{ "communityAttemptedAt": "2026-09-18T10:52:57.696880+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-18T10:52:57.696880+00:00", "frameworkAttemptedAt": "2026-09-18T08:16:39.957406+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39487, "officialConfigError": null, "officialConfigValid": true, "successCount": 19065, "successRate": 0.48281712968825186, "wilsonLowerBound": 0.47789022696862027 }, "vllm": { "framework": "vllm", "modelCount": 52637, "officialConfigError": null, "officialConfigValid": true, "successCount": 14752, "successRate": 0.28025913330926916, "wilsonLowerBound": 0.27643839366838285 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2613, "officialConfigError": null, "officialConfigValid": true, "successCount": 739, "successRate": 0.28281668580176045, "wilsonLowerBound": 0.26587677766316437 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32763, "officialConfigError": null, "officialConfigValid": true, "successCount": 14439, "successRate": 0.4407105576412416, "wilsonLowerBound": 0.43534181919416826 }, "vllm": { "framework": "vllm", "modelCount": 37359, "officialConfigError": null, "officialConfigValid": true, "successCount": 10633, "successRate": 0.28461682593217164, "wilsonLowerBound": 0.2800634471751248 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8586, "officialConfigError": null, "officialConfigValid": true, "successCount": 3711, "successRate": 0.43221523410202656, "wilsonLowerBound": 0.4217692663687853 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63916, "officialConfigError": null, "officialConfigValid": true, "successCount": 12080, "successRate": 0.1889980599536892, "wilsonLowerBound": 0.18598155986891562 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17198, "officialConfigError": null, "officialConfigValid": true, "successCount": 3446, "successRate": 0.200372136294918, "wilsonLowerBound": 0.19445688557822252 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5952, "officialConfigError": null, "officialConfigValid": true, "successCount": 59, "successRate": 0.00991263440860215, "wilsonLowerBound": 0.00769293715967995 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26133, "officialConfigError": null, "officialConfigValid": true, "successCount": 3218, "successRate": 0.12313932575670608, "wilsonLowerBound": 0.11921057146175534 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16466, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10166403498117332, "wilsonLowerBound": 0.09714055799797292 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11018, "officialConfigError": null, "officialConfigValid": true, "successCount": 4653, "successRate": 0.4223089489925576, "wilsonLowerBound": 0.4131146922607497 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24139, "officialConfigError": null, "officialConfigValid": true, "successCount": 3782, "successRate": 0.1566759186378889, "wilsonLowerBound": 0.1521450020046784 }, "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": 42521, "officialConfigError": null, "officialConfigValid": true, "successCount": 10674, "successRate": 0.2510289033653959, "wilsonLowerBound": 0.24693008204337882 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23238, "officialConfigError": null, "officialConfigValid": true, "successCount": 3056, "successRate": 0.13150873569153973, "wilsonLowerBound": 0.12722430557118034 }, "vllm": { "framework": "vllm", "modelCount": 86609, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11273655162858363, "wilsonLowerBound": 0.11064734182319988 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40272, "officialConfigError": null, "officialConfigValid": true, "successCount": 4944, "successRate": 0.12276519666269368, "wilsonLowerBound": 0.11959596671745235 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 31243, "officialConfigError": null, "officialConfigValid": true, "successCount": 3393, "successRate": 0.10860032647312998, "wilsonLowerBound": 0.10519822447136452 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88461, "officialConfigError": null, "officialConfigValid": true, "successCount": 20972, "successRate": 0.2370762256813737, "wilsonLowerBound": 0.23428505750092687 }, "transformers": { "framework": "transformers", "modelCount": 5164, "officialConfigError": null, "officialConfigValid": true, "successCount": 565, "successRate": 0.10941130906274206, "wilsonLowerBound": 0.1011858929247152 }, "vllm": { "framework": "vllm", "modelCount": 112522, "officialConfigError": null, "officialConfigValid": true, "successCount": 16507, "successRate": 0.14670020084961163, "wilsonLowerBound": 0.1446449624047784 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17121, "officialConfigError": null, "officialConfigValid": true, "successCount": 3413, "successRate": 0.1993458326032358, "wilsonLowerBound": 0.19342921116593076 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42806, "officialConfigError": null, "officialConfigValid": true, "successCount": 5571, "successRate": 0.13014530673270103, "wilsonLowerBound": 0.1269910312130132 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6643, "officialConfigError": null, "officialConfigValid": true, "successCount": 539, "successRate": 0.08113804004214963, "wilsonLowerBound": 0.07481140214726349 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31021, "officialConfigError": null, "officialConfigValid": true, "successCount": 5531, "successRate": 0.1782985719351407, "wilsonLowerBound": 0.1740789785836917 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60858, "officialConfigError": null, "officialConfigValid": true, "successCount": 12390, "successRate": 0.20358868184955142, "wilsonLowerBound": 0.20040822750777065 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7643, "officialConfigError": null, "officialConfigValid": true, "successCount": 2225, "successRate": 0.29111605390553447, "wilsonLowerBound": 0.28103839123416857 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12741, "officialConfigError": null, "officialConfigValid": true, "successCount": 3294, "successRate": 0.2585354367789027, "wilsonLowerBound": 0.2510064627257239 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 60653, "officialConfigError": null, "officialConfigValid": true, "successCount": 16613, "successRate": 0.2739023626201507, "wilsonLowerBound": 0.27036760767809576 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46504, "officialConfigError": null, "officialConfigValid": true, "successCount": 20335, "successRate": 0.4372742129709272, "wilsonLowerBound": 0.4327710339841934 }, "vllm": { "framework": "vllm", "modelCount": 36386, "officialConfigError": null, "officialConfigValid": true, "successCount": 3393, "successRate": 0.09325015115703843, "wilsonLowerBound": 0.09030509940137159 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 481, "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": 10024, "officialConfigError": null, "officialConfigValid": true, "successCount": 738, "successRate": 0.07362330407023145, "wilsonLowerBound": 0.06867247302280925 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5889, "officialConfigError": null, "officialConfigValid": true, "successCount": 2491, "successRate": 0.4229920190185091, "wilsonLowerBound": 0.4104281835827508 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7374, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031868727963113644, "wilsonLowerBound": 0.028096954502666412 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11472, "officialConfigError": null, "officialConfigValid": true, "successCount": 3806, "successRate": 0.33176429567642957, "wilsonLowerBound": 0.3232056639091772 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26401, "officialConfigError": null, "officialConfigValid": true, "successCount": 13381, "successRate": 0.5068368622400666, "wilsonLowerBound": 0.500805501238166 }, "vllm": { "framework": "vllm", "modelCount": 62140, "officialConfigError": null, "officialConfigValid": true, "successCount": 6219, "successRate": 0.10008046346958481, "wilsonLowerBound": 0.09774548259830038 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12437, "officialConfigError": null, "officialConfigValid": true, "successCount": 1780, "successRate": 0.1431213315108145, "wilsonLowerBound": 0.13707674999237315 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-18T11:04:19.066985+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1045.8970588235293, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1718931642088555, "queueFactor": 0.9853511692039618, "queueWeight": 0.9853511692039618, "recentSuccess": 43, "recentSuccessRate": 0.3161764705882353, "recentTerminal": 136, "recentWilsonLowerBound": 0.24399293204164998, "running": 8, "selectionWeight": 1.1547262995353262, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 23707 }, "Ascend_910-b4": { "available": true, "backlogHours": 1304.353846153846, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.0215987704231644, "queueFactor": 0.9532461590685545, "queueWeight": 0.9532461590685545, "recentSuccess": 51, "recentSuccessRate": 0.3923076923076923, "recentTerminal": 130, "recentWilsonLowerBound": 0.3126200051001405, "running": 8, "selectionWeight": 1.9270812630835938, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 28261 }, "Biren_166m": { "available": true, "backlogHours": 172.45054945054946, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.3542615043000156, "queueFactor": 1.291262950242985, "queueWeight": 1.291262950242985, "recentSuccess": 35, "recentSuccessRate": 0.19230769230769232, "recentTerminal": 182, "recentWilsonLowerBound": 0.14164842984347017, "running": 6, "selectionWeight": 0.45744475519995603, "stale": false, "submissionEligible": true, "throughputPerHour": 30.333333333333332, "waiting": 5231 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1634.142857142857, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7484154629533732, "queueFactor": 0.9215541824857815, "queueWeight": 0.9215541824857815, "recentSuccess": 