{ "communityAttemptedAt": "2026-10-09T21:20:40.278806+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-09T21:20:40.278806+00:00", "frameworkAttemptedAt": "2026-10-09T17:49:54.159190+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41804, "officialConfigError": null, "officialConfigValid": true, "successCount": 20684, "successRate": 0.49478518802028515, "wilsonLowerBound": 0.4899930407195892 }, "vllm": { "framework": "vllm", "modelCount": 55972, "officialConfigError": null, "officialConfigValid": true, "successCount": 15283, "successRate": 0.2730472379046666, "wilsonLowerBound": 0.26937191925102744 }, "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": 4182, "officialConfigError": null, "officialConfigValid": true, "successCount": 1256, "successRate": 0.3003347680535629, "wilsonLowerBound": 0.28662966990223104 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36586, "officialConfigError": null, "officialConfigValid": true, "successCount": 17114, "successRate": 0.46777455857431804, "wilsonLowerBound": 0.46266533959417655 }, "vllm": { "framework": "vllm", "modelCount": 39578, "officialConfigError": null, "officialConfigValid": true, "successCount": 10983, "successRate": 0.2775026529890343, "wilsonLowerBound": 0.27311296382637723 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12416, "officialConfigError": null, "officialConfigValid": true, "successCount": 5216, "successRate": 0.42010309278350516, "wilsonLowerBound": 0.4114471379779975 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64209, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18838480586833622, "wilsonLowerBound": 0.18537896383119834 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 28705, "officialConfigError": null, "officialConfigValid": true, "successCount": 6234, "successRate": 0.21717470823898274, "wilsonLowerBound": 0.2124427671112244 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7589, "officialConfigError": null, "officialConfigValid": true, "successCount": 103, "successRate": 0.013572275662142575, "wilsonLowerBound": 0.01120414098686364 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26602, "officialConfigError": null, "officialConfigValid": true, "successCount": 3268, "successRate": 0.12284790617246824, "wilsonLowerBound": 0.11895751479780878 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16504, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10155113911778962, "wilsonLowerBound": 0.09703506300045812 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15193, "officialConfigError": null, "officialConfigValid": true, "successCount": 6022, "successRate": 0.396366747844402, "wilsonLowerBound": 0.38861585654311 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24691, "officialConfigError": null, "officialConfigValid": true, "successCount": 3806, "successRate": 0.15414523510590902, "wilsonLowerBound": 0.14969505274102718 }, "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": 50883, "officialConfigError": null, "officialConfigValid": true, "successCount": 12783, "successRate": 0.25122339484700196, "wilsonLowerBound": 0.24747370723241058 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23827, "officialConfigError": null, "officialConfigValid": true, "successCount": 3125, "successRate": 0.13115373315986067, "wilsonLowerBound": 0.1269268191670357 }, "vllm": { "framework": "vllm", "modelCount": 86966, "officialConfigError": null, "officialConfigValid": true, "successCount": 9771, "successRate": 0.11235425338638089, "wilsonLowerBound": 0.1102724326744815 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45785, "officialConfigError": null, "officialConfigValid": true, "successCount": 5515, "successRate": 0.12045429725892759, "wilsonLowerBound": 0.11750459545231393 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 45597, "officialConfigError": null, "officialConfigValid": true, "successCount": 3647, "successRate": 0.07998333223676997, "wilsonLowerBound": 0.07752864882514328 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 92353, "officialConfigError": null, "officialConfigValid": true, "successCount": 23043, "successRate": 0.2495100321592152, "wilsonLowerBound": 0.24672957230114304 }, "transformers": { "framework": "transformers", "modelCount": 5514, "officialConfigError": null, "officialConfigValid": true, "successCount": 582, "successRate": 0.10554951033732318, "wilsonLowerBound": 0.09771215496446023 }, "vllm": { "framework": "vllm", "modelCount": 112844, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14648541349119137, "wilsonLowerBound": 0.1444343516596461 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 50, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.02, "wilsonLowerBound": 0.0035391680889764613 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22752, "officialConfigError": null, "officialConfigValid": true, "successCount": 3939, "successRate": 0.17312763713080168, "wilsonLowerBound": 0.1682665073364507 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43593, "officialConfigError": null, "officialConfigValid": true, "successCount": 5671, "successRate": 0.13008969329938294, "wilsonLowerBound": 0.12696430121950505 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7895, "officialConfigError": null, "officialConfigValid": true, "successCount": 739, "successRate": 0.09360354654844838, "wilsonLowerBound": 0.08737454058239826 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33996, "officialConfigError": null, "officialConfigValid": true, "successCount": 6666, "successRate": 0.19608189198729262, "wilsonLowerBound": 0.19189580181359642 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61467, "officialConfigError": null, "officialConfigValid": true, "successCount": 12419, "successRate": 0.2020433728667415, "wilsonLowerBound": 0.1988877451461734 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14677, "officialConfigError": null, "officialConfigValid": true, "successCount": 4186, "successRate": 0.28520814880425155, "wilsonLowerBound": 0.27796029629785146 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15181, "officialConfigError": null, "officialConfigValid": true, "successCount": 3716, "successRate": 0.24477965878400632, "wilsonLowerBound": 0.23800519222902106 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67085, "officialConfigError": null, "officialConfigValid": true, "successCount": 18493, "successRate": 0.2756652008645748, "wilsonLowerBound": 0.272296660924681 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 802, "officialConfigError": null, "officialConfigValid": true, "successCount": 486, "successRate": 0.6059850374064838, "wilsonLowerBound": 0.5717380654319697 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48204, "officialConfigError": null, "officialConfigValid": true, "successCount": 21580, "successRate": 0.447680690399137, "wilsonLowerBound": 0.443245945809608 }, "vllm": { "framework": "vllm", "modelCount": 39402, "officialConfigError": null, "officialConfigValid": true, "successCount": 4657, "successRate": 0.11819196995076392, "wilsonLowerBound": 0.1150414260403201 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1032, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6286, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030544066178810055, "wilsonLowerBound": 0.02656844784963345 }, "vllm": { "framework": "vllm", "modelCount": 10078, "officialConfigError": null, "officialConfigValid": true, "successCount": 759, "successRate": 0.07531256201627307, "wilsonLowerBound": 0.07032053867780093 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7130, "officialConfigError": null, "officialConfigValid": true, "successCount": 3119, "successRate": 0.43744740532959325, "wilsonLowerBound": 0.425969357662653 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7415, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03290627107215104, "wilsonLowerBound": 0.02908154273919306 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17335, "officialConfigError": null, "officialConfigValid": true, "successCount": 5153, "successRate": 0.29725987885780214, "wilsonLowerBound": 0.2905014761181481 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28074, "officialConfigError": null, "officialConfigValid": true, "successCount": 14335, "successRate": 0.5106148037329914, "wilsonLowerBound": 0.5047661730840379 }, "vllm": { "framework": "vllm", "modelCount": 66851, "officialConfigError": null, "officialConfigValid": true, "successCount": 7093, "successRate": 0.10610162899582654, "wilsonLowerBound": 0.10378964876463266 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13507, "officialConfigError": null, "officialConfigValid": true, "successCount": 2187, "successRate": 0.1619160435329829, "wilsonLowerBound": 0.15579982737423922 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-09T21:20:40.278806+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1000.4457831325301, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.8179559542099119, "queueFactor": 0.9692301650016335, "queueWeight": 0.9692301650016335, "recentSuccess": 46, "recentSuccessRate": 0.27710843373493976, "recentTerminal": 166, "recentWilsonLowerBound": 0.214648958365913, "running": 8, "selectionWeight": 0.7927875844629414, "stale": false, "submissionEligible": true, "throughputPerHour": 27.666666666666668, "waiting": 27679 }, "Ascend_910-b4": { "available": true, "backlogHours": 1238.9795918367347, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4082338675315487, "queueFactor": 0.9386341108660988, "queueWeight": 0.9386341108660988, "recentSuccess": 51, "recentSuccessRate": 0.3469387755102041, "recentTerminal": 147, "recentWilsonLowerBound": 0.27477451624254084, "running": 9, "selectionWeight": 1.3218163441420028, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 30355 }, "Biren_166m": { "available": true, "backlogHours": 148.63636363636365, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.17911146791586716, "queueFactor": 1.290141053148747, "queueWeight": 1.290141053148747, "recentSuccess": 27, "recentSuccessRate": 0.1534090909090909, "recentTerminal": 176, "recentWilsonLowerBound": 0.10762363036385464, "running": 8, "selectionWeight": 0.23107905784799485, "stale": false, "submissionEligible": false, "throughputPerHour": 29.333333333333332, "waiting": 4360 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1223.4074074074074, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 0.9404166072195294, "queueWeight": 0.9404166072195294, "recentSuccess": 7, "recentSuccessRate": 0.08641975308641975, "recentTerminal": 81, "recentWilsonLowerBound": 0.04249204303723253, "running": 8, "selectionWeight": 0.04702083036097647, "stale": false, "submissionEligible": false, "throughputPerHour": 13.5, "waiting": 16516 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 404.57142857142856, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.1507175263318075, "queueFactor": 1.1102139357224783, "queueWeight": 1.1102139357224783, "recentSuccess": 20, "recentSuccessRate": 0.15037593984962405, "recentTerminal": 133, "recentWilsonLowerBound": 0.09950274822949, "running": 8, "selectionWeight": 0.16732869809119225, "stale": false, "submissionEligible": false, "throughputPerHour": 22.166666666666668, "waiting": 8968 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 77.15589353612167, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 9, "recentSuccessRate": 0.034220532319391636, "recentTerminal": 263, "recentWilsonLowerBound": 0.018105895346679998, "running": 26, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 43.833333333333336, "waiting": 3382 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 137.95973154362417, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.20648567993528558, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 45, "recentSuccessRate": 0.15100671140939598, "recentTerminal": 298, "recentWilsonLowerBound": 0.11481095775153123, "running": 8, "selectionWeight": 0.26843138391587124, "stale": false, "submissionEligible": false, "throughputPerHour": 49.666666666666664, "waiting": 6852 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2442.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.27109945479738534, "queueFactor": 0.8478013559428363, "queueWeight": 0.8478013559428363, "recentSuccess": 9, "recentSuccessRate": 0.23684210526315788, "recentTerminal": 38, "recentWilsonLowerBound": 0.12993561496969508, "running": 2, "selectionWeight": 0.22983848537258697, "stale": false, "submissionEligible": false, "throughputPerHour": 6.333333333333333, "waiting": 15466 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 435.8677685950413, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2720079336325071, "queueFactor": 1.0978746125604157, "queueWeight": 1.0978746125604157, "recentSuccess": 23, "recentSuccessRate": 0.19008264462809918, "recentTerminal": 121, "recentWilsonLowerBound": 0.1301333553120293, "running": 8, "selectionWeight": 0.29863060475014797, "stale": false, "submissionEligible": false, "throughputPerHour": 20.166666666666668, "waiting": 8790 }, "MetaX_c-500": { "available": true, "backlogHours": 624.1165048543689, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.49062824790040105, "queueFactor": 1.0403179825643287, "queueWeight": 1.0403179825643287, "recentSuccess": 25, "recentSuccessRate": 0.24271844660194175, "recentTerminal": 103, "recentWilsonLowerBound": 0.17014922730424603, "running": 6, "selectionWeight": 0.5104093890448166, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 10714 }, "Mthreads_s4000": { "available": true, "backlogHours": 2416.8214285714284, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8491203930779624, "queueWeight": 0.8491203930779624, "recentSuccess": 27, "recentSuccessRate": 0.48214285714285715, "recentTerminal": 56, "recentWilsonLowerBound": 0.35668005624426746, "running": 5, "selectionWeight": 2.122800982694906, "stale": false, "submissionEligible": true, "throughputPerHour": 9.333333333333334, "waiting": 22557 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3158.3636363636365, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.10964928072973076, "queueFactor": 0.815711595909013, "queueWeight": 0.815711595909013, "recentSuccess": 6, "recentSuccessRate": 0.18181818181818182, "recentTerminal": 33, "recentWilsonLowerBound": 0.08610651225698264, "running": 3, "selectionWeight": 0.08944218977432407, "stale": false, "submissionEligible": false, "throughputPerHour": 5.5, "waiting": 17371 }, "Vastai_va16": { "available": true, "backlogHours": 562.0958083832336, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.39809878183385244, "queueFactor": 1.0567795578167694, "queueWeight": 1.0567795578167694, "recentSuccess": 35, "recentSuccessRate": 0.20958083832335328, "recentTerminal": 167, "recentWilsonLowerBound": 0.15473004890823655, "running": 16, "selectionWeight": 0.4207026546337731, "stale": false, "submissionEligible": true, "throughputPerHour": 27.833333333333332, "waiting": 15645 }, "hygon_k100-ai": { "available": true, "backlogHours": 1335.068181818182, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.363714621365448, "queueFactor": 0.9281762229478425, "queueWeight": 0.9281762229478425, "recentSuccess": 32, "recentSuccessRate": 0.36363636363636365, "recentTerminal": 88, "recentWilsonLowerBound": 0.2707914560503069, "running": 7, "selectionWeight": 1.2657674864377289, "stale": false, "submissionEligible": true, "throughputPerHour": 14.666666666666666, "waiting": 19581 } }, "queueAttemptedAt": "2026-10-09T21:17:59.160635+00:00", "queueError": null, "queueUpdatedAt": "2026-10-09T21:17:59.160635+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Vastai_va16", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "hygon_k100-ai", "MetaX_c-500", "Biren_166m", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }