{ "communityAttemptedAt": "2026-10-12T01:43:36.466050+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-12T01:43:36.466050+00:00", "frameworkAttemptedAt": "2026-10-11T22:44:53.895191+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 42189, "officialConfigError": null, "officialConfigValid": true, "successCount": 20945, "successRate": 0.4964564222901704, "wilsonLowerBound": 0.4916858947100369 }, "vllm": { "framework": "vllm", "modelCount": 56521, "officialConfigError": null, "officialConfigValid": true, "successCount": 15350, "successRate": 0.2715804745138975, "wilsonLowerBound": 0.26792925664713285 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 0, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 4371, "officialConfigError": null, "officialConfigValid": true, "successCount": 1320, "successRate": 0.30199039121482496, "wilsonLowerBound": 0.2885580413129601 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 37025, "officialConfigError": null, "officialConfigValid": true, "successCount": 17404, "successRate": 0.4700607697501688, "wilsonLowerBound": 0.46498022014208384 }, "vllm": { "framework": "vllm", "modelCount": 39822, "officialConfigError": null, "officialConfigValid": true, "successCount": 11023, "successRate": 0.27680679021646326, "wilsonLowerBound": 0.2724339724889419 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12761, "officialConfigError": null, "officialConfigValid": true, "successCount": 5351, "successRate": 0.41932450434918894, "wilsonLowerBound": 0.4107884248562418 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64214, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18837013735322516, "wilsonLowerBound": 0.18536450290219292 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 30036, "officialConfigError": null, "officialConfigValid": true, "successCount": 6503, "successRate": 0.21650685843654283, "wilsonLowerBound": 0.2118853875975282 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7733, "officialConfigError": null, "officialConfigValid": true, "successCount": 107, "successRate": 0.013836803310487521, "wilsonLowerBound": 0.011464076031403762 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26635, "officialConfigError": null, "officialConfigValid": true, "successCount": 3272, "successRate": 0.12284587948188473, "wilsonLowerBound": 0.11895789354206535 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16508, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10152653259025927, "wilsonLowerBound": 0.09701149316250736 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15644, "officialConfigError": null, "officialConfigValid": true, "successCount": 6180, "successRate": 0.39503963180772184, "wilsonLowerBound": 0.38740564096835955 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24745, "officialConfigError": null, "officialConfigValid": true, "successCount": 3806, "successRate": 0.15380885027278238, "wilsonLowerBound": 0.14936753678893414 }, "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": 51761, "officialConfigError": null, "officialConfigValid": true, "successCount": 13035, "successRate": 0.251830528776492, "wilsonLowerBound": 0.2481095792043658 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24420, "officialConfigError": null, "officialConfigValid": true, "successCount": 3148, "successRate": 0.1289107289107289, "wilsonLowerBound": 0.12476602515036546 }, "vllm": { "framework": "vllm", "modelCount": 86996, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11232700354039266, "wilsonLowerBound": 0.11024576234266716 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 46195, "officialConfigError": null, "officialConfigValid": true, "successCount": 5558, "successRate": 0.12031605152072736, "wilsonLowerBound": 0.11738081015124567 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 46841, "officialConfigError": null, "officialConfigValid": true, "successCount": 3658, "successRate": 0.07809397749834547, "wilsonLowerBound": 0.07569849259292354 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 93736, "officialConfigError": null, "officialConfigValid": true, "successCount": 23350, "successRate": 0.24910386617734914, "wilsonLowerBound": 0.24634544046371315 }, "transformers": { "framework": "transformers", "modelCount": 5557, "officialConfigError": null, "officialConfigValid": true, "successCount": 585, "successRate": 0.10527262911642973, "wilsonLowerBound": 0.09747414111074428 }, "vllm": { "framework": "vllm", "modelCount": 112857, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14646853983359473, "wilsonLowerBound": 0.144417694440736 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 97, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.010309278350515464, "wilsonLowerBound": 0.0018221178995736602 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 23569, "officialConfigError": null, "officialConfigValid": true, "successCount": 3998, "successRate": 0.16962959820102677, "wilsonLowerBound": 0.16489201743952753 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43631, "officialConfigError": null, "officialConfigValid": true, "successCount": 5675, "successRate": 0.13006807086704408, "wilsonLowerBound": 0.12694425091271277 