17, "recentSuccessRate": 0.30357142857142855, "recentTerminal": 56, "recentWilsonLowerBound": 0.19900164620775923, "running": 7, "selectionWeight": 0.6897054001217136, "stale": false, "submissionEligible": true, "throughputPerHour": 9.333333333333334, "waiting": 15252 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 620.967032967033, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3341756007526797, "queueFactor": 1.0655015746777896, "queueWeight": 1.0655015746777896, "recentSuccess": 19, "recentSuccessRate": 0.2087912087912088, "recentTerminal": 91, "recentWilsonLowerBound": 0.13793973578452018, "running": 7, "selectionWeight": 0.3560646288208766, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 9418 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 43.05785123966942, "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": 0.01928374655647383, "recentTerminal": 363, "recentWilsonLowerBound": 0.009371640391400317, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 60.5, "waiting": 2605 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 117.8503937007874, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.07707971666426948, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 26, "recentSuccessRate": 0.10236220472440945, "recentTerminal": 254, "recentWilsonLowerBound": 0.07081547870692541, "running": 5, "selectionWeight": 0.10020363166355033, "stale": false, "submissionEligible": true, "throughputPerHour": 42.333333333333336, "waiting": 4989 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3313.4482758620693, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 0.828843141607964, "queueWeight": 0.828843141607964, "recentSuccess": 15, "recentSuccessRate": 0.5172413793103449, "recentTerminal": 29, "recentWilsonLowerBound": 0.34430737970569164, "running": 2, "selectionWeight": 2.07210785401991, "stale": false, "submissionEligible": true, "throughputPerHour": 4.833333333333333, "waiting": 16015 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 596.3454545454546, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6177488088218598, "queueFactor": 1.0719874240991285, "queueWeight": 1.0719874240991285, "recentSuccess": 28, "recentSuccessRate": 0.2545454545454545, "recentTerminal": 110, "recentWilsonLowerBound": 0.18238075813593077, "running": 8, "selectionWeight": 0.6622189543092505, "stale": false, "submissionEligible": true, "throughputPerHour": 18.333333333333332, "waiting": 10933 }, "MetaX_c-500": { "available": true, "backlogHours": 838.0243902439025, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.7377752098695205, "queueFactor": 1.0186520855958257, "queueWeight": 1.0186520855958257, "recentSuccess": 32, "recentSuccessRate": 0.3902439024390244, "recentTerminal": 82, "recentWilsonLowerBound": 0.2918451685297084, "running": 4, "selectionWeight": 1.7701883418303106, "stale": false, "submissionEligible": true, "throughputPerHour": 13.666666666666666, "waiting": 11453 }, "Mthreads_s4000": { "available": true, "backlogHours": 2005.5238095238096, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.4784270170645522, "queueFactor": 0.8936762247381964, "queueWeight": 0.8936762247381964, "recentSuccess": 24, "recentSuccessRate": 0.38095238095238093, "recentTerminal": 63, "recentWilsonLowerBound": 0.27117289491083674, "running": 4, "selectionWeight": 1.321235075161202, "stale": false, "submissionEligible": true, "throughputPerHour": 10.5, "waiting": 21058 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3760.3199999999997, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3608327217498753, "queueFactor": 0.8132623307659224, "queueWeight": 0.8132623307659224, "recentSuccess": 7, "recentSuccessRate": 0.28, "recentTerminal": 25, "recentWilsonLowerBound": 0.14283673837381572, "running": 2, "selectionWeight": 0.2934516603069151, "stale": false, "submissionEligible": true, "throughputPerHour": 4.166666666666667, "waiting": 15668 }, "Vastai_va16": { "available": true, "backlogHours": 1905.3333333333333, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9005726068816506, "queueWeight": 0.9005726068816506, "recentSuccess": 5, "recentSuccessRate": 0.1111111111111111, "recentTerminal": 45, "recentWilsonLowerBound": 0.04840400437825557, "running": 16, "selectionWeight": 0.04502863034408253, "stale": false, "submissionEligible": false, "throughputPerHour": 7.5, "waiting": 14290 }, "hygon_k100-ai": { "available": true, "backlogHours": 849.9029126213592, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.2020628631294674, "queueFactor": 1.016503737673257, "queueWeight": 1.016503737673257, "recentSuccess": 34, "recentSuccessRate": 0.3300970873786408, "recentTerminal": 103, "recentWilsonLowerBound": 0.24682835312636037, "running": 6, "selectionWeight": 1.2219013932893206, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 14590 } }, "queueAttemptedAt": "2026-09-18T10:58:36.541848+00:00", "queueError": null, "queueUpdatedAt": "2026-09-18T10:58:36.541848+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 }