{ "communityAttemptedAt": "2026-09-18T12:38:23.950984+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-18T12:38:23.950984+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": "2026-09-18T12:53:08.894554+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 975.1862068965517, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.6665686365339538, "queueFactor": 0.9907179413953192, "queueWeight": 0.9907179413953192, "recentSuccess": 50, "recentSuccessRate": 0.3448275862068966, "recentTerminal": 145, "recentWilsonLowerBound": 0.27236643559303747, "running": 8, "selectionWeight": 1.6510994487809227, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 23567 }, "Ascend_910-b4": { "available": true, "backlogHours": 1412.45, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.199706623908416, "queueFactor": 0.937167453954671, "queueWeight": 0.937167453954671, "recentSuccess": 47, "recentSuccessRate": 0.39166666666666666, "recentTerminal": 120, "recentWilsonLowerBound": 0.30899055515182583, "running": 8, "selectionWeight": 2.061493456175475, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 28249 }, "Biren_166m": { "available": true, "backlogHours": 195.6, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.32340167469307557, "queueFactor": 1.260688620826438, "queueWeight": 1.260688620826438, "recentSuccess": 29, "recentSuccessRate": 0.18125, "recentTerminal": 160, "recentWilsonLowerBound": 0.1292648458999903, "running": 6, "selectionWeight": 0.4077088112417738, "stale": false, "submissionEligible": true, "throughputPerHour": 26.666666666666668, "waiting": 5216 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1500.2950819672133, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.48263304416505254, "queueFactor": 0.9287239762052184, "queueWeight": 0.9287239762052184, "recentSuccess": 15, "recentSuccessRate": 0.2459016393442623, "recentTerminal": 61, "recentWilsonLowerBound": 0.15506522999562844, "running": 7, "selectionWeight": 0.4482328798249964, "stale": false, "submissionEligible": true, "throughputPerHour": 10.166666666666666, "waiting": 15253 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 647.448275862069, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.41327675918184714, "queueFactor": 1.0534948056099585, "queueWeight": 1.0534948056099585, "recentSuccess": 19, "recentSuccessRate": 0.21839080459770116, "recentTerminal": 87, "recentWilsonLowerBound": 0.14450701870548618, "running": 7, "selectionWeight": 0.4353849190773937, "stale": false, "submissionEligible": true, "throughputPerHour": 14.5, "waiting": 9388 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 48.38769230769231, "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": 0.021538461538461538, "recentTerminal": 325, "recentWilsonLowerBound": 0.010471423153795671, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 54.166666666666664, "waiting": 2621 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 138.08256880733944, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.09793830990761909, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 24, "recentSuccessRate": 0.11009174311926606, "recentTerminal": 218, "recentWilsonLowerBound": 0.0751046715705755, "running": 2, "selectionWeight": 0.12731980287990483, "stale": false, "submissionEligible": true, "throughputPerHour": 36.333333333333336, "waiting": 5017 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3099.290322580645, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.5580006256400187, "queueFactor": 0.8329593765671112, "queueWeight": 0.8329593765671112, "recentSuccess": 13, "recentSuccessRate": 0.41935483870967744, "recentTerminal": 31, "recentWilsonLowerBound": 0.26415303073549257, "running": 2, "selectionWeight": 1.2977512298242793, "stale": false, "submissionEligible": true, "throughputPerHour": 5.166666666666667, "waiting": 16013 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 558.9230769230769, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3541626095271119, "queueFactor": 1.0769867350029245, "queueWeight": 1.0769867350029245, "recentSuccess": 23, "recentSuccessRate": 0.19658119658119658, "recentTerminal": 117, "recentWilsonLowerBound": 0.13471532352826407, "running": 8, "selectionWeight": 0.3814284324947199, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 10899 }, "MetaX_c-500": { "available": true, "backlogHours": 857.625, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.301981674707514, "queueFactor": 1.009993422673147, "queueWeight": 1.009993422673147, "recentSuccess": 27, "recentSuccessRate": 0.3375, "recentTerminal": 80, "recentWilsonLowerBound": 0.24345459812221978, "running": 4, "selectionWeight": 1.3149929278955579, "stale": false, "submissionEligible": true, "throughputPerHour": 13.333333333333334, "waiting": 11435 }, "Mthreads_s4000": { "available": true, "backlogHours": 2178.7241379310344, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8781785472761615, "queueWeight": 0.8781785472761615, "recentSuccess": 26, "recentSuccessRate": 0.4482758620689655, "recentTerminal": 58, "recentWilsonLowerBound": 0.32749651292941145, "running": 4, "selectionWeight": 2.195446368190404, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 21061 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5529.882352941177, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.5256807925352065, "queueFactor": 0.7636700817778398, "queueWeight": 0.7636700817778398, "recentSuccess": 8, "recentSuccessRate": 0.47058823529411764, "recentTerminal": 17, "recentWilsonLowerBound": 0.26164801196088106, "running": 2, "selectionWeight": 1.1651167756022405, "stale": false, "submissionEligible": false, "throughputPerHour": 2.8333333333333335, "waiting": 15668 }, "Vastai_va16": { "available": true, "backlogHours": 2199.230769230769, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.145007399903656, "queueFactor": 0.8769453709251668, "queueWeight": 0.8769453709251668, "recentSuccess": 7, "recentSuccessRate": 0.1794871794871795, "recentTerminal": 39, "recentWilsonLowerBound": 0.08977151811469994, "running": 16, "selectionWeight": 0.1271635680954056, "stale": false, "submissionEligible": true, "throughputPerHour": 6.5, "waiting": 14295 }, "hygon_k100-ai": { "available": true, "backlogHours": 788.7027027027027, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.3129109618551098, "queueFactor": 1.0227657145461047, "queueWeight": 1.0227657145461047, "recentSuccess": 36, "recentSuccessRate": 0.32432432432432434, "recentTerminal": 111, "recentWilsonLowerBound": 0.24438140906406047, "running": 6, "selectionWeight": 1.3428003180371548, "stale": false, "submissionEligible": true, "throughputPerHour": 18.5, "waiting": 14591 } }, "queueAttemptedAt": "2026-09-18T12:44:27.364606+00:00", "queueError": null, "queueUpdatedAt": "2026-09-18T12:44:27.364606+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 }