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8094, "officialConfigError": null, "officialConfigValid": true, "successCount": 759, "successRate": 0.09377316530763528, "wilsonLowerBound": 0.08761360589102254 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34301, "officialConfigError": null, "officialConfigValid": true, "successCount": 6787, "successRate": 0.19786595142998747, "wilsonLowerBound": 0.1936837783377294 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61483, "officialConfigError": null, "officialConfigValid": true, "successCount": 12423, "successRate": 0.20205585283736968, "wilsonLowerBound": 0.19890055933820167 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15527, "officialConfigError": null, "officialConfigValid": true, "successCount": 4386, "successRate": 0.28247568751207575, "wilsonLowerBound": 0.2754487313579149 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15332, "officialConfigError": null, "officialConfigValid": true, "successCount": 3739, "successRate": 0.24386903208974695, "wilsonLowerBound": 0.23713648687633784 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67673, "officialConfigError": null, "officialConfigValid": true, "successCount": 18641, "successRate": 0.27545697693319343, "wilsonLowerBound": 0.27210384679248717 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 945, "officialConfigError": null, "officialConfigValid": true, "successCount": 570, "successRate": 0.6031746031746031, "wilsonLowerBound": 0.5716239784659983 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48374, "officialConfigError": null, "officialConfigValid": true, "successCount": 21706, "successRate": 0.4487121180799603, "wilsonLowerBound": 0.44428412564034614 }, "vllm": { "framework": "vllm", "modelCount": 39730, "officialConfigError": null, "officialConfigValid": true, "successCount": 4767, "successRate": 0.11998489806191795, "wilsonLowerBound": 0.1168263301968249 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1064, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6287, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030539207889295372, "wilsonLowerBound": 0.02656421387260057 }, "vllm": { "framework": "vllm", "modelCount": 10085, "officialConfigError": null, "officialConfigValid": true, "successCount": 761, "successRate": 0.07545860188398612, "wilsonLowerBound": 0.07046362140369612 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7264, "officialConfigError": null, "officialConfigValid": true, "successCount": 3189, "successRate": 0.43901431718061673, "wilsonLowerBound": 0.4276369555956747 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7420, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.0330188679245283, "wilsonLowerBound": 0.02918860803183403 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18061, "officialConfigError": null, "officialConfigValid": true, "successCount": 5370, "successRate": 0.2973257294723437, "wilsonLowerBound": 0.2907031972462975 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28318, "officialConfigError": null, "officialConfigValid": true, "successCount": 14471, "successRate": 0.5110177272406243, "wilsonLowerBound": 0.5051943979381303 }, "vllm": { "framework": "vllm", "modelCount": 67183, "officialConfigError": null, "officialConfigValid": true, "successCount": 7158, "successRate": 0.10654481044311805, "wilsonLowerBound": 0.10423418946045764 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13653, "officialConfigError": null, "officialConfigValid": true, "successCount": 2264, "successRate": 0.16582436094631217, "wilsonLowerBound": 0.159679820037049 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-12T01:46:04.174483+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 928.2622950819672, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6348906111691245, "queueFactor": 1.0005325585686253, "queueWeight": 1.0005325585686253, "recentSuccess": 43, "recentSuccessRate": 0.23497267759562843, "recentTerminal": 183, "recentWilsonLowerBound": 0.1793833119874556, "running": 8, "selectionWeight": 0.6352287276042424, "stale": false, "submissionEligible": true, "throughputPerHour": 30.5, "waiting": 28312 }, "Ascend_910-b4": { "available": true, "backlogHours": 1116.7185628742516, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4011832795753507, "queueFactor": 0.9731734945301879, "queueWeight": 0.9731734945301879, "recentSuccess": 54, "recentSuccessRate": 0.32335329341317365, "recentTerminal": 167, "recentWilsonLowerBound": 0.2570709285006399, "running": 8, "selectionWeight": 1.3635944286616133, "stale": false, "submissionEligible": true, "throughputPerHour": 27.833333333333332, "waiting": 31082 }, "Biren_166m": { "available": true, "backlogHours": 140.46753246753246, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 18, "recentSuccessRate": 0.07792207792207792, "recentTerminal": 231, "recentWilsonLowerBound": 0.0498548885239337, "running": 8, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 38.5, "waiting": 5408 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1350.2432432432431, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.42002388012731373, "queueFactor": 0.94584512617479, "queueWeight": 0.94584512617479, "recentSuccess": 17, "recentSuccessRate": 0.22972972972972974, "recentTerminal": 74, "recentWilsonLowerBound": 0.1486706552074038, "running": 7, "selectionWeight": 0.3972775398954439, "stale": false, "submissionEligible": false, "throughputPerHour": 12.333333333333334, "waiting": 16653 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 370.8082191780822, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.12251479646765182, "queueFactor": 1.1481785505531739, "queueWeight": 1.1481785505531739, "recentSuccess": 19, "recentSuccessRate": 0.13013698630136986, "recentTerminal": 146, "recentWilsonLowerBound": 0.08491894714785195, "running": 7, "selectionWeight": 0.14066886142954557, "stale": false, "submissionEligible": false, "throughputPerHour": 24.333333333333332, "waiting": 9023 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 51.98090692124105, "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": 0.021479713603818614, "recentTerminal": 419, "recentWilsonLowerBound": 0.011340754837580385, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 69.83333333333333, "waiting": 3630 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 106.09160305343511, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.18473598579132894, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 52, "recentSuccessRate": 0.13231552162849872, "recentTerminal": 393, "recentWilsonLowerBound": 0.10234783811416805, "running": 6, "selectionWeight": 0.24015678152872763, "stale": false, "submissionEligible": false, "throughputPerHour": 65.5, "waiting": 6949 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2514.4864864864862, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 0.8616173515123272, "queueWeight": 0.8616173515123272, "recentSuccess": 18, "recentSuccessRate": 0.4864864864864865, "recentTerminal": 37, "recentWilsonLowerBound": 0.33446153327211037, "running": 2, "selectionWeight": 2.154043378780818, "stale": false, "submissionEligible": true, "throughputPerHour": 6.166666666666667, "waiting": 15506 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 330.7594936708861, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2144648721382178, "queueFactor": 1.1680326545340969, "queueWeight": 1.1680326545340969, "recentSuccess": 25, "recentSuccessRate": 0.15822784810126583, "recentTerminal": 158, "recentWilsonLowerBound": 0.10953056795868964, "running": 8, "selectionWeight": 0.25050197390791823, "stale": false, "submissionEligible": false, "throughputPerHour": 26.333333333333332, "waiting": 8710 }, "MetaX_c-500": { "available": true, "backlogHours": 529.5245901639345, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3075700582526444, "queueFactor": 1.08842601198014, "queueWeight": 1.08842601198014, "recentSuccess": 23, "recentSuccessRate": 0.1885245901639344, "recentTerminal": 122, "recentWilsonLowerBound": 0.12903622583107396, "running": 4, "selectionWeight": 0.3347672519084251, "stale": false, "submissionEligible": false, "throughputPerHour": 20.333333333333332, "waiting": 10767 }, "Mthreads_s4000": { "available": true, "backlogHours": 1443.1456310679612, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6945401219559413, "queueFactor": 0.936451540424825, "queueWeight": 0.936451540424825, "recentSuccess": 27, "recentSuccessRate": 0.2621359223300971, "recentTerminal": 103, "recentWilsonLowerBound": 0.18685666753807448, "running": 4, "selectionWeight": 0.650403167092487, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 24774 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1690.1612903225805, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.9145187405915564, "queueWeight": 0.9145187405915564, "recentSuccess": 7, "recentSuccessRate": 0.11290322580645161, "recentTerminal": 62, "recentWilsonLowerBound": 0.05577792691334925, "running": 2, "selectionWeight": 0.04572593702957782, "stale": false, "submissionEligible": false, "throughputPerHour": 10.333333333333334, "waiting": 17465 }, "Vastai_va16": { "available": true, "backlogHours": 953.030303030303, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.2167768104593561, "queueFactor": 0.996588395265447, "queueWeight": 0.996588395265447, "recentSuccess": 17, "recentSuccessRate": 0.1717171717171717, "recentTerminal": 99, "recentWilsonLowerBound": 0.11006570016266973, "running": 16, "selectionWeight": 0.21603725366645166, "stale": false, "submissionEligible": false, "throughputPerHour": 16.5, "waiting": 15725 }, "hygon_k100-ai": { "available": true, "backlogHours": 934.8636363636364, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.1086766790454219, "queueFactor": 0.9994696070008796, "queueWeight": 0.9994696070008796, "recentSuccess": 40, "recentSuccessRate": 0.30303030303030304, "recentTerminal": 132, "recentWilsonLowerBound": 0.23111611230325313, "running": 6, "selectionWeight": 1.108088644696568, "stale": false, "submissionEligible": true, "throughputPerHour": 22.0, "waiting": 20567 } }, "queueAttemptedAt": "2026-10-12T01:37:13.068944+00:00", "queueError": null, "queueUpdatedAt": "2026-10-12T01:37:13.068944+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "hygon_k100-ai", "MetaX_c-500", "Biren_166m", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }