{ "communityAttemptedAt": "2026-09-21T02:51:46.654565+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-21T02:51:46.654565+00:00", "frameworkAttemptedAt": "2026-09-21T02:52:41.526684+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39896, "officialConfigError": null, "officialConfigValid": true, "successCount": 19317, "successRate": 0.48418387808301583, "wilsonLowerBound": 0.4792817095495119 }, "vllm": { "framework": "vllm", "modelCount": 53366, "officialConfigError": null, "officialConfigValid": true, "successCount": 14890, "successRate": 0.2790166023310722, "wilsonLowerBound": 0.2752272030704955 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2946, "officialConfigError": null, "officialConfigValid": true, "successCount": 829, "successRate": 0.28139850644942294, "wilsonLowerBound": 0.2654528200124828 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 33202, "officialConfigError": null, "officialConfigValid": true, "successCount": 14725, "successRate": 0.4434973796759231, "wilsonLowerBound": 0.4381603860696021 }, "vllm": { "framework": "vllm", "modelCount": 37657, "officialConfigError": null, "officialConfigValid": true, "successCount": 10694, "successRate": 0.2839843853732374, "wilsonLowerBound": 0.2794520887624781 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 9191, "officialConfigError": null, "officialConfigValid": true, "successCount": 3911, "successRate": 0.4255249700794255, "wilsonLowerBound": 0.41544997370784764 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64006, "officialConfigError": null, "officialConfigValid": true, "successCount": 12088, "successRate": 0.18885729462862857, "wilsonLowerBound": 0.18584377785224623 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18636, "officialConfigError": null, "officialConfigValid": true, "successCount": 3755, "successRate": 0.20149173642412535, "wilsonLowerBound": 0.19579450983877253 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6204, "officialConfigError": null, "officialConfigValid": true, "successCount": 61, "successRate": 0.009832366215344938, "wilsonLowerBound": 0.007662490518397138 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26184, "officialConfigError": null, "officialConfigValid": true, "successCount": 3227, "successRate": 0.12324320195539261, "wilsonLowerBound": 0.1193167645892249 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16470, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10163934426229508, "wilsonLowerBound": 0.09711690799427429 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11496, "officialConfigError": null, "officialConfigValid": true, "successCount": 4822, "successRate": 0.41945024356297844, "wilsonLowerBound": 0.4104578685491657 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24218, "officialConfigError": null, "officialConfigValid": true, "successCount": 3788, "successRate": 0.15641258568007269, "wilsonLowerBound": 0.15189215158356068 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8074, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.06737676492444884, "wilsonLowerBound": 0.0621120471001709 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 43678, "officialConfigError": null, "officialConfigValid": true, "successCount": 10934, "successRate": 0.250331974907276, "wilsonLowerBound": 0.24629132694048553 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23354, "officialConfigError": null, "officialConfigValid": true, "successCount": 3070, "successRate": 0.13145499700265478, "wilsonLowerBound": 0.12718183008270303 }, "vllm": { "framework": "vllm", "modelCount": 86675, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11265070666282088, "wilsonLowerBound": 0.1105629896444802 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40903, "officialConfigError": null, "officialConfigValid": true, "successCount": 5024, "successRate": 0.12282717649072195, "wilsonLowerBound": 0.11968151532769836 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 32726, "officialConfigError": null, "officialConfigValid": true, "successCount": 3434, "successRate": 0.10493185846116238, "wilsonLowerBound": 0.10165769272619735 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88859, "officialConfigError": null, "officialConfigValid": true, "successCount": 21164, "successRate": 0.23817508637279286, "wilsonLowerBound": 0.23538564926565853 }, "transformers": { "framework": "transformers", "modelCount": 5230, "officialConfigError": null, "officialConfigValid": true, "successCount": 566, "successRate": 0.10822179732313575, "wilsonLowerBound": 0.10008794744469952 }, "vllm": { "framework": "vllm", "modelCount": 112646, "officialConfigError": null, "officialConfigValid": true, "successCount": 16512, "successRate": 0.146583101042203, "wilsonLowerBound": 0.14452967450179602 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17860, "officialConfigError": null, "officialConfigValid": true, "successCount": 3517, "successRate": 0.1969204927211646, "wilsonLowerBound": 0.1911536296580551 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42939, "officialConfigError": null, "officialConfigValid": true, "successCount": 