{ "communityAttemptedAt": "2026-09-29T13:04:38.560566+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-29T13:04:38.560566+00:00", "frameworkAttemptedAt": "2026-09-29T08:15:30.056315+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40092, "officialConfigError": null, "officialConfigValid": true, "successCount": 19440, "successRate": 0.48488476504040706, "wilsonLowerBound": 0.47999430963600515 }, "vllm": { "framework": "vllm", "modelCount": 53667, "officialConfigError": null, "officialConfigValid": true, "successCount": 14934, "successRate": 0.2782715635306613, "wilsonLowerBound": 0.27449592602705325 }, "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": 3118, "officialConfigError": null, "officialConfigValid": true, "successCount": 881, "successRate": 0.28255291853752407, "wilsonLowerBound": 0.26702411128367387 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34608, "officialConfigError": null, "officialConfigValid": true, "successCount": 15765, "successRate": 0.45553051317614424, "wilsonLowerBound": 0.45028871038539975 }, "vllm": { "framework": "vllm", "modelCount": 38529, "officialConfigError": null, "officialConfigValid": true, "successCount": 10825, "successRate": 0.2809572010693244, "wilsonLowerBound": 0.2764911391626131 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10683, "officialConfigError": null, "officialConfigValid": true, "successCount": 4472, "successRate": 0.4186090049611532, "wilsonLowerBound": 0.40928481012393897 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64135, "officialConfigError": null, "officialConfigValid": true, "successCount": 12092, "successRate": 0.18853979886177594, "wilsonLowerBound": 0.1855312692711016 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 23271, "officialConfigError": null, "officialConfigValid": true, "successCount": 4789, "successRate": 0.2057926174208242, "wilsonLowerBound": 0.20064703878371137 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6964, "officialConfigError": null, "officialConfigValid": true, "successCount": 77, "successRate": 0.01105686387133831, "wilsonLowerBound": 0.008856357819547396 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26453, "officialConfigError": null, "officialConfigValid": true, "successCount": 3249, "successRate": 0.12282160813518316, "wilsonLowerBound": 0.11892079644703475 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16489, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10164351992237249, "wilsonLowerBound": 0.09712355199628998 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13058, "officialConfigError": null, "officialConfigValid": true, "successCount": 5359, "successRate": 0.4103997549395007, "wilsonLowerBound": 0.4019900724331346 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24455, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.15522388059701492, "wilsonLowerBound": 0.15073946153538023 }, "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": 46926, "officialConfigError": null, "officialConfigValid": true, "successCount": 11670, "successRate": 0.2486894259046158, "wilsonLowerBound": 0.24479910466874283 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23573, "officialConfigError": null, "officialConfigValid": true, "successCount": 3098, "successRate": 0.13142154159419675, "wilsonLowerBound": 0.12716846144564692 }, "vllm": { "framework": "vllm", "modelCount": 86801, "officialConfigError": null, "officialConfigValid": true, "successCount": 9766, "successRate": 0.11251022453658369, "wilsonLowerBound": 0.11042516252583366 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43007, "officialConfigError": null, "officialConfigValid": true, "successCount": 5262, "successRate": 0.12235217522728858, "wilsonLowerBound": 0.11928877980081794 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 38349, "officialConfigError": null, "officialConfigValid": true, "successCount": 3546, "successRate": 0.09246655714620981, "wilsonLowerBound": 0.08960787165416206 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90373, "officialConfigError": null, "officialConfigValid": true, "successCount": 21972, "successRate": 0.24312571232558397, "wilsonLowerBound": 0.24033985232030614 }, "transformers": { "framework": "transformers", "modelCount": 5394, "officialConfigError": null, "officialConfigValid": true, "successCount": 579, "successRate": 0.10734149054505006, "wilsonLowerBound": 0.09935826083660061 }, "vllm": { "framework": "vllm", "modelCount": 112750, "officialConfigError": null, "officialConfigValid": true, "successCount": 16526, "successRate": 0.14657206208425722, "wilsonLowerBound": 0.14451964199993209 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20211, "officialConfigError": null, "officialConfigValid": true, "successCount": 3707, "successRate": 0.18341497204492602, "wilsonLowerBound": 0.17813973999992447 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43276, "officialConfigError": null, "officialConfigValid": true, "successCount": 5631, "successRate": 0.13011831037988725, "wilsonLowerBound": 0.1269813127427721 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7350, "officialConfigError": null, "officialConfigValid": true, "successCount": 652, "successRate": 0.08870748299319728, "wilsonLowerBound": 0.08242036583105138 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32452, "officialConfigError": null, "officialConfigValid": true, "successCount": 6120, "successRate": 0.18858621964747935, "wilsonLowerBound": 0.18436707519161827 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61261, "officialConfigError": null, "officialConfigValid": true, "successCount": 12404, "successRate": 0.20247792233231582, "wilsonLowerBound": 0.19931444726155095 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10882, "officialConfigError": null, "officialConfigValid": true, "successCount": 3192, "successRate": 0.29332843227347916, "wilsonLowerBound": 0.2848482034723206 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14276, "officialConfigError": null, "officialConfigValid": true, "successCount": 3585, "successRate": 0.2511207621182404, "wilsonLowerBound": 0.24407458501202675 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64336, "officialConfigError": null, "officialConfigValid": true, "successCount": 17633, "successRate": 0.27407672220840584, "wilsonLowerBound": 0.27064353259963125 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 294, "officialConfigError": null, "officialConfigValid": true, "successCount": 187, "successRate": 0.6360544217687075, "wilsonLowerBound": 0.579629129845499 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47370, "officialConfigError": null, "officialConfigValid": true, "successCount": 20957, "successRate": 0.4424108085286046, "wilsonLowerBound": 0.4379429095585256 }, "vllm": { "framework": "vllm", "modelCount": 37851, "officialConfigError": null, "officialConfigValid": true, "successCount": 4018, "successRate": 0.10615307389500937, "wilsonLowerBound": 0.1030897032795641 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 794, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6282, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030563514804202482, "wilsonLowerBound": 0.02658539726335166 }, "vllm": { "framework": "vllm", "modelCount": 10047, "officialConfigError": null, "officialConfigValid": true, "successCount": 746, "successRate": 0.07425102020503634, "wilsonLowerBound": 0.0692854719514479 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6494, "officialConfigError": null, "officialConfigValid": true, "successCount": 2811, "successRate": 0.43286110255620575, "wilsonLowerBound": 0.4208534087201315 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7397, "officialConfigError": null, "officialConfigValid": true, "successCount": 242, "successRate": 0.03271596593213465, "wilsonLowerBound": 0.02889830954648983 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14446, "officialConfigError": null, "officialConfigValid": true, "successCount": 4677, "successRate": 0.3237574415062993, "wilsonLowerBound": 0.3161748360985487 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27273, "officialConfigError": null, "officialConfigValid": true, "successCount": 13895, "successRate": 0.5094782385509479, "wilsonLowerBound": 0.5035442226137338 }, "vllm": { "framework": "vllm", "modelCount": 64477, "officialConfigError": null, "officialConfigValid": true, "successCount": 6681, "successRate": 0.10361834452595499, "wilsonLowerBound": 0.10128947194165175 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12999, "officialConfigError": null, "officialConfigValid": true, "successCount": 1991, "successRate": 0.1531656281252404, "wilsonLowerBound": 0.14707687671552805 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-29T13:09:44.163519+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 2509.0153846153844, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1223850479398862, "queueFactor": 0.8628191228983622, "queueWeight": 0.8628191228983622, "recentSuccess": 19, "recentSuccessRate": 0.2923076923076923, "recentTerminal": 65, "recentWilsonLowerBound": 0.19583261556264242, "running": 8, "selectionWeight": 0.9684152826177288, "stale": false, "submissionEligible": true, "throughputPerHour": 10.833333333333334, "waiting": 27181 }, "Ascend_910-b4": { "available": true, "backlogHours": 1276.8970588235293, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.0480570649377974, "queueFactor": 0.9548208140376587, "queueWeight": 0.9548208140376587, "recentSuccess": 45, "recentSuccessRate": 0.33088235294117646, "recentTerminal": 136, "recentWilsonLowerBound": 0.25740227398123106, "running": 8, "selectionWeight": 1.9555275139394859, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 28943 }, "Biren_166m": { "available": true, "backlogHours": 123.79710144927536, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.44304445429181544, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 36, "recentSuccessRate": 0.17391304347826086, "recentTerminal": 207, "recentWilsonLowerBound": 0.12834752360973972, "running": 8, "selectionWeight": 0.5759577905793601, "stale": false, "submissionEligible": false, "throughputPerHour": 34.5, "waiting": 4271 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1121.132530120482, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.736936291243452, "queueFactor": 0.9736362107389196, "queueWeight": 0.9736362107389196, "recentSuccess": 20, "recentSuccessRate": 0.24096385542168675, "recentTerminal": 83, "recentWilsonLowerBound": 0.16174622297217847, "running": 7, "selectionWeight": 0.7175078581622674, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 15509 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 401.4961832061069, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.47706858954677417, "queueFactor": 1.135776941518162, "queueWeight": 1.135776941518162, "recentSuccess": 25, "recentSuccessRate": 0.19083969465648856, "recentTerminal": 131, "recentWilsonLowerBound": 0.1327375014143466, "running": 7, "selectionWeight": 0.5418435035298186, "stale": false, "submissionEligible": false, "throughputPerHour": 21.833333333333332, "waiting": 8766 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 26.214285714285715, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 14, "recentSuccessRate": 0.027777777777777776, "recentTerminal": 504, "recentWilsonLowerBound": 0.016617309115281177, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 84.0, "waiting": 2202 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 91.25373134328358, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.19761666154804888, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 40, "recentSuccessRate": 0.11940298507462686, "recentTerminal": 335, "recentWilsonLowerBound": 0.08892278650626859, "running": 4, "selectionWeight": 0.25690166001246356, "stale": false, "submissionEligible": false, "throughputPerHour": 55.833333333333336, "waiting": 5095 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2259.906976744186, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.0023449107673938, "queueFactor": 0.8764591435974086, "queueWeight": 0.8764591435974086, "recentSuccess": 13, "recentSuccessRate": 0.3023255813953488, "recentTerminal": 43, "recentWilsonLowerBound": 0.18601827946182875, "running": 2, "selectionWeight": 0.878514362080411, "stale": false, "submissionEligible": true, "throughputPerHour": 7.166666666666667, "waiting": 16196 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 410.35555555555555, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3996711217706118, "queueFactor": 1.1320646074688139, "queueWeight": 1.1320646074688139, "recentSuccess": 24, "recentSuccessRate": 0.17777777777777778, "recentTerminal": 135, "recentWilsonLowerBound": 0.12247545696005419, "running": 8, "selectionWeight": 0.4524535315838682, "stale": false, "submissionEligible": false, "throughputPerHour": 22.5, "waiting": 9233 }, "MetaX_c-500": { "available": true, "backlogHours": 596.8, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.7864392408411767, "queueFactor": 1.0702147651631218, "queueWeight": 1.0702147651631218, "recentSuccess": 34, "recentSuccessRate": 0.3238095238095238, "recentTerminal": 105, "recentWilsonLowerBound": 0.24189861275835717, "running": 4, "selectionWeight": 1.9118736526150253, "stale": false, "submissionEligible": true, "throughputPerHour": 17.5, "waiting": 10444 }, "Mthreads_s4000": { "available": true, "backlogHours": 1890.0, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.00679085641147, "queueFactor": 0.9002766577131709, "queueWeight": 0.9002766577131709, "recentSuccess": 25, "recentSuccessRate": 0.35714285714285715, "recentTerminal": 70, "recentWilsonLowerBound": 0.2550317346898088, "running": 4, "selectionWeight": 1.80666696493947, "stale": false, "submissionEligible": true, "throughputPerHour": 11.666666666666666, "waiting": 22050 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2212.9565217391305, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.2939056630592957, "queueFactor": 0.8792235828333392, "queueWeight": 0.8792235828333392, "recentSuccess": 9, "recentSuccessRate": 0.1956521739130435, "recentTerminal": 46, "recentWilsonLowerBound": 0.106504904441218, "running": 2, "selectionWeight": 0.25840879009000217, "stale": false, "submissionEligible": false, "throughputPerHour": 7.666666666666667, "waiting": 16966 }, "Vastai_va16": { "available": true, "backlogHours": 764.8672566371682, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 1.2857355426449173, "queueFactor": 1.031115582642763, "queueWeight": 1.031115582642763, "recentSuccess": 32, "recentSuccessRate": 0.2831858407079646, "recentTerminal": 113, "recentWilsonLowerBound": 0.208308815973215, "running": 16, "selectionWeight": 1.3257419531788228, "stale": false, "submissionEligible": true, "throughputPerHour": 18.833333333333332, "waiting": 14405 }, "hygon_k100-ai": { "available": true, "backlogHours": 1111.56, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 0.9748893455332819, "queueWeight": 0.9748893455332819, "recentSuccess": 37, "recentSuccessRate": 0.37, "recentTerminal": 100, "recentWilsonLowerBound": 0.28182212569509163, "running": 6, "selectionWeight": 2.437223363833205, "stale": false, "submissionEligible": true, "throughputPerHour": 16.666666666666668, "waiting": 18526 } }, "queueAttemptedAt": "2026-09-29T13:04:38.560566+00:00", "queueError": null, "queueUpdatedAt": "2026-09-29T13:04:38.560566+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "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 }