{ "communityAttemptedAt": "2026-10-13T08:57:39.959227+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-13T08:57:39.959227+00:00", "frameworkAttemptedAt": "2026-10-13T09:04:22.467801+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 42444, "officialConfigError": null, "officialConfigValid": true, "successCount": 21119, "successRate": 0.49757327301856563, "wilsonLowerBound": 0.49281693071825755 }, "vllm": { "framework": "vllm", "modelCount": 56861, "officialConfigError": null, "officialConfigValid": true, "successCount": 15390, "successRate": 0.2706600306009391, "wilsonLowerBound": 0.26702365552300666 }, "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": 4496, "officialConfigError": null, "officialConfigValid": true, "successCount": 1369, "successRate": 0.3044928825622776, "wilsonLowerBound": 0.29121263983728823 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64219, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18835547112225354, "wilsonLowerBound": 0.1853500442293691 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 30744, "officialConfigError": null, "officialConfigValid": true, "successCount": 6674, "successRate": 0.21708300806661462, "wilsonLowerBound": 0.21251014493186646 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7860, "officialConfigError": null, "officialConfigValid": true, "successCount": 108, "successRate": 0.013740458015267175, "wilsonLowerBound": 0.01139408954678925 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26657, "officialConfigError": null, "officialConfigValid": true, "successCount": 3277, "successRate": 0.12293206287279139, "wilsonLowerBound": 0.1190444588421777 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16510, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10151423379769836, "wilsonLowerBound": 0.09699971253714496 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15933, "officialConfigError": null, "officialConfigValid": true, "successCount": 6271, "successRate": 0.39358563986694284, "wilsonLowerBound": 0.38602618288380613 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24780, "officialConfigError": null, "officialConfigValid": true, "successCount": 3807, "successRate": 0.1536319612590799, "wilsonLowerBound": 0.14919588873023637 }, "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": 52293, "officialConfigError": null, "officialConfigValid": true, "successCount": 13191, "successRate": 0.2522517354139177, "wilsonLowerBound": 0.24854757485865517 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24778, "officialConfigError": null, "officialConfigValid": true, "successCount": 3157, "successRate": 0.12741141335055292, "wilsonLowerBound": 0.12331733432867244 }, "vllm": { "framework": "vllm", "modelCount": 87027, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11228699139347559, "wilsonLowerBound": 0.1102064460212992 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 46537, "officialConfigError": null, "officialConfigValid": true, "successCount": 5577, "successRate": 0.11984012721060662, "wilsonLowerBound": 0.116920668185362 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 47768, "officialConfigError": null, "officialConfigValid": true, "successCount": 3699, "successRate": 0.07743677775916932, "wilsonLowerBound": 0.07507366243201219 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 93979, "officialConfigError": null, "officialConfigValid": true, "successCount": 23470, "successRate": 0.2497366432926505, "wilsonLowerBound": 0.24697940400463114 }, "transformers": { "framework": "transformers", "modelCount": 5578, "officialConfigError": null, "officialConfigValid": true, "successCount": 585, "successRate": 0.10487629974901398, "wilsonLowerBound": 0.09710564654991326 }, "vllm": { "framework": "vllm", "modelCount": 112867, "officialConfigError": null, "officialConfigValid": true, "successCount": 16531, "successRate": 0.14646442272763519, "wilsonLowerBound": 0.1444136918113797 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 135, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.007407407407407408, "wilsonLowerBound": 0.0013087545613434824 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 23863, "officialConfigError": null, "officialConfigValid": true, "successCount": 4030, "successRate": 0.16888069396136277, "wilsonLowerBound": 0.16418055556116265 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43669, "officialConfigError": null, "officialConfigValid": true, "successCount": 5680, "successRate": 0.13006938560534934, "wilsonLowerBound": 0.1269468972796424 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8171, "officialConfigError": null, "officialConfigValid": true, "successCount": 767, "successRate": 0.093868559539836, "wilsonLowerBound": 