5585, "successRate": 0.13006823633526632, "wilsonLowerBound": 0.12691960665611898 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6836, "officialConfigError": null, "officialConfigValid": true, "successCount": 571, "successRate": 0.08352837916910474, "wilsonLowerBound": 0.07720105329654853 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31360, "officialConfigError": null, "officialConfigValid": true, "successCount": 5678, "successRate": 0.18105867346938775, "wilsonLowerBound": 0.17683591262518614 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60922, "officialConfigError": null, "officialConfigValid": true, "successCount": 12394, "successRate": 0.203440464856702, "wilsonLowerBound": 0.20026254763151682 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 8352, "officialConfigError": null, "officialConfigValid": true, "successCount": 2425, "successRate": 0.29034961685823757, "wilsonLowerBound": 0.28071259144603977 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13139, "officialConfigError": null, "officialConfigValid": true, "successCount": 3371, "successRate": 0.25656442651647765, "wilsonLowerBound": 0.2491684976618366 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 61552, "officialConfigError": null, "officialConfigValid": true, "successCount": 16867, "successRate": 0.2740284637379776, "wilsonLowerBound": 0.27051899914229477 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 0, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46728, "officialConfigError": null, "officialConfigValid": true, "successCount": 20485, "successRate": 0.43838811847286424, "wilsonLowerBound": 0.43389437559003324 }, "vllm": { "framework": "vllm", "modelCount": 36760, "officialConfigError": null, "officialConfigValid": true, "successCount": 3543, "successRate": 0.09638193688792165, "wilsonLowerBound": 0.09340709146996 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 622, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 4.3101880813674497e-19 } }, "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": 10028, "officialConfigError": null, "officialConfigValid": true, "successCount": 740, "successRate": 0.07379337854008776, "wilsonLowerBound": 0.06883801306073076 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6020, "officialConfigError": null, "officialConfigValid": true, "successCount": 2560, "successRate": 0.42524916943521596, "wilsonLowerBound": 0.4128119709974954 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7378, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03185145025752236, "wilsonLowerBound": 0.028081693938916925 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11901, "officialConfigError": null, "officialConfigValid": true, "successCount": 3872, "successRate": 0.3253508108562306, "wilsonLowerBound": 0.3169909126204702 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26592, "officialConfigError": null, "officialConfigValid": true, "successCount": 13497, "successRate": 0.5075586642599278, "wilsonLowerBound": 0.5015490237955152 }, "vllm": { "framework": "vllm", "modelCount": 62788, "officialConfigError": null, "officialConfigValid": true, "successCount": 6343, "successRate": 0.10102248837357457, "wilsonLowerBound": 0.09868961768347012 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12564, "officialConfigError": null, "officialConfigValid": true, "successCount": 1820, "successRate": 0.1448583253740847, "wilsonLowerBound": 0.1388125047139058 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-21T03:01:19.756436+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 819.4186046511628, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7179320696110454, "queueFactor": 0.9778693250472548, "queueWeight": 0.9778693250472548, "recentSuccess": 38, "recentSuccessRate": 0.22093023255813954, "recentTerminal": 172, "recentWilsonLowerBound": 0.1654034598109465, "running": 8, "selectionWeight": 0.7020437483403317, "stale": false, "submissionEligible": true, "throughputPerHour": 28.666666666666668, "waiting": 23490 }, "Ascend_910-b4": { "available": true, "backlogHours": 1148.5945945945946, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9295691040474398, "queueWeight": 0.9295691040474398, "recentSuccess": 54, "recentSuccessRate": 0.36486486486486486, "recentTerminal": 148, "recentWilsonLowerBound": 0.2916373002819259, "running": 8, "selectionWeight": 2.323922760118599, "stale": false, "submissionEligible": true, "throughputPerHour": 24.666666666666668, "waiting": 28332 }, "Biren_166m": { "available": true, "backlogHours": 143.2248803827751, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6355132349431445, "queueFactor": 1.270293060812849, "queueWeight": 1.270293060812849, "recentSuccess": 43, "recentSuccessRate": 0.20574162679425836, "recentTerminal": 209, "recentWilsonLowerBound": 0.156484897123764, "running": 8, "selectionWeight": 0.8072880524030023, "stale": false, "submissionEligible": true, "throughputPerHour": 34.833333333333336, "waiting": 4989 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1328.5588235294117, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6890858601676707, "queueFactor": 