{ "communityAttemptedAt": "2026-09-18T15:26:40.874716+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-18T15:26:40.874716+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": "2026-09-18T15:32:14.782125+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1077.93893129771, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.6056712332631573, "queueFactor": 0.9541075314619011, "queueWeight": 0.9541075314619011, "recentSuccess": 47, "recentSuccessRate": 0.35877862595419846, "recentTerminal": 131, "recentWilsonLowerBound": 0.28174376830987274, "running": 10, "selectionWeight": 1.5319830167080974, "stale": false, "submissionEligible": true, "throughputPerHour": 21.833333333333332, "waiting": 23535 }, "Ascend_910-b4": { "available": true, "backlogHours": 1458.8275862068967, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9117711632940823, "queueWeight": 0.9117711632940823, "recentSuccess": 50, "recentSuccessRate": 0.43103448275862066, "recentTerminal": 116, "recentWilsonLowerBound": 0.3445528576479731, "running": 9, "selectionWeight": 2.279427908235206, "stale": false, "submissionEligible": true, "throughputPerHour": 19.333333333333332, "waiting": 28204 }, "Biren_166m": { "available": true, "backlogHours": 238.93846153846152, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3119553308972858, "queueFactor": 1.1960340346148624, "queueWeight": 1.1960340346148624, "recentSuccess": 25, "recentSuccessRate": 0.19230769230769232, "recentTerminal": 130, "recentWilsonLowerBound": 0.1337876543053107, "running": 8, "selectionWeight": 0.37310919303269513, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 5177 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1549.6271186440677, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6621705180415477, "queueFactor": 0.9035503666563373, "queueWeight": 0.9035503666563373, "recentSuccess": 17, "recentSuccessRate": 0.288135593220339, "recentTerminal": 59, "recentWilsonLowerBound": 0.18836347285820826, "running": 7, "selectionWeight": 0.5983044143654572, "stale": false, "submissionEligible": true, "throughputPerHour": 9.833333333333334, "waiting": 15238 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 579.1546391752577, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4850602785021164, "queueFactor": 1.0472907476313629, "queueWeight": 1.0472907476313629, "recentSuccess": 23, "recentSuccessRate": 0.23711340206185566, "recentTerminal": 97, "recentWilsonLowerBound": 0.16351360857927175, "running": 7, "selectionWeight": 0.5079991417187586, "stale": false, "submissionEligible": true, "throughputPerHour": 16.166666666666668, "waiting": 9363 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 38.7487684729064, "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": 0.014778325123152709, "recentTerminal": 406, "recentWilsonLowerBound": 0.006790084162757613, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 67.66666666666667, "waiting": 2622 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 110.21978021978022, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05302909739442929, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 24, "recentSuccessRate": 0.08791208791208792, "recentTerminal": 273, "recentWilsonLowerBound": 0.05978713978814345, "running": 4, "selectionWeight": 0.06893782661275809, "stale": false, "submissionEligible": true, "throughputPerHour": 45.5, "waiting": 5015 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3429.2142857142853, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8154003267817811, "queueFactor": 0.802060731520846, "queueWeight": 0.802060731520846, "recentSuccess": 10, "recentSuccessRate": 0.35714285714285715, "recentTerminal": 28, "recentWilsonLowerBound": 0.20705611972458876, "running": 3, "selectionWeight": 0.6540005825809322, "stale": false, "submissionEligible": true, "throughputPerHour": 4.666666666666667, "waiting": 16003 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 489.92481203007515, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5239073628323544, "queueFactor": 1.0739078883124222, "queueWeight": 1.0739078883124222, "recentSuccess": 31, "recentSuccessRate": 0.23308270676691728, "recentTerminal": 133, "recentWilsonLowerBound": 0.1693411263341765, "running": 8, "selectionWeight": 0.5626282496906237, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 10860 }, "MetaX_c-500": { "available": true, "backlogHours": 692.060606060606, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8621040958935254, "queueFactor": 1.0196821770266966, "queueWeight": 1.0196821770266966, "recentSuccess": 29, "recentSuccessRate": 0.29292929292929293, "recentTerminal": 99, "recentWilsonLowerBound": 0.21236502469141286, "running": 4, "selectionWeight": 0.8790721813243421, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 11419 }, "Mthreads_s4000": { "available": true, "backlogHours": 33.646964856230035, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 28, "recentSuccessRate": 0.007454739084132056, "recentTerminal": 3756, "recentWilsonLowerBound": 0.005162761665418505, "running": 5, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 626.0, "waiting": 21063 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 6265.2, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.859307201189723, "queueFactor": 0.7327337685736269, "queueWeight": 0.7327337685736269, "recentSuccess": 8, "recentSuccessRate": 0.5333333333333333, "recentTerminal": 15, "recentWilsonLowerBound": 0.3011663015105079, "running": 2, "selectionWeight": 1.3623771724638285, "stale": false, "submissionEligible": false, "throughputPerHour": 2.5, "waiting": 15663 }, "Vastai_va16": { "available": true, "backlogHours": 2383.6666666666665, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.15562468205872865, "queueFactor": 0.8470316125217637, "queueWeight": 0.8470316125217637, "recentSuccess": 7, "recentSuccessRate": 0.19444444444444445, "recentTerminal": 36, "recentWilsonLowerBound": 0.09752972019453349, "running": 16, "selectionWeight": 0.1318190253923917, "stale": false, "submissionEligible": true, "throughputPerHour": 6.0, "waiting": 14302 }, "hygon_k100-ai": { "available": true, "backlogHours": 884.1212121212121, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.2152973134048064, "queueFactor": 0.9829007718390295, "queueWeight": 0.9829007718390295, "recentSuccess": 33, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 99, "recentWilsonLowerBound": 0.2482367614640336, "running": 7, "selectionWeight": 1.1945166673594831, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 14588 } }, "queueAttemptedAt": "2026-09-18T15:24:54.388894+00:00", "queueError": null, "queueUpdatedAt": "2026-09-18T15:24:54.388894+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 }