{ "communityAttemptedAt": "2026-09-13T20:03:00.620148+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-13T20:03:00.620148+00:00", "frameworkAttemptedAt": "2026-09-13T18:45:49.870085+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38816, "officialConfigError": null, "officialConfigValid": true, "successCount": 18630, "successRate": 0.47995671887881286, "wilsonLowerBound": 0.4749887753620604 }, "vllm": { "framework": "vllm", "modelCount": 51402, "officialConfigError": null, "officialConfigValid": true, "successCount": 14484, "successRate": 0.2817789191082059, "wilsonLowerBound": 0.2779062356025118 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2101, "officialConfigError": null, "officialConfigValid": true, "successCount": 560, "successRate": 0.26653974297953353, "wilsonLowerBound": 0.24807174168770715 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 31957, "officialConfigError": null, "officialConfigValid": true, "successCount": 13883, "successRate": 0.43442751196920865, "wilsonLowerBound": 0.4290010108429633 }, "vllm": { "framework": "vllm", "modelCount": 37003, "officialConfigError": null, "officialConfigValid": true, "successCount": 10553, "successRate": 0.28519309245196334, "wilsonLowerBound": 0.2806151135467594 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7671, "officialConfigError": null, "officialConfigValid": true, "successCount": 3395, "successRate": 0.4425759353408943, "wilsonLowerBound": 0.4314922350736383 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63841, "officialConfigError": null, "officialConfigValid": true, "successCount": 12065, "successRate": 0.18898513494462807, "wilsonLowerBound": 0.1859669549351708 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15633, "officialConfigError": null, "officialConfigValid": true, "successCount": 3152, "successRate": 0.2016247681187232, "wilsonLowerBound": 0.19540900043690357 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5511, "officialConfigError": null, "officialConfigValid": true, "successCount": 45, "successRate": 0.008165487207403375, "wilsonLowerBound": 0.006108313138695839 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26041, "officialConfigError": null, "officialConfigValid": true, "successCount": 3200, "successRate": 0.1228831458085327, "wilsonLowerBound": 0.11895116327097957 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16458, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10159193097581723, "wilsonLowerBound": 0.09706884551454699 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 10068, "officialConfigError": null, "officialConfigValid": true, "successCount": 4314, "successRate": 0.42848629320619785, "wilsonLowerBound": 0.41884894178371307 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24073, "officialConfigError": null, "officialConfigValid": true, "successCount": 3777, "successRate": 0.1568977692850912, "wilsonLowerBound": 0.1523580408274086 }, "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": 40720, "officialConfigError": null, "officialConfigValid": true, "successCount": 10273, "successRate": 0.2522838899803536, "wilsonLowerBound": 0.24808882149236644 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22989, "officialConfigError": null, "officialConfigValid": true, "successCount": 3036, "successRate": 0.1320631606420462, "wilsonLowerBound": 0.12774802835591978 }, "vllm": { "framework": "vllm", "modelCount": 86524, "officialConfigError": null, "officialConfigValid": true, "successCount": 9762, "successRate": 0.11282418750866811, "wilsonLowerBound": 0.11073324152871072 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 39142, "officialConfigError": null, "officialConfigValid": true, "successCount": 4803, "successRate": 0.12270706657810025, "wilsonLowerBound": 0.11949360468928041 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 28166, "officialConfigError": null, "officialConfigValid": true, "successCount": 3301, "successRate": 0.11719804019030036, "wilsonLowerBound": 0.11349362085534118 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87776, "officialConfigError": null, "officialConfigValid": true, "successCount": 20520, "successRate": 0.2337768866204885, "wilsonLowerBound": 0.2309886484229502 }, "transformers": { "framework": "transformers", "modelCount": 5095, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11030421982335623, "wilsonLowerBound": 0.10199402961245989 }, "vllm": { "framework": "vllm", "modelCount": 112460, "officialConfigError": null, "officialConfigValid": true, "successCount": 16504, "successRate": 0.14675440156500089, "wilsonLowerBound": 0.1446982818789601 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15916, "officialConfigError": null, "officialConfigValid": true, "successCount": 3259, "successRate": 0.20476250314149283, "wilsonLowerBound": 0.19856488923434334 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42648, "officialConfigError": null, "officialConfigValid": true, "successCount": 5546, "successRate": 0.13004126805477395, "wilsonLowerBound": 0.12688231137189596 