{ "communityAttemptedAt": "2026-09-17T16:25:36.348038+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-17T16:25:36.348038+00:00", "frameworkAttemptedAt": "2026-09-17T16:03:23.477258+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39403, "officialConfigError": null, "officialConfigValid": true, "successCount": 19005, "successRate": 0.48232368093799965, "wilsonLowerBound": 0.47739174970594567 }, "vllm": { "framework": "vllm", "modelCount": 52440, "officialConfigError": null, "officialConfigValid": true, "successCount": 14721, "successRate": 0.280720823798627, "wilsonLowerBound": 0.2768909803335639 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2553, "officialConfigError": null, "officialConfigValid": true, "successCount": 713, "successRate": 0.27927927927927926, "wilsonLowerBound": 0.2622174478356338 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32641, "officialConfigError": null, "officialConfigValid": true, "successCount": 14352, "successRate": 0.43969241138445514, "wilsonLowerBound": 0.43431511341225293 }, "vllm": { "framework": "vllm", "modelCount": 37303, "officialConfigError": null, "officialConfigValid": true, "successCount": 10623, "successRate": 0.28477602337613594, "wilsonLowerBound": 0.28021845793443445 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8462, "officialConfigError": null, "officialConfigValid": true, "successCount": 3671, "successRate": 0.43382179153864336, "wilsonLowerBound": 0.4232944693165891 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63907, "officialConfigError": null, "officialConfigValid": true, "successCount": 12076, "successRate": 0.18896208553053656, "wilsonLowerBound": 0.18594559809078492 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16857, "officialConfigError": null, "officialConfigValid": true, "successCount": 3377, "successRate": 0.20033220620513734, "wilsonLowerBound": 0.19435857134875012 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5882, "officialConfigError": null, "officialConfigValid": true, "successCount": 55, "successRate": 0.00935056103366202, "wilsonLowerBound": 0.007191192237772597 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26122, "officialConfigError": null, "officialConfigValid": true, "successCount": 3216, "successRate": 0.12311461603246306, "wilsonLowerBound": 0.11918539346248401 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16465, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10167020953537807, "wilsonLowerBound": 0.09714647229890391 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 10897, "officialConfigError": null, "officialConfigValid": true, "successCount": 4605, "successRate": 0.4225933743232082, "wilsonLowerBound": 0.4133474420598526 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24129, "officialConfigError": null, "officialConfigValid": true, "successCount": 3781, "successRate": 0.15669940735214888, "wilsonLowerBound": 0.15216727969043548 }, "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": 42272, "officialConfigError": null, "officialConfigValid": true, "successCount": 10617, "successRate": 0.2511591597274792, "wilsonLowerBound": 0.24704762682739212 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23206, "officialConfigError": null, "officialConfigValid": true, "successCount": 3052, "successRate": 0.13151771093682668, "wilsonLowerBound": 0.12723024236879504 }, "vllm": { "framework": "vllm", "modelCount": 86601, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11274696597036986, "wilsonLowerBound": 0.11065757507698813 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40128, "officialConfigError": null, "officialConfigValid": true, "successCount": 4936, "successRate": 0.12300637958532695, "wilsonLowerBound": 0.11982879957058556 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 30845, "officialConfigError": null, "officialConfigValid": true, "successCount": 3381, "successRate": 0.10961257902415303, "wilsonLowerBound": 0.10617462244560581 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88393, "officialConfigError": null, "officialConfigValid": true, "successCount": 20925, "successRate": 0.23672689013835937, "wilsonLowerBound": 0.23393609311380972 }, "transformers": { "framework": "transformers", "modelCount": 5159, "officialConfigError": null, "officialConfigValid": true, "successCount": 565, "successRate": 0.10951734832331847, "wilsonLowerBound": 0.10128439381578211 }, "vllm": { "framework": "vllm", "modelCount": 112509, "officialConfigError": null, "officialConfigValid": true, "successCount": 16507, "successRate": 0.14671715151676754, "wilsonLowerBound": 0.14466169556043257 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 16905, "officialConfigError": null, "officialConfigValid": true, "successCount": 3404, "successRate": 0.20136054421768707, "wilsonLowerBound": 0.19538349422128554 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42799, "officialConfigError": null, "officialConfigValid": true, "successCount": 5570, "successRate": 0.13014322764550573, "wilsonLowerBound": 0.12698871873117137 