{ "communityAttemptedAt": "2026-09-18T19:30:10.326953+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-18T19:30:10.326953+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": "2026-09-18T19:36:33.432960+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 572.780487804878, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4241261507580541, "queueFactor": 1.0341930462337787, "queueWeight": 1.0341930462337787, "recentSuccess": 44, "recentSuccessRate": 0.17886178861788618, "recentTerminal": 246, "recentWilsonLowerBound": 0.13602225093146533, "running": 8, "selectionWeight": 0.4386283158398788, "stale": false, "submissionEligible": true, "throughputPerHour": 41.0, "waiting": 23484 }, "Ascend_910-b4": { "available": true, "backlogHours": 1408.35, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.303379855384919, "queueFactor": 0.903635441061587, "queueWeight": 0.903635441061587, "recentSuccess": 45, "recentSuccessRate": 0.375, "recentTerminal": 120, "recentWilsonLowerBound": 0.2935229130478532, "running": 8, "selectionWeight": 2.081415671553126, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 28167 }, "Biren_166m": { "available": true, "backlogHours": 240.0, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3006612967499666, "queueFactor": 1.178333322181308, "queueWeight": 1.178333322181308, "recentSuccess": 22, "recentSuccessRate": 0.171875, "recentTerminal": 128, "recentWilsonLowerBound": 0.11633031408834082, "running": 8, "selectionWeight": 0.35427922465072825, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 5120 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 2073.9545454545455, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.7226076520509608, "queueFactor": 0.8526679920541472, "queueWeight": 0.8526679920541472, "recentSuccess": 17, "recentSuccessRate": 0.38636363636363635, "recentTerminal": 44, "recentWilsonLowerBound": 0.25720998886701985, "running": 7, "selectionWeight": 1.4688124077714018, "stale": false, "submissionEligible": true, "throughputPerHour": 7.333333333333333, "waiting": 15209 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 528.0, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6500396350819435, "queueFactor": 1.0468989330193028, "queueWeight": 1.0468989330193028, "recentSuccess": 25, "recentSuccessRate": 0.2358490566037736, "recentTerminal": 106, "recentWilsonLowerBound": 0.16515930334184276, "running": 7, "selectionWeight": 0.6805258003875436, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 9328 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 41.26984126984127, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 12, "recentSuccessRate": 0.031746031746031744, "recentTerminal": 378, "recentWilsonLowerBound": 0.018251459947435263, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 63.0, "waiting": 2600 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 120.09638554216868, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.1535442189872464, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 30, "recentSuccessRate": 0.12048192771084337, "recentTerminal": 249, "recentWilsonLowerBound": 0.08571098998271487, "running": 1, "selectionWeight": 0.19960748468342032, "stale": false, "submissionEligible": true, "throughputPerHour": 41.5, "waiting": 4984 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2740.8, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 0.817745652153917, "queueWeight": 0.817745652153917, "recentSuccess": 16, "recentSuccessRate": 0.45714285714285713, "recentTerminal": 35, "recentWilsonLowerBound": 0.30465773633760845, "running": 2, "selectionWeight": 2.0443641303847926, "stale": false, "submissionEligible": true, "throughputPerHour": 5.833333333333333, "waiting": 15988 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 589.309090909091, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.53548498118361, "queueFactor": 1.0297892987193589, "queueWeight": 1.0297892987193589, "recentSuccess": 24, "recentSuccessRate": 0.21818181818181817, "recentTerminal": 110, "recentWilsonLowerBound": 0.15122852088416214, "running": 8, "selectionWeight": 0.5514367032478188, "stale": false, "submissionEligible": true, "throughputPerHour": 18.333333333333332, "waiting": 10804 }, "MetaX_c-500": { "available": true, "backlogHours": 844.074074074074, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7501860012175834, "queueFactor": 0.9757594396498146, "queueWeight": 0.9757594396498146, "recentSuccess": 21, "recentSuccessRate": 0.25925925925925924, "recentTerminal": 81, "recentWilsonLowerBound": 0.17627430254837975, "running": 4, "selectionWeight": 0.7320010721812042, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 11395 }, "Mthreads_s4000": { "available": true, "backlogHours": 33.56299840510367, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 31, "recentSuccessRate": 0.008240297713981925, "recentTerminal": 3762, "recentWilsonLowerBound": 0.0058113433957103855, "running": 4, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 627.0, "waiting": 21044 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 6711.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6352873536225477, "queueFactor": 0.7149600243821048, "queueWeight": 0.7149600243821048, "recentSuccess": 5, "recentSuccessRate": 0.35714285714285715, "recentTerminal": 14, "recentWilsonLowerBound": 0.16344490737202735, "running": 2, "selectionWeight": 0.4542050618356196, "stale": false, "submissionEligible": false, "throughputPerHour": 2.3333333333333335, "waiting": 15659 }, "Vastai_va16": { "available": true, "backlogHours": 1949.8636363636365, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.1931171123520421, "queueFactor": 0.860595774841943, "queueWeight": 0.860595774841943, "recentSuccess": 8, "recentSuccessRate": 0.18181818181818182, "recentTerminal": 44, "recentWilsonLowerBound": 0.09512692558258554, "running": 16, "selectionWeight": 0.16619577093984425, "stale": false, "submissionEligible": true, "throughputPerHour": 7.333333333333333, "waiting": 14299 }, "hygon_k100-ai": { "available": true, "backlogHours": 893.4489795918367, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9558297194862615, "queueFactor": 0.9674741769103897, "queueWeight": 0.9674741769103897, "recentSuccess": 27, "recentSuccessRate": 0.2755102040816326, "recentTerminal": 98, "recentWilsonLowerBound": 0.19679426941928946, "running": 6, "selectionWeight": 0.9247405711264596, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 14593 } }, "queueAttemptedAt": "2026-09-18T19:36:33.432960+00:00", "queueError": null, "queueUpdatedAt": "2026-09-18T19:36:33.432960+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 }