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6241, "officialConfigError": null, "officialConfigValid": true, "successCount": 487, "successRate": 0.0780323666079154, "wilsonLowerBound": 0.07163429608237157 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30370, "officialConfigError": null, "officialConfigValid": true, "successCount": 5268, "successRate": 0.17346065195917024, "wilsonLowerBound": 0.16924342983009943 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60770, "officialConfigError": null, "officialConfigValid": true, "successCount": 12379, "successRate": 0.2037024847786737, "wilsonLowerBound": 0.20051906912255485 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6566, "officialConfigError": null, "officialConfigValid": true, "successCount": 1946, "successRate": 0.29637526652452023, "wilsonLowerBound": 0.2854511209301405 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12059, "officialConfigError": null, "officialConfigValid": true, "successCount": 3154, "successRate": 0.26154739198938554, "wilsonLowerBound": 0.2537802241611028 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 59241, "officialConfigError": null, "officialConfigValid": true, "successCount": 16136, "successRate": 0.2723789267568069, "wilsonLowerBound": 0.2688088125738483 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46112, "officialConfigError": null, "officialConfigValid": true, "successCount": 20061, "successRate": 0.4350494448299792, "wilsonLowerBound": 0.4305299881807292 }, "vllm": { "framework": "vllm", "modelCount": 35791, "officialConfigError": null, "officialConfigValid": true, "successCount": 3136, "successRate": 0.08761979268531195, "wilsonLowerBound": 0.08473461146994633 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 298, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6276, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030592734225621414, "wilsonLowerBound": 0.026610861971840757 }, "vllm": { "framework": "vllm", "modelCount": 10010, "officialConfigError": null, "officialConfigValid": true, "successCount": 733, "successRate": 0.07322677322677322, "wilsonLowerBound": 0.06828543573281327 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5604, "officialConfigError": null, "officialConfigValid": true, "successCount": 2354, "successRate": 0.42005710206995006, "wilsonLowerBound": 0.4071934614479042 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7368, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03189467969598263, "wilsonLowerBound": 0.028119876473318692 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10687, "officialConfigError": null, "officialConfigValid": true, "successCount": 3647, "successRate": 0.34125573126228126, "wilsonLowerBound": 0.3323248935831914 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26017, "officialConfigError": null, "officialConfigValid": true, "successCount": 13152, "successRate": 0.5055156243994311, "wilsonLowerBound": 0.49943991218364747 }, "vllm": { "framework": "vllm", "modelCount": 60906, "officialConfigError": null, "officialConfigValid": true, "successCount": 5965, "successRate": 0.09793780579910025, "wilsonLowerBound": 0.09560251821435935 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12235, "officialConfigError": null, "officialConfigValid": true, "successCount": 1727, "successRate": 0.1411524315488353, "wilsonLowerBound": 0.1350954187114707 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-13T20:14:42.920017+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1018.2608695652174, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4159151364978366, "queueFactor": 0.9885809077953144, "queueWeight": 0.9885809077953144, "recentSuccess": 49, "recentSuccessRate": 0.35507246376811596, "recentTerminal": 138, "recentWilsonLowerBound": 0.2801466832622453, "running": 8, "selectionWeight": 1.3997466710001578, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 23420 }, "Ascend_910-b4": { "available": true, "backlogHours": 1220.25, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.9717272855397714, "queueFactor": 0.9621078420338188, "queueWeight": 0.9621078420338188, "recentSuccess": 55, "recentSuccessRate": 0.40441176470588236, "recentTerminal": 136, "recentWilsonLowerBound": 0.325651809022564, "running": 8, "selectionWeight": 1.8970142837698687, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 27659 }, "Biren_166m": { "available": true, "backlogHours": 161.0614525139665, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.558305272061881, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 43, "recentSuccessRate": 0.24022346368715083, "recentTerminal": 179, "recentWilsonLowerBound": 0.18351598377813166, "running": 8, "selectionWeight": 0.7257968536804453, "stale": false, "submissionEligible": true, "throughputPerHour": 29.833333333333332, "waiting": 4805 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1450.5483870967741, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.618323739570792, "queueFactor": 0.9374783434118626, "queueWeight": 0.9374783434118626, "recentSuccess": 18, "recentSuccessRate": 0.2903225806451613, "recentTerminal": 62, "recentWilsonLowerBound": 0.192234063853952, "running": 7, "selectionWeight": 0.579665115065054, "stale": false, "submissionEligible": true, "throughputPerHour": 10.333333333333334, "waiting": 14989 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 454.31404958677683, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2937937123411912, "queueFactor": 1.1158033266298502, "queueWeight": 1.1158033266298502, "recentSuccess": 24, "recentSuccessRate": 0.19834710743801653, "recentTerminal": 121, "recentWilsonLowerBound": 0.13706713532662643, "running": 7, "selectionWeight": 0.32781600157323443, "stale": false, "submissionEligible": true, "throughputPerHour": 20.166666666666668, "waiting": 9162 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 44.69914040114613, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 15, "recentSuccessRate": 0.04297994269340974, "recentTerminal": 349, "recentWilsonLowerBound": 0.02621653812085228, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 58.166666666666664, "waiting": 2600 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 175.83333333333334, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.19827349438118355, "queueFactor": 1.2865477085242918, "queueWeight": 1.2865477085242918, "recentSuccess": 24, "recentSuccessRate": 0.16666666666666666, "recentTerminal": 144, "recentWilsonLowerBound": 0.11463231075610265, "running": 2, "selectionWeight": 0.25508830985721576, "stale": false, "submissionEligible": true, "throughputPerHour": 24.0, "waiting": 4220 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2033.086956521739, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.2418388252395753, "queueFactor": 0.8911846220728575, "queueWeight": 0.8911846220728575, "recentSuccess": 18, "recentSuccessRate": 0.391304347826087, "recentTerminal": 46, "recentWilsonLowerBound": 0.26393022355248846, "running": 2, "selectionWeight": 1.1067076641465323, "stale": false, "submissionEligible": true, "throughputPerHour": 7.666666666666667, "waiting": 15587 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 868.1538461538462, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5572270751693057, "queueFactor": 1.0125152497451575, "queueWeight": 1.0125152497451575, "recentSuccess": 21, "recentSuccessRate": 0.2692307692307692, "recentTerminal": 78, "recentWilsonLowerBound": 0.18335480551618466, "running": 7, "selectionWeight": 0.5642009111798132, "stale": false, "submissionEligible": true, "throughputPerHour": 13.0, "waiting": 11286 }, "MetaX_c-500": { "available": true, "backlogHours": 654.622641509434, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.599402311686184, "queueFactor": 1.0563125111107454, "queueWeight": 1.0563125111107454, "recentSuccess": 28, "recentSuccessRate": 0.2641509433962264, "recentTerminal": 106, "recentWilsonLowerBound": 0.18953748624976913, "running": 4, "selectionWeight": 0.6331561610228187, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 11565 }, "Mthreads_s4000": { "available": true, "backlogHours": 1751.3766233766232, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.11291553088684, "queueFactor": 0.9113477898806782, "queueWeight": 0.9113477898806782, "recentSuccess": 34, "recentSuccessRate": 0.44155844155844154, "recentTerminal": 77, "recentWilsonLowerBound": 0.3360515471044896, "running": 4, "selectionWeight": 1.9256008992782814, "stale": false, "submissionEligible": true, "throughputPerHour": 12.833333333333334, "waiting": 22476 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4610.842105263158, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 0.7881775117599785, "queueWeight": 0.7881775117599785, "recentSuccess": 11, "recentSuccessRate": 0.5789473684210527, "recentTerminal": 19, "recentWilsonLowerBound": 0.3627555146516011, "running": 2, "selectionWeight": 1.9704437793999463, "stale": false, "submissionEligible": false, "throughputPerHour": 3.1666666666666665, "waiting": 14601 }, "Vastai_va16": { "available": true, "backlogHours": 1140.7384615384615, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.22241599298536346, "queueFactor": 0.9718811620894698, "queueWeight": 0.9718811620894698, "recentSuccess": 13, "recentSuccessRate": 0.2, "recentTerminal": 65, "recentWilsonLowerBound": 0.12077845770945214, "running": 16, "selectionWeight": 0.2161619137298984, "stale": false, "submissionEligible": true, "throughputPerHour": 10.833333333333334, "waiting": 12358 }, "hygon_k100-ai": { "available": true, "backlogHours": 684.75, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.6874551221620528, "queueFactor": 1.0492072209234173, "queueWeight": 1.0492072209234173, "recentSuccess": 29, "recentSuccessRate": 0.27884615384615385, "recentTerminal": 104, "recentWilsonLowerBound": 0.20172158008187036, "running": 6, "selectionWeight": 0.7212828782332158, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 11869 } }, "queueAttemptedAt": "2026-09-13T20:06:20.891808+00:00", "queueError": null, "queueUpdatedAt": "2026-09-13T20:06:20.891808+00:00", "supportedGpus": [ "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Biren_166m", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }