:25.253265+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "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 }