{ "communityAttemptedAt": "2026-09-18T16:47:03.898402+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-18T16:47:03.898402+00:00", "frameworkAttemptedAt": "2026-09-18T14:18:27.252477+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39529, "officialConfigError": null, "officialConfigValid": true, "successCount": 19094, "successRate": 0.48303776973867285, "wilsonLowerBound": 0.47811338827440303 }, "vllm": { "framework": "vllm", "modelCount": 52702, "officialConfigError": null, "officialConfigValid": true, "successCount": 14765, "successRate": 0.2801601457250199, "wilsonLowerBound": 0.27634217372203307 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2641, "officialConfigError": null, "officialConfigValid": true, "successCount": 748, "successRate": 0.28322605073835666, "wilsonLowerBound": 0.26636630012764123 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32816, "officialConfigError": null, "officialConfigValid": true, "successCount": 14471, "successRate": 0.44097391516333495, "wilsonLowerBound": 0.4356091375064536 }, "vllm": { "framework": "vllm", "modelCount": 37388, "officialConfigError": null, "officialConfigValid": true, "successCount": 10638, "successRate": 0.28452979565636033, "wilsonLowerBound": 0.27997860449353024 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8637, "officialConfigError": null, "officialConfigValid": true, "successCount": 3725, "successRate": 0.4312840106518467, "wilsonLowerBound": 0.420871944896927 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63921, "officialConfigError": null, "officialConfigValid": true, "successCount": 12081, "successRate": 0.1889989205425447, "wilsonLowerBound": 0.1859825323533253 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17285, "officialConfigError": null, "officialConfigValid": true, "successCount": 3467, "successRate": 0.20057853630315303, "wilsonLowerBound": 0.19467567427810242 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5969, "officialConfigError": null, "officialConfigValid": true, "successCount": 59, "successRate": 0.009884402747528899, "wilsonLowerBound": 0.007671005928228646 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26138, "officialConfigError": null, "officialConfigValid": true, "successCount": 3220, "successRate": 0.12319228709159079, "wilsonLowerBound": 0.11926315950708168 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16466, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10166403498117332, "wilsonLowerBound": 0.09714055799797292 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11047, "officialConfigError": null, "officialConfigValid": true, "successCount": 4667, "successRate": 0.42246763827283423, "wilsonLowerBound": 0.4132848981048302 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24143, "officialConfigError": null, "officialConfigValid": true, "successCount": 3783, "successRate": 0.1566913805243756, "wilsonLowerBound": 0.15216064810464947 }, "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": 42630, "officialConfigError": null, "officialConfigValid": true, "successCount": 10697, "successRate": 0.25092657752756276, "wilsonLowerBound": 0.24683353765456023 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23247, "officialConfigError": null, "officialConfigValid": true, "successCount": 3057, "successRate": 0.131500838817912, "wilsonLowerBound": 0.12721733832623708 }, "vllm": { "framework": "vllm", "modelCount": 86616, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11272744065761522, "wilsonLowerBound": 0.11063838927865285 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40331, "officialConfigError": null, "officialConfigValid": true, "successCount": 4952, "successRate": 0.12278396270858645, "wilsonLowerBound": 0.1196168132367325 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 31415, "officialConfigError": null, "officialConfigValid": true, "successCount": 3397, "successRate": 0.108133057456629, "wilsonLowerBound": 0.10474671629768861 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88488, "officialConfigError": null, "officialConfigValid": true, "successCount": 20986, "successRate": 0.2371621010758521, "wilsonLowerBound": 0.23437100357405638 }, "transformers": { "framework": "transformers", "modelCount": 5166, "officialConfigError": null, "officialConfigValid": true, "successCount": 565, "successRate": 0.10936895083236546, "wilsonLowerBound": 0.10114654619919458 }, "vllm": { "framework": "vllm", "modelCount": 112527, "officialConfigError": null, "officialConfigValid": true, "successCount": 16508, "successRate": 0.1467025691611791, "wilsonLowerBound": 0.14464736221213742 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17159, "officialConfigError": null, "officialConfigValid": true, "successCount": 3420, "successRate": 0.19931231423742643, "wilsonLowerBound": 0.19340255741250245 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42810, "officialConfigError": null, "officialConfigValid": true, "successCount": 5571, "successRate": 0.1301331464611072, "wilsonLowerBound": 0.1269791444560732 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6658, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.08170621808350856, "wilsonLowerBound": 0.0753652600313584 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31051, "officialConfigError": null, "officialConfigValid": true, "successCount": 5547, "successRate": 0.17864158964284563, "wilsonLowerBound": 0.17442077038842493 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60864, "officialConfigError": null, "officialConfigValid": true, "successCount": 12390, "successRate": 0.20356861198738171, "wilsonLowerBound": 0.20038843212118082 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7708, "officialConfigError": null, "officialConfigValid": true, "successCount": 2240, "successRate": 0.29060716139076287, "wilsonLowerBound": 0.280577103036327 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12777, "officialConfigError": null, "officialConfigValid": true, "successCount": 3303, "successRate": 0.258511387649683, "wilsonLowerBound": 0.2509931602206897 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 60714, "officialConfigError": null, "officialConfigValid": true, "successCount": 16633, "successRate": 0.273956583325098, "wilsonLowerBound": 0.27042337521844384 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46526, "officialConfigError": null, "officialConfigValid": true, "successCount": 20348, "successRate": 0.4373468598203155, "wilsonLowerBound": 0.43284465490973684 }, "vllm": { "framework": "vllm", "modelCount": 36417, "officialConfigError": null, "officialConfigValid": true, "successCount": 3408, "successRate": 0.09358266743553835, "wilsonLowerBound": 0.0906340460064231 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 487, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "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": 10024, "officialConfigError": null, "officialConfigValid": true, "successCount": 738, "successRate": 0.07362330407023145, "wilsonLowerBound": 0.06867247302280925 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5904, "officialConfigError": null, "officialConfigValid": true, "successCount": 2499, "successRate": 0.42327235772357724, "wilsonLowerBound": 0.41072312498002184 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7374, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031868727963113644, "wilsonLowerBound": 0.028096954502666412 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11513, "officialConfigError": null, "officialConfigValid": true, "successCount": 3812, "successRate": 0.3311039694258664, "wilsonLowerBound": 0.3225650234877654 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26414, "officialConfigError": null, "officialConfigValid": true, "successCount": 13390, "successRate": 0.5069281441659725, "wilsonLowerBound": 0.5008982694599604 }, "vllm": { "framework": "vllm", "modelCount": 62215, "officialConfigError": null, "officialConfigValid": true, "successCount": 6231, "successRate": 0.10015269629510568, "wilsonLowerBound": 0.09781834789023572 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12439, "officialConfigError": null, "officialConfigValid": true, "successCount": 1781, "successRate": 0.1431787121151218, "wilsonLowerBound": 0.13713356316851727 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-18T16:56:04.051164+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1102.546875, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4312669053292224, "queueFactor": 0.9461288893387511, "queueWeight": 0.9461288893387511, "recentSuccess": 46, "recentSuccessRate": 0.359375, "recentTerminal": 128, "recentWilsonLowerBound": 0.281465985317146, "running": 8, "selectionWeight": 1.3541629674864486, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 23521 }, "Ascend_910-b4": { "available": true, "backlogHours": 1496.7610619469028, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9037264462382381, "queueWeight": 0.9037264462382381, "recentSuccess": 51, "recentSuccessRate": 0.45132743362831856, "recentTerminal": 113, "recentWilsonLowerBound": 0.3626816947796822, "running": 8, "selectionWeight": 2.259316115595595, "stale": false, "submissionEligible": true, "throughputPerHour": 18.833333333333332, "waiting": 28189 }, "Biren_166m": { "available": true, "backlogHours": 236.61068702290078, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.21911853670663917, "queueFactor": 1.1918036453377292, "queueWeight": 1.1918036453377292, "recentSuccess": 23, "recentSuccessRate": 0.17557251908396945, "recentTerminal": 131, "recentWilsonLowerBound": 0.11993681310262834, "running": 8, "selectionWeight": 0.2611462708080416, "stale": false, "submissionEligible": true, "throughputPerHour": 21.833333333333332, "waiting": 5166 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1498.1311475409836, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.547685594235162, "queueFactor": 0.9036024253096208, "queueWeight": 0.9036024253096208, "recentSuccess": 17, "recentSuccessRate": 0.2786885245901639, "recentTerminal": 61, "recentWilsonLowerBound": 0.18188396512091543, "running": 7, "selectionWeight": 0.49489003125803327, "stale": false, "submissionEligible": true, "throughputPerHour": 10.166666666666666, "waiting": 15231 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 567.030303030303, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4638954073106606, "queueFactor": 1.045367328252808, "queueWeight": 1.045367328252808, "recentSuccess": 24, "recentSuccessRate": 0.24242424242424243, "recentTerminal": 99, "recentWilsonLowerBound": 0.16866173936129494, "running": 7, "selectionWeight": 0.4849411025290934, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 9356 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 39.6390977443609, "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": 0.017543859649122806, "recentTerminal": 399, "recentWilsonLowerBound": 0.008523554967541789, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 66.5, "waiting": 2636 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 114.36641221374046, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.051916808525659525, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 24, "recentSuccessRate": 0.0916030534351145, "recentTerminal": 262, "recentWilsonLowerBound": 0.06232939328591034, "running": 10, "selectionWeight": 0.06749185108335738, "stale": false, "submissionEligible": true, "throughputPerHour": 43.666666666666664, "waiting": 4994 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2666.5, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.3211039908593185, "queueFactor": 0.8287406177220406, "queueWeight": 0.8287406177220406, "recentSuccess": 15, "recentSuccessRate": 0.4166666666666667, "recentTerminal": 36, "recentWilsonLowerBound": 0.2714033350508729, "running": 2, "selectionWeight": 1.0948525374598046, "stale": false, "submissionEligible": true, "throughputPerHour": 6.0, "waiting": 15999 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 546.1008403361345, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3780889590576705, "queueFactor": 1.0512812924600061, "queueWeight": 1.0512812924600061, "recentSuccess": 26, "recentSuccessRate": 0.2184873949579832, "recentTerminal": 119, "recentWilsonLowerBound": 0.15368839845214263, "running": 8, "selectionWeight": 0.3974778495430062, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 10831 }, "MetaX_c-500": { "available": true, "backlogHours": 720.8842105263158, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.9269529371597623, "queueFactor": 1.0083934961643193, "queueWeight": 1.0083934961643193, "recentSuccess": 30, "recentSuccessRate": 0.3157894736842105, "recentTerminal": 95, "recentWilsonLowerBound": 0.23103088128713048, "running": 4, "selectionWeight": 0.9347333130823173, "stale": false, "submissionEligible": true, "throughputPerHour": 15.833333333333334, "waiting": 11414 }, "Mthreads_s4000": { "available": true, "backlogHours": 33.619478445981905, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 29, "recentSuccessRate": 0.007716870675891432, "recentTerminal": 3758, "recentWilsonLowerBound": 0.005378394476729177, "running": 4, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 626.3333333333334, "waiting": 21057 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 7227.6923076923085, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.5451589057880346, "queueFactor": 0.7136083359532052, "queueWeight": 0.7136083359532052, "recentSuccess": 7, "recentSuccessRate": 0.5384615384615384, "recentTerminal": 13, "recentWilsonLowerBound": 0.29143432431832045, "running": 2, "selectionWeight": 1.1026382755426747, "stale": false, "submissionEligible": false, "throughputPerHour": 2.1666666666666665, "waiting": 15660 }, "Vastai_va16": { "available": true, "backlogHours": 2452.457142857143, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.222025097040276, "queueFactor": 0.8392080650863577, "queueWeight": 0.8392080650863577, "recentSuccess": 8, "recentSuccessRate": 0.22857142857142856, "recentTerminal": 35, "recentWilsonLowerBound": 0.120657367461791, "running": 16, "selectionWeight": 0.18632525208778083, "stale": false, "submissionEligible": true, "throughputPerHour": 5.833333333333333, "waiting": 14306 }, "hygon_k100-ai": { "available": true, "backlogHours": 803.5045871559632, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9409475216647567, "queueFactor": 0.9921140702284091, "queueWeight": 0.9921140702284091, "recentSuccess": 34, "recentSuccessRate": 0.3119266055045872, "recentTerminal": 109, "recentWilsonLowerBound": 0.23260984308346908, "running": 6, "selectionWeight": 0.9335272755901559, "stale": false, "submissionEligible": true, "throughputPerHour": 18.166666666666668, "waiting": 14597 } }, "queueAttemptedAt": "2026-09-18T16:56:04.051164+00:00", "queueError": null, "queueUpdatedAt": "2026-09-18T16:56:04.051164+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 }