{ "communityAttemptedAt": "2026-10-15T04:07:06.473256+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-15T04:07:06.473256+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": "2026-10-15T04:07:06.473256+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1029.3586956521738, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 54, "recentSuccessRate": 0.29347826086956524, "recentTerminal": 184, "recentWilsonLowerBound": 0.2324455867339616, "running": 9, "selectionWeight": 2.5, "stale": false, "submissionEligible": true, "throughputPerHour": 30.666666666666668, "waiting": 31567 }, "Biren_166m": { "available": true, "backlogHours": 130.36820083682008, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.06707511506022983, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 17, "recentSuccessRate": 0.07112970711297072, "recentTerminal": 239, "recentWilsonLowerBound": 0.0448805647319288, "running": 8, "selectionWeight": 0.08719764957829877, "stale": false, "submissionEligible": false, "throughputPerHour": 39.833333333333336, "waiting": 5193 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1373.44, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.907003999357081, "queueFactor": 0.9576648708961988, "queueWeight": 0.9576648708961988, "recentSuccess": 17, "recentSuccessRate": 0.22666666666666666, "recentTerminal": 75, "recentWilsonLowerBound": 0.14661247942117508, "running": 7, "selectionWeight": 0.868605867946635, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 17168 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 420.72180451127815, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5000494859906274, "queueFactor": 1.1436305745976072, "queueWeight": 1.1436305745976072, "recentSuccess": 22, "recentSuccessRate": 0.16541353383458646, "recentTerminal": 133, "recentWilsonLowerBound": 0.11184773748930618, "running": 7, "selectionWeight": 0.5718718809906993, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 9326 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 50.24078624078624, "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": 0.022113022113022112, "recentTerminal": 407, "recentWilsonLowerBound": 0.011676350442895696, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 67.83333333333333, "waiting": 3408 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 165.23420074349443, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.37604202402394266, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 36, "recentSuccessRate": 0.13382899628252787, "recentTerminal": 269, "recentWilsonLowerBound": 0.09825736443706731, "running": 10, "selectionWeight": 0.4888546312311255, "stale": false, "submissionEligible": true, "throughputPerHour": 44.833333333333336, "waiting": 7408 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1466.090909090909, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5718931857506064, "queueFactor": 0.9483330265686156, "queueWeight": 0.9483330265686156, "recentSuccess": 13, "recentSuccessRate": 0.19696969696969696, "recentTerminal": 66, "recentWilsonLowerBound": 0.11888527965041439, "running": 2, "selectionWeight": 0.54234519571684, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 16127 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 390.5255474452555, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5270373634915982, "queueFactor": 1.1564785796674468, "queueWeight": 1.1564785796674468, "recentSuccess": 23, "recentSuccessRate": 0.1678832116788321, "recentTerminal": 137, "recentWilsonLowerBound": 0.11455228532881451, "running": 8, "selectionWeight": 0.6095074215624394, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 8917 }, "MetaX_c-500": { "available": true, "backlogHours": 533.7073170731708, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.9333485063187295, "queueFactor": 1.1035437033775288, "queueWeight": 1.1035437033775288, "recentSuccess": 26, "recentSuccessRate": 0.21138211382113822, "recentTerminal": 123, "recentWilsonLowerBound": 0.1485330315397392, "running": 4, "selectionWeight": 1.0299908672048557, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 10941 }, "Mthreads_s4000": { "available": true, "backlogHours": 1241.184, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.06431847292226062, "queueFactor": 0.9723208202434445, "queueWeight": 0.9723208202434445, "recentSuccess": 10, "recentSuccessRate": 0.08, "recentTerminal": 125, "recentWilsonLowerBound": 0.04403255671516807, "running": 4, "selectionWeight": 0.06253819034857822, "stale": false, "submissionEligible": false, "throughputPerHour": 20.833333333333332, "waiting": 25858 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3137.3142857142857, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1491849968142607, "queueFactor": 0.8460602797769226, "queueWeight": 0.8460602797769226, "recentSuccess": 10, "recentSuccessRate": 0.2857142857142857, "recentTerminal": 35, "recentWilsonLowerBound": 0.16326363398295565, "running": 2, "selectionWeight": 0.9722797799201153, "stale": false, "submissionEligible": true, "throughputPerHour": 5.833333333333333, "waiting": 18301 }, "Vastai_va16": { "available": true, "backlogHours": 1222.0, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9745953383753017, "queueWeight": 0.9745953383753017, "recentSuccess": 5, "recentSuccessRate": 0.06172839506172839, "recentTerminal": 81, "recentWilsonLowerBound": 0.026652119089554067, "running": 17, "selectionWeight": 0.048729766918765086, "stale": false, "submissionEligible": false, "throughputPerHour": 13.5, "waiting": 16497 }, "hygon_k100-ai": { "available": true, "backlogHours": 1400.2105263157894, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.466648203081325, "queueFactor": 0.9548958588464233, "queueWeight": 0.9548958588464233, "recentSuccess": 30, "recentSuccessRate": 0.3157894736842105, "recentTerminal": 95, "recentWilsonLowerBound": 0.23103088128713048, "running": 6, "selectionWeight": 2.3553921543533285, "stale": false, "submissionEligible": true, "throughputPerHour": 15.833333333333334, "waiting": 22170 } }, "queueAttemptedAt": "2026-10-15T04:07:06.473256+00:00", "queueError": null, "queueUpdatedAt": "2026-10-15T04:07:06.473256+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 }