0.9094934541994483, "queueWeight": 0.9094934541994483, "recentSuccess": 17, "recentSuccessRate": 0.25, "recentTerminal": 68, "recentWilsonLowerBound": 0.16234881695499528, "running": 7, "selectionWeight": 0.6267190792038928, "stale": false, "submissionEligible": true, "throughputPerHour": 11.333333333333334, "waiting": 15057 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 415.02985074626866, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.42037223414062097, "queueFactor": 1.0829160632506116, "queueWeight": 1.0829160632506116, "recentSuccess": 25, "recentSuccessRate": 0.1865671641791045, "recentTerminal": 134, "recentWilsonLowerBound": 0.1296838224720284, "running": 7, "selectionWeight": 0.4552278448954256, "stale": false, "submissionEligible": true, "throughputPerHour": 22.333333333333332, "waiting": 9269 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 47.70873786407767, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 6, "recentSuccessRate": 0.019417475728155338, "recentTerminal": 309, "recentWilsonLowerBound": 0.008928721406924705, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 51.5, "waiting": 2457 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 150.243654822335, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.1585346901501332, "queueFactor": 1.2612096207441725, "queueWeight": 1.2612096207441725, "recentSuccess": 24, "recentSuccessRate": 0.1218274111675127, "recentTerminal": 197, "recentWilsonLowerBound": 0.0832494527329842, "running": 7, "selectionWeight": 0.1999454764390444, "stale": false, "submissionEligible": true, "throughputPerHour": 32.833333333333336, "waiting": 4933 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3227.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7298470900129251, "queueFactor": 0.7961352459138944, "queueWeight": 0.7961352459138944, "recentSuccess": 9, "recentSuccessRate": 0.3, "recentTerminal": 30, "recentWilsonLowerBound": 0.16664562643958936, "running": 2, "selectionWeight": 0.5810569924869804, "stale": false, "submissionEligible": true, "throughputPerHour": 5.0, "waiting": 16135 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 592.2777777777778, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6857634461365623, "queueFactor": 1.0266629277988235, "queueWeight": 1.0266629277988235, "recentSuccess": 25, "recentSuccessRate": 0.23148148148148148, "recentTerminal": 108, "recentWilsonLowerBound": 0.1619925471777863, "running": 8, "selectionWeight": 0.7040479073879738, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 10661 }, "MetaX_c-500": { "available": true, "backlogHours": 576.0521739130435, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.47530730968866597, "queueFactor": 1.0309495726355582, "queueWeight": 1.0309495726355582, "recentSuccess": 23, "recentSuccessRate": 0.2, "recentTerminal": 115, "recentWilsonLowerBound": 0.1371296827840679, "running": 4, "selectionWeight": 0.49001786779408707, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 11041 }, "Mthreads_s4000": { "available": true, "backlogHours": 1514.3720930232557, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.2840319040486128, "queueFactor": 0.8918089083739755, "queueWeight": 0.8918089083739755, "recentSuccess": 26, "recentSuccessRate": 0.3023255813953488, "recentTerminal": 86, "recentWilsonLowerBound": 0.21543382392193752, "running": 4, "selectionWeight": 1.1451110906669506, "stale": false, "submissionEligible": true, "throughputPerHour": 14.333333333333334, "waiting": 21706 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1922.5714285714287, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.16650290574589705, "queueFactor": 0.8604473934701, "queueWeight": 0.8604473934701, "recentSuccess": 8, "recentSuccessRate": 0.16326530612244897, "recentTerminal": 49, "recentWilsonLowerBound": 0.08512596988208977, "running": 2, "selectionWeight": 0.14326699125425485, "stale": false, "submissionEligible": true, "throughputPerHour": 8.166666666666666, "waiting": 15701 }, "Vastai_va16": { "available": true, "backlogHours": 1220.7042253521126, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9211177022285634, "queueWeight": 0.9211177022285634, "recentSuccess": 6, "recentSuccessRate": 0.08450704225352113, "recentTerminal": 71, "recentWilsonLowerBound": 0.039305972354112026, "running": 16, "selectionWeight": 0.04605588511142817, "stale": false, "submissionEligible": false, "throughputPerHour": 11.833333333333334, "waiting": 14445 }, "hygon_k100-ai": { "available": true, "backlogHours": 316.6092715231788, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05, "queueFactor": 1.1277897720528962, "queueWeight": 1.1277897720528962, "recentSuccess": 22, "recentSuccessRate": 0.0728476821192053, "recentTerminal": 302, "recentWilsonLowerBound": 0.04859629433610135, "running": 6, "selectionWeight": 0.05638948860264481, "stale": false, "submissionEligible": false, "throughputPerHour": 50.333333333333336, "waiting": 15936 } }, "queueAttemptedAt": "2026-09-21T02:58:43.321969+00:00", "queueError": null, "queueUpdatedAt": "2026-09-21T02:58:43.321969+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 }