0.08773427672445926 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34501, "officialConfigError": null, "officialConfigValid": true, "successCount": 6849, "successRate": 0.19851598504391177, "wilsonLowerBound": 0.19434058848536798 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61498, "officialConfigError": null, "officialConfigValid": true, "successCount": 12424, "successRate": 0.20202283001073207, "wilsonLowerBound": 0.1988681147823616 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16074, "officialConfigError": null, "officialConfigValid": true, "successCount": 4529, "successRate": 0.28175936294637305, "wilsonLowerBound": 0.2748576066923702 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15487, "officialConfigError": null, "officialConfigValid": true, "successCount": 3764, "successRate": 0.24304255181765352, "wilsonLowerBound": 0.2363514395502052 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 68036, "officialConfigError": null, "officialConfigValid": true, "successCount": 18737, "successRate": 0.275398318537245, "wilsonLowerBound": 0.27205433606068574 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1040, "officialConfigError": null, "officialConfigValid": true, "successCount": 626, "successRate": 0.6019230769230769, "wilsonLowerBound": 0.5718499599374566 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48438, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.44861472397704283, "wilsonLowerBound": 0.4441897521267452 }, "vllm": { "framework": "vllm", "modelCount": 39952, "officialConfigError": null, "officialConfigValid": true, "successCount": 4837, "successRate": 0.12107028434120945, "wilsonLowerBound": 0.11790789585068463 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1097, "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": 10091, "officialConfigError": null, "officialConfigValid": true, "successCount": 762, "successRate": 0.07551283321771876, "wilsonLowerBound": 0.07051757164676267 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7357, "officialConfigError": null, "officialConfigValid": true, "successCount": 3231, "successRate": 0.4391735761859454, "wilsonLowerBound": 0.427867584462238 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7422, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03300997035839397, "wilsonLowerBound": 0.029180728018680917 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18363, "officialConfigError": null, "officialConfigValid": true, "successCount": 5428, "successRate": 0.2955944017862005, "wilsonLowerBound": 0.28903770966889347 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28459, "officialConfigError": null, "officialConfigValid": true, "successCount": 14555, "successRate": 0.5114375065884255, "wilsonLowerBound": 0.505628675641436 }, "vllm": { "framework": "vllm", "modelCount": 67408, "officialConfigError": null, "officialConfigValid": true, "successCount": 7210, "successRate": 0.1069605981485877, "wilsonLowerBound": 0.10464977887806533 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13745, "officialConfigError": null, "officialConfigValid": true, "successCount": 2309, "successRate": 0.1679883594034194, "wilsonLowerBound": 0.16183119756226713 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-13T09:04:22.467801+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1309.3384615384614, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.979529165152803, "queueWeight": 0.979529165152803, "recentSuccess": 44, "recentSuccessRate": 0.3384615384615385, "recentTerminal": 130, "recentWilsonLowerBound": 0.26279767664610515, "running": 6, "selectionWeight": 2.4488229128820076, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 28369 }, "Biren_166m": { "available": true, "backlogHours": 153.8957345971564, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6495512154113761, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 40, "recentSuccessRate": 0.1895734597156398, "recentTerminal": 211, "recentWilsonLowerBound": 0.1424177013397408, "running": 7, "selectionWeight": 0.8444165800347889, "stale": false, "submissionEligible": true, "throughputPerHour": 35.166666666666664, "waiting": 5412 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1162.8837209302326, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5935303302355561, "queueFactor": 0.9971137764759409, "queueWeight": 0.9971137764759409, "recentSuccess": 18, "recentSuccessRate": 0.20930232558139536, "recentTerminal": 86, "recentWilsonLowerBound": 0.13669707033094278, "running": 7, "selectionWeight": 0.5918172690341877, "stale": false, "submissionEligible": true, "throughputPerHour": 14.333333333333334, "waiting": 16668 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 436.1951219512195, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5132359442318865, "queueFactor": 1.1551091914198692, "queueWeight": 1.1551091914198692, "recentSuccess": 23, "recentSuccessRate": 0.18699186991869918, "recentTerminal": 123, "recentWilsonLowerBound": 0.12795746795510443, "running": 7, "selectionWeight": 0.5928435565493074, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 8942 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 42.067567567567565, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 13, "recentSuccessRate": 0.02927927927927928, "recentTerminal": 444, "recentWilsonLowerBound": 0.01718923661897652, "running": 18, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 74.0, "waiting": 3113 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 172.5182186234818, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2997249516418411, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 34, "recentSuccessRate": 0.13765182186234817, "recentTerminal": 247, "recentWilsonLowerBound": 0.10020432605216233, "running": 7, "selectionWeight": 0.38964243713439345, "stale": false, "submissionEligible": true, "throughputPerHour": 41.166666666666664, "waiting": 7102 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1759.6666666666667, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4273662106691588, "queueFactor": 0.9370453270180196, "queueWeight": 0.9370453270180196, "recentSuccess": 11, "recentSuccessRate": 0.2037037037037037, "recentTerminal": 54, "recentWilsonLowerBound": 0.11773934086585382, "running": 2, "selectionWeight": 0.4004615106329338, "stale": false, "submissionEligible": true, "throughputPerHour": 9.0, "waiting": 15837 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 346.3673469387755, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5261591013088838, "queueFactor": 1.195761644651174, "queueWeight": 1.195761644651174, "recentSuccess": 27, "recentSuccessRate": 0.1836734693877551, "recentTerminal": 147, "recentWilsonLowerBound": 0.12941205654415947, "running": 7, "selectionWeight": 0.6291608723292945, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 8486 }, "MetaX_c-500": { "available": true, "backlogHours": 656.5714285714287, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.7527442166386045, "queueFactor": 1.086382755513372, "queueWeight": 1.086382755513372, "recentSuccess": 30, "recentSuccessRate": 0.30612244897959184, "recentTerminal": 98, "recentWilsonLowerBound": 0.22362525822357754, "running": 4, "selectionWeight": 1.904151091781974, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 10724 }, "Mthreads_s4000": { "available": true, "backlogHours": 2232.7941176470586, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.2531499935232279, "queueFactor": 0.9041653472851403, "queueWeight": 0.9041653472851403, "recentSuccess": 11, "recentSuccessRate": 0.16176470588235295, "recentTerminal": 68, "recentWilsonLowerBound": 0.09279997195749148, "running": 4, "selectionWeight": 0.2288894518091604, "stale": false, "submissionEligible": true, "throughputPerHour": 11.333333333333334, "waiting": 25305 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2020.7547169811319, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.07360535495270969, "queueFactor": 0.9178001410818963, "queueWeight": 0.9178001410818963, "recentSuccess": 6, "recentSuccessRate": 0.11320754716981132, "recentTerminal": 53, "recentWilsonLowerBound": 0.05292958911068668, "running": 2, "selectionWeight": 0.06755500515998, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 17850 }, "Vastai_va16": { "available": true, "backlogHours": 1147.2142857142858, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9991449055632616, "queueWeight": 0.9991449055632616, "recentSuccess": 5, "recentSuccessRate": 0.05952380952380952, "recentTerminal": 84, "recentWilsonLowerBound": 0.025690182263433017, "running": 16, "selectionWeight": 0.04995724527816309, "stale": false, "submissionEligible": false, "throughputPerHour": 14.0, "waiting": 16061 }, "hygon_k100-ai": { "available": true, "backlogHours": 1140.6902654867258, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.7594023577677418, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 34, "recentSuccessRate": 0.3008849557522124, "recentTerminal": 113, "recentWilsonLowerBound": 0.22401098815624215, "running": 5, "selectionWeight": 1.7594023577677418, "stale": false, "submissionEligible": true, "throughputPerHour": 18.833333333333332, "waiting": 21483 } }, "queueAttemptedAt": "2026-10-13T08:57:39.959227+00:00", "queueError": null, "queueUpdatedAt": "2026-10-13T08:57:39.959227+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Ascend_910-b3", "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 }