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6603, "officialConfigError": null, "officialConfigValid": true, "successCount": 531, "successRate": 0.08041799182189914, "wilsonLowerBound": 0.07410003486580026 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 30935, "officialConfigError": null, "officialConfigValid": true, "successCount": 5493, "successRate": 0.1775658639081946, "wilsonLowerBound": 0.1733474302334889 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60843, "officialConfigError": null, "officialConfigValid": true, "successCount": 12389, "successRate": 0.20362243807833275, "wilsonLowerBound": 0.20044139448938425 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7465, "officialConfigError": null, "officialConfigValid": true, "successCount": 2174, "successRate": 0.2912257200267917, "wilsonLowerBound": 0.28102872304802623 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12627, "officialConfigError": null, "officialConfigValid": true, "successCount": 3267, "successRate": 0.2587312900926586, "wilsonLowerBound": 0.2511668002691941 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 60453, "officialConfigError": null, "officialConfigValid": true, "successCount": 16539, "successRate": 0.2735844374968984, "wilsonLowerBound": 0.2700451703651762 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46452, "officialConfigError": null, "officialConfigValid": true, "successCount": 20294, "successRate": 0.43688108154654265, "wilsonLowerBound": 0.4323758718313881 }, "vllm": { "framework": "vllm", "modelCount": 36306, "officialConfigError": null, "officialConfigValid": true, "successCount": 3359, "successRate": 0.09251914284140363, "wilsonLowerBound": 0.08958151613918418 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 450, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 8.600198441367685e-19 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6277, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03058786044288673, "wilsonLowerBound": 0.026606614466574273 }, "vllm": { "framework": "vllm", "modelCount": 10020, "officialConfigError": null, "officialConfigValid": true, "successCount": 736, "successRate": 0.07345309381237525, "wilsonLowerBound": 0.0685068111770585 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5842, "officialConfigError": null, "officialConfigValid": true, "successCount": 2471, "successRate": 0.42297158507360494, "wilsonLowerBound": 0.4103576411824522 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7372, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031877373846988605, "wilsonLowerBound": 0.028104591006162857 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11375, "officialConfigError": null, "officialConfigValid": true, "successCount": 3789, "successRate": 0.3330989010989011, "wilsonLowerBound": 0.3244949360976316 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26341, "officialConfigError": null, "officialConfigValid": true, "successCount": 13345, "successRate": 0.5066246535818686, "wilsonLowerBound": 0.5005864236337262 }, "vllm": { "framework": "vllm", "modelCount": 61973, "officialConfigError": null, "officialConfigValid": true, "successCount": 6178, "successRate": 0.09968857405644393, "wilsonLowerBound": 0.09735462333201955 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12403, "officialConfigError": null, "officialConfigValid": true, "successCount": 1768, "successRate": 0.14254615818753527, "wilsonLowerBound": 0.13650395271201773 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-17T16:25:36.348038+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1032.863309352518, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0554165045647972, "queueFactor": 0.9836171361385454, "queueWeight": 0.9836171361385454, "recentSuccess": 42, "recentSuccessRate": 0.302158273381295, "recentTerminal": 139, "recentWilsonLowerBound": 0.23198620734287273, "running": 8, "selectionWeight": 1.03812575965338, "stale": false, "submissionEligible": true, "throughputPerHour": 23.166666666666668, "waiting": 23928 }, "Ascend_910-b4": { "available": true, "backlogHours": 1322.046511627907, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.1776906812246373, "queueFactor": 0.9478628531565446, "queueWeight": 0.9478628531565446, "recentSuccess": 52, "recentSuccessRate": 0.40310077519379844, "recentTerminal": 129, "recentWilsonLowerBound": 0.32244049490705023, "running": 8, "selectionWeight": 2.064152102398004, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 28424 }, "Biren_166m": { "available": true, "backlogHours": 201.95031055900623, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.262048591264444, "queueFactor": 1.2564518060489365, "queueWeight": 1.2564518060489365, "recentSuccess": 28, "recentSuccessRate": 0.17391304347826086, "recentTerminal": 161, "recentWilsonLowerBound": 0.12315244833826254, "running": 8, "selectionWeight": 0.32925142576679023, "stale": false, "submissionEligible": true, "throughputPerHour": 26.833333333333332, "waiting": 5419 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1731.8490566037735, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.9900612491024086, "queueFactor": 0.910240192217542, "queueWeight": 0.910240192217542, "recentSuccess": 23, "recentSuccessRate": 0.4339622641509434, "recentTerminal": 53, "recentWilsonLowerBound": 0.30950190698960345, "running": 7, "selectionWeight": 1.8114337339076583, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 15298 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 480.4537815126051, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.27257130253498485, "queueFactor": 1.103277525370627, "queueWeight": 1.103277525370627, "recentSuccess": 22, "recentSuccessRate": 0.18487394957983194, "recentTerminal": 119, "recentWilsonLowerBound": 0.12537617174977098, "running": 7, "selectionWeight": 0.3007217921478466, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 9529 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 37.27536231884058, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 15, "recentSuccessRate": 0.036231884057971016, "recentTerminal": 414, "recentWilsonLowerBound": 0.022077696260473418, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 69.0, "waiting": 2572 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 89.9799331103679, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2105057456974624, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 44, "recentSuccessRate": 0.14715719063545152, "recentTerminal": 299, "recentWilsonLowerBound": 0.11148274470973529, "running": 2, "selectionWeight": 0.2736574694067011, "stale": false, "submissionEligible": true, "throughputPerHour": 49.833333333333336, "waiting": 4484 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2404.95, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.3965483316131155, "queueFactor": 0.8664960873343632, "queueWeight": 0.8664960873343632, "recentSuccess": 16, "recentSuccessRate": 0.4, "recentTerminal": 40, "recentWilsonLowerBound": 0.2634811061240136, "running": 2, "selectionWeight": 1.2101036651160975, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 16033 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 455.59183673469386, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2922479975826734, "queueFactor": 1.1121058458956832, "queueWeight": 1.1121058458956832, "recentSuccess": 27, "recentSuccessRate": 0.1836734693877551, "recentTerminal": 147, "recentWilsonLowerBound": 0.12941205654415947, "running": 8, "selectionWeight": 0.3250107065629986, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 11162 }, "MetaX_c-500": { "available": true, "backlogHours": 707.8775510204082, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8894637493082049, "queueFactor": 1.0409713881578004, "queueWeight": 1.0409713881578004, "recentSuccess": 29, "recentSuccessRate": 0.29591836734693877, "recentTerminal": 98, "recentWilsonLowerBound": 0.21463049371609197, "running": 4, "selectionWeight": 0.9259063138334039, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 11562 }, "Mthreads_s4000": { "available": true, "backlogHours": 2553.4137931034484, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8587452220892111, "queueWeight": 0.8587452220892111, "recentSuccess": 27, "recentSuccessRate": 0.46551724137931033, "recentTerminal": 58, "recentWilsonLowerBound": 0.3433181535782671, "running": 4, "selectionWeight": 2.1468630552230277, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 24683 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4077.391304347826, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.3146703954139125, "queueFactor": 0.800525471166042, "queueWeight": 0.800525471166042, "recentSuccess": 10, "recentSuccessRate": 0.43478260869565216, "recentTerminal": 23, "recentWilsonLowerBound": 0.25634368332198654, "running": 2, "selectionWeight": 1.052427137716769, "stale": false, "submissionEligible": true, "throughputPerHour": 3.8333333333333335, "waiting": 15630 }, "Vastai_va16": { "available": true, "backlogHours": 2125.35, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.12339904905600532, "queueFactor": 0.8827097931080491, "queueWeight": 0.8827097931080491, "recentSuccess": 7, "recentSuccessRate": 0.175, "recentTerminal": 40, "recentWilsonLowerBound": 0.08745302996883067, "running": 16, "selectionWeight": 0.10892554906195646, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 14169 }, "hygon_k100-ai": { "available": true, "backlogHours": 817.4563106796116, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.42640226451318536, "queueFactor": 1.0187387623742166, "queueWeight": 1.0187387623742166, "recentSuccess": 23, "recentSuccessRate": 0.22330097087378642, "recentTerminal": 103, "recentWilsonLowerBound": 0.1536565519868537, "running": 6, "selectionWeight": 0.4343925152237258, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 14033 } }, "queueAttemptedAt": "2026-09-17T16:16:37.369587+00:00", "queueError": null, "queueUpdatedAt": "2026-09-17T16:16:37.369587+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", "Biren_166m", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }