{ "communityAttemptedAt": "2026-10-17T03:33:26.091703+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-17T03:33:26.091703+00:00", "frameworkAttemptedAt": "2026-10-16T23:16:11.766824+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43046, "officialConfigError": null, "officialConfigValid": true, "successCount": 21538, "successRate": 0.5003484644333969, "wilsonLowerBound": 0.4956251914067151 }, "vllm": { "framework": "vllm", "modelCount": 57630, "officialConfigError": null, "officialConfigValid": true, "successCount": 15466, "successRate": 0.26836716987680026, "wilsonLowerBound": 0.2647649096117385 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 1, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 1, "successRate": 1.0, "wilsonLowerBound": 0.20654329147389294 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 4879, "officialConfigError": null, "officialConfigValid": true, "successCount": 1517, "successRate": 0.31092436974789917, "wilsonLowerBound": 0.2980891086637477 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 37899, "officialConfigError": null, "officialConfigValid": true, "successCount": 17995, "successRate": 0.4748146389086783, "wilsonLowerBound": 0.46978984760023634 }, "vllm": { "framework": "vllm", "modelCount": 40296, "officialConfigError": null, "officialConfigValid": true, "successCount": 11083, "successRate": 0.2750397061743101, "wilsonLowerBound": 0.2707013717291604 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13570, "officialConfigError": null, "officialConfigValid": true, "successCount": 5653, "successRate": 0.4165806927044952, "wilsonLowerBound": 0.40831063812705093 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64240, "officialConfigError": null, "officialConfigValid": true, "successCount": 12098, "successRate": 0.1883250311332503, "wilsonLowerBound": 0.1853202818965704 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 32892, "officialConfigError": null, "officialConfigValid": true, "successCount": 7048, "successRate": 0.21427702784871702, "wilsonLowerBound": 0.20987614249626602 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8162, "officialConfigError": null, "officialConfigValid": true, "successCount": 114, "successRate": 0.013967164910561138, "wilsonLowerBound": 0.011640172207820444 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26729, "officialConfigError": null, "officialConfigValid": true, "successCount": 3286, "successRate": 0.12293763328220285, "wilsonLowerBound": 0.11905511848217597 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16515, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10148349984862247, "wilsonLowerBound": 0.09697027348841415 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 16656, "officialConfigError": null, "officialConfigValid": true, "successCount": 6504, "successRate": 0.3904899135446686, "wilsonLowerBound": 0.38310686623506884 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24800, "officialConfigError": null, "officialConfigValid": true, "successCount": 3808, "successRate": 0.15354838709677418, "wilsonLowerBound": 0.1491150940050857 }, "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": 53735, "officialConfigError": null, "officialConfigValid": true, "successCount": 13529, "successRate": 0.2517725876988927, "wilsonLowerBound": 0.24812056951469966 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24997, "officialConfigError": null, "officialConfigValid": true, "successCount": 3163, "successRate": 0.12653518422210666, "wilsonLowerBound": 0.12247112813846273 }, "vllm": { "framework": "vllm", "modelCount": 87075, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11222509331036463, "wilsonLowerBound": 0.11014562443402544 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 48353, "officialConfigError": null, "officialConfigValid": true, "successCount": 5637, "successRate": 0.11658015014580274, "wilsonLowerBound": 0.11375007278658408 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 49603, "officialConfigError": null, "officialConfigValid": true, "successCount": 3756, "successRate": 0.07572122653871742, "wilsonLowerBound": 0.07342578360631676 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 94582, "officialConfigError": null, "officialConfigValid": true, "successCount": 23772, "successRate": 0.2513374637880358, "wilsonLowerBound": 0.24858305700823174 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 64, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5629, "officialConfigError": null, "officialConfigValid": true, "successCount": 588, "successRate": 0.10445905134126843, "wilsonLowerBound": 0.09673680804836032 }, "vllm": { "framework": "vllm", "modelCount": 112891, "officialConfigError": null, "officialConfigValid": true, "successCount": 16536, "successRate": 0.14647757571462738, "wilsonLowerBound": 0.1444269843588506 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 231, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.004329004329004329, "wilsonLowerBound": 0.000764565063105438 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 24939, "officialConfigError": null, "officialConfigValid": true, "successCount": 4105, "successRate": 0.1646016279722523, "wilsonLowerBound": 0.16005099092174596 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44165, "officialConfigError": null, "officialConfigValid": true, "successCount": 5706, "successRate": 0.1291973282010642, "wilsonLowerBound": 0.12610128324772107 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8352, "officialConfigError": null, "officialConfigValid": true, "successCount": 803, "successRate": 0.09614463601532568, "wilsonLowerBound": 0.09000676871514811 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35062, "officialConfigError": null, "officialConfigValid": true, "successCount": 7003, "successRate": 0.19973190348525469, "wilsonLowerBound": 0.19558005566986456 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61537, "officialConfigError": null, "officialConfigValid": true, "successCount": 12428, "successRate": 0.20195979654516794, "wilsonLowerBound": 0.19880644879173986 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17294, "officialConfigError": null, "officialConfigValid": true, "successCount": 4904, "successRate": 0.283566554874523, "wilsonLowerBound": 0.27689744661969307 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15881, "officialConfigError": null, "officialConfigValid": true, "successCount": 3834, "successRate": 0.24142056545557586, "wilsonLowerBound": 0.23482774183066907 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 68924, "officialConfigError": null, "officialConfigValid": true, "successCount": 18962, "successRate": 0.2751146190006384, "wilsonLowerBound": 0.2717932470283375 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1317, "officialConfigError": null, "officialConfigValid": true, "successCount": 796, "successRate": 0.6044039483675019, "wilsonLowerBound": 0.5777279277323565 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48526, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.44780117874953634, "wilsonLowerBound": 0.44338103513131455 }, "vllm": { "framework": "vllm", "modelCount": 40551, "officialConfigError": null, "officialConfigValid": true, "successCount": 5029, "successRate": 0.12401667036571232, "wilsonLowerBound": 0.12084417442015274 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1159, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6288, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030534351145038167, "wilsonLowerBound": 0.02655998124483518 }, "vllm": { "framework": "vllm", "modelCount": 10102, "officialConfigError": null, "officialConfigValid": true, "successCount": 764, "successRate": 0.07562858839833696, "wilsonLowerBound": 0.07063229608115972 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7573, "officialConfigError": null, "officialConfigValid": true, "successCount": 3329, "successRate": 0.43958801003565295, "wilsonLowerBound": 0.4284425413870057 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7427, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03298774740810556, "wilsonLowerBound": 0.029161046587914085 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19020, "officialConfigError": null, "officialConfigValid": true, "successCount": 5510, "successRate": 0.28969505783385907, "wilsonLowerBound": 0.28329124329792166 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28788, "officialConfigError": null, "officialConfigValid": true, "successCount": 14737, "successRate": 0.5119146866750035, "wilsonLowerBound": 0.5061392132593229 }, "vllm": { "framework": "vllm", "modelCount": 67950, "officialConfigError": null, "officialConfigValid": true, "successCount": 7318, "successRate": 0.10769683590875644, "wilsonLowerBound": 0.10538809891596261 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14011, "officialConfigError": null, "officialConfigValid": true, "successCount": 2434, "successRate": 0.1737206480622368, "wilsonLowerBound": 0.16753679544643002 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-17T03:33:26.091703+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1229.7333333333333, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.483448914176778, "queueFactor": 0.9876462336502382, "queueWeight": 0.9876462336502382, "recentSuccess": 42, "recentSuccessRate": 0.3111111111111111, "recentTerminal": 135, "recentWilsonLowerBound": 0.2391535984853148, "running": 9, "selectionWeight": 1.4651227328992302, "stale": false, "submissionEligible": true, "throughputPerHour": 22.5, "waiting": 27669 }, "Ascend_910-b4": { "available": true, "backlogHours": 1493.625, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9592610652738598, "queueWeight": 0.9592610652738598, "recentSuccess": 49, "recentSuccessRate": 0.3828125, "recentTerminal": 128, "recentWilsonLowerBound": 0.3031848964440972, "running": 8, "selectionWeight": 2.3981526631846495, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 31864 }, "Biren_166m": { "available": true, "backlogHours": 139.10377358490564, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.18563834490978404, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 28, "recentSuccessRate": 0.1320754716981132, "recentTerminal": 212, "recentWilsonLowerBound": 0.09298265914871356, "running": 9, "selectionWeight": 0.24132984838271926, "stale": false, "submissionEligible": true, "throughputPerHour": 35.333333333333336, "waiting": 4915 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1086.734693877551, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.322159026712375, "queueFactor": 1.0061309851454239, "queueWeight": 1.0061309851454239, "recentSuccess": 18, "recentSuccessRate": 0.1836734693877551, "recentTerminal": 98, "recentWilsonLowerBound": 0.11945967624196772, "running": 7, "selectionWeight": 0.32413417891961277, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 17750 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 561.4528301886792, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3596665601645961, "queueFactor": 1.1109028025353582, "queueWeight": 1.1109028025353582, "recentSuccess": 20, "recentSuccessRate": 0.18867924528301888, "recentTerminal": 106, "recentWilsonLowerBound": 0.12559204496833837, "running": 7, "selectionWeight": 0.3995545896651018, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 9919 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 82.38842975206612, "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": 0.028925619834710745, "recentTerminal": 242, "recentWilsonLowerBound": 0.014080624901213217, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 40.333333333333336, "waiting": 3323 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 186.42323651452284, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 13, "recentSuccessRate": 0.05394190871369295, "recentTerminal": 241, "recentWilsonLowerBound": 0.03179128021288752, "running": 3, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 40.166666666666664, "waiting": 7488 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2234.6511627906975, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.2868071581439535, "queueFactor": 0.9030079899340236, "queueWeight": 0.9030079899340236, "recentSuccess": 15, "recentSuccessRate": 0.3488372093023256, "recentTerminal": 43, "recentWilsonLowerBound": 0.22418398748963103, "running": 2, "selectionWeight": 1.1619971453082847, "stale": false, "submissionEligible": true, "throughputPerHour": 7.166666666666667, "waiting": 16015 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 452.8837209302326, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0235159395809477, "queueFactor": 1.1472948580917972, "queueWeight": 1.1472948580917972, "recentSuccess": 35, "recentSuccessRate": 0.2713178294573643, "recentTerminal": 129, "recentWilsonLowerBound": 0.2020292258725099, "running": 9, "selectionWeight": 1.1742745746562158, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 9737 }, "MetaX_c-500": { "available": true, "backlogHours": 681.5643564356436, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.1939658083258289, "queueFactor": 1.0790635513448494, "queueWeight": 1.0790635513448494, "recentSuccess": 30, "recentSuccessRate": 0.297029702970297, "recentTerminal": 101, "recentWilsonLowerBound": 0.2166816101177431, "running": 4, "selectionWeight": 1.2883649853163928, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 11473 }, "Mthreads_s4000": { "available": true, "backlogHours": 2771.678571428571, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5727369774735344, "queueFactor": 0.8743023064248834, "queueWeight": 0.8743023064248834, "recentSuccess": 14, "recentSuccessRate": 0.25, "recentTerminal": 56, "recentWilsonLowerBound": 0.1551691522297384, "running": 4, "selectionWeight": 0.5007452603799276, "stale": false, "submissionEligible": true, "throughputPerHour": 9.333333333333334, "waiting": 25869 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2811.230769230769, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8724460466677649, "queueWeight": 0.8724460466677649, "recentSuccess": 4, "recentSuccessRate": 0.10256410256410256, "recentTerminal": 39, "recentWilsonLowerBound": 0.040612655582869875, "running": 2, "selectionWeight": 0.04362230233338825, "stale": false, "submissionEligible": false, "throughputPerHour": 6.5, "waiting": 18273 }, "Vastai_va16": { "available": true, "backlogHours": 1177.129411764706, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.08494356717864146, "queueFactor": 0.9941442890820466, "queueWeight": 0.9941442890820466, "recentSuccess": 10, "recentSuccessRate": 0.11764705882352941, "recentTerminal": 85, "recentWilsonLowerBound": 0.06517287423683975, "running": 17, "selectionWeight": 0.08444616220490357, "stale": false, "submissionEligible": true, "throughputPerHour": 14.166666666666666, "waiting": 16676 }, "hygon_k100-ai": { "available": true, "backlogHours": 1302.0, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.5642876115078197, "queueFactor": 0.979222550013215, "queueWeight": 0.979222550013215, "recentSuccess": 24, "recentSuccessRate": 0.2222222222222222, "recentTerminal": 108, "recentWilsonLowerBound": 0.15412441082279263, "running": 6, "selectionWeight": 0.5525631538815536, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 23436 } }, "queueAttemptedAt": "2026-10-17T03:33:26.091703+00:00", "queueError": null, "queueUpdatedAt": "2026-10-17T03:33:26.091703+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Biren_166m", "Ascend_910-b3", "Ascend_910-b4", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }