{ "communityAttemptedAt": "2026-10-19T16:20:21.278137+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-19T16:20:21.278137+00:00", "frameworkAttemptedAt": "2026-10-19T14:41:58.665458+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43501, "officialConfigError": null, "officialConfigValid": true, "successCount": 21840, "successRate": 0.5020574239672652, "wilsonLowerBound": 0.49735880317607073 }, "vllm": { "framework": "vllm", "modelCount": 58024, "officialConfigError": null, "officialConfigValid": true, "successCount": 15513, "successRate": 0.2673548876327037, "wilsonLowerBound": 0.2637692097170739 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 1, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 1, "successRate": 1.0, "wilsonLowerBound": 0.20654329147389294 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5151, "officialConfigError": null, "officialConfigValid": true, "successCount": 1631, "successRate": 0.31663754610755196, "wilsonLowerBound": 0.3040748797784789 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38431, "officialConfigError": null, "officialConfigValid": true, "successCount": 18345, "successRate": 0.4773490151180037, "wilsonLowerBound": 0.47235763634565053 }, "vllm": { "framework": "vllm", "modelCount": 40511, "officialConfigError": null, "officialConfigValid": true, "successCount": 11101, "successRate": 0.2740243390684012, "wilsonLowerBound": 0.2697025654332607 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14042, "officialConfigError": null, "officialConfigValid": true, "successCount": 5825, "successRate": 0.41482694772824386, "wilsonLowerBound": 0.4067020819170478 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64264, "officialConfigError": null, "officialConfigValid": true, "successCount": 12098, "successRate": 0.18825469936511888, "wilsonLowerBound": 0.18525094549360915 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 34364, "officialConfigError": null, "officialConfigValid": true, "successCount": 7344, "successRate": 0.213712024211384, "wilsonLowerBound": 0.20940994363819135 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8303, "officialConfigError": null, "officialConfigValid": true, "successCount": 115, "successRate": 0.013850415512465374, "wilsonLowerBound": 0.01155192525424631 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26769, "officialConfigError": null, "officialConfigValid": true, "successCount": 3288, "successRate": 0.12282864507452651, "wilsonLowerBound": 0.11895050672083039 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16520, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10145278450363196, "wilsonLowerBound": 0.09694085230477067 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 17235, "officialConfigError": null, "officialConfigValid": true, "successCount": 6678, "successRate": 0.38746736292428197, "wilsonLowerBound": 0.3802198890152194 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24817, "officialConfigError": null, "officialConfigValid": true, "successCount": 3808, "successRate": 0.15344320425514768, "wilsonLowerBound": 0.14901268534306283 }, "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": 54792, "officialConfigError": null, "officialConfigValid": true, "successCount": 13791, "successRate": 0.25169732807709155, "wilsonLowerBound": 0.24808090095139002 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25187, "officialConfigError": null, "officialConfigValid": true, "successCount": 3215, "successRate": 0.12764521380077024, "wilsonLowerBound": 0.12358078730476937 }, "vllm": { "framework": "vllm", "modelCount": 87120, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11216712580348943, "wilsonLowerBound": 0.11008866513739408 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 48995, "officialConfigError": null, "officialConfigValid": true, "successCount": 5668, "successRate": 0.1156852740075518, "wilsonLowerBound": 0.11288316395654886 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 51153, "officialConfigError": null, "officialConfigValid": true, "successCount": 3790, "successRate": 0.07409145113678572, "wilsonLowerBound": 0.07185348909667795 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 94889, "officialConfigError": null, "officialConfigValid": true, "successCount": 23907, "successRate": 0.25194701177164897, "wilsonLowerBound": 0.24919480371195635 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 143, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5666, "officialConfigError": null, "officialConfigValid": true, "successCount": 590, "successRate": 0.10412989763501589, "wilsonLowerBound": 0.09644334486767916 }, "vllm": { "framework": "vllm", "modelCount": 112910, "officialConfigError": null, "officialConfigValid": true, "successCount": 16539, "successRate": 0.14647949694446905, "wilsonLowerBound": 0.1444290658471125 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 302, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.0033112582781456954, "wilsonLowerBound": 0.0005847426840939249 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 25395, "officialConfigError": null, "officialConfigValid": true, "successCount": 4153, "successRate": 0.1635361291592833, "wilsonLowerBound": 0.15903811591442824 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44295, "officialConfigError": null, "officialConfigValid": true, "successCount": 5721, "successRate": 0.12915678970538436, "wilsonLowerBound": 0.12606566498031876 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8459, "officialConfigError": null, "officialConfigValid": true, "successCount": 814, "successRate": 0.09622886866059818, "wilsonLowerBound": 0.09012629711640216 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35474, "officialConfigError": null, "officialConfigValid": true, "successCount": 7125, "successRate": 0.20085132773298753, "wilsonLowerBound": 0.1967146256430832 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61557, "officialConfigError": null, "officialConfigValid": true, "successCount": 12430, "successRate": 0.20192666959078578, "wilsonLowerBound": 0.1987740274502843 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18101, "officialConfigError": null, "officialConfigValid": true, "successCount": 5125, "successRate": 0.2831335285343351, "wilsonLowerBound": 0.276616820218704 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16130, "officialConfigError": null, "officialConfigValid": true, "successCount": 3899, "successRate": 0.2417234965902046, "wilsonLowerBound": 0.23517837588385107 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69411, "officialConfigError": null, "officialConfigValid": true, "successCount": 19087, "successRate": 0.27498523288815896, "wilsonLowerBound": 0.27167598074476934 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1578, "officialConfigError": null, "officialConfigValid": true, "successCount": 935, "successRate": 0.5925221799746515, "wilsonLowerBound": 0.5680817541920168 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48591, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.4472021567780042, "wilsonLowerBound": 0.4427855771941597 }, "vllm": { "framework": "vllm", "modelCount": 40994, "officialConfigError": null, "officialConfigValid": true, "successCount": 5165, "successRate": 0.12599404790945015, "wilsonLowerBound": 0.12281666352407955 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1215, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6289, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03052949594530132, "wilsonLowerBound": 0.026555749965692398 }, "vllm": { "framework": "vllm", "modelCount": 10113, "officialConfigError": null, "officialConfigValid": true, "successCount": 765, "successRate": 0.07564520913675467, "wilsonLowerBound": 0.07065102319044637 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7749, "officialConfigError": null, "officialConfigValid": true, "successCount": 3411, "successRate": 0.44018583042973286, "wilsonLowerBound": 0.42916534488745856 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7431, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03296999058000269, "wilsonLowerBound": 0.02914532054852906 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19497, "officialConfigError": null, "officialConfigValid": true, "successCount": 5575, "successRate": 0.2859414268861876, "wilsonLowerBound": 0.27964132970485067 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29010, "officialConfigError": null, "officialConfigValid": true, "successCount": 14850, "successRate": 0.5118924508790073, "wilsonLowerBound": 0.5061391183920575 }, "vllm": { "framework": "vllm", "modelCount": 68318, "officialConfigError": null, "officialConfigValid": true, "successCount": 7375, "successRate": 0.10795105243127726, "wilsonLowerBound": 0.10564605810500256 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14221, "officialConfigError": null, "officialConfigValid": true, "successCount": 2516, "successRate": 0.17692145418746924, "wilsonLowerBound": 0.17073700570307276 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-19T16:20:21.278137+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1402.3636363636363, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.924151571932777, "queueFactor": 0.9354331241076949, "queueWeight": 0.9354331241076949, "recentSuccess": 32, "recentSuccessRate": 0.2644628099173554, "recentTerminal": 121, "recentWilsonLowerBound": 0.1940040187978015, "running": 8, "selectionWeight": 0.8644819920821146, "stale": false, "submissionEligible": true, "throughputPerHour": 20.166666666666668, "waiting": 28281 }, "Ascend_910-b4": { "available": true, "backlogHours": 1410.75, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9345968907117099, "queueWeight": 0.9345968907117099, "recentSuccess": 52, "recentSuccessRate": 0.38235294117647056, "recentTerminal": 136, "recentWilsonLowerBound": 0.3049747038923803, "running": 8, "selectionWeight": 2.3364922267792747, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 31977 }, "Biren_166m": { "available": true, "backlogHours": 131.14691943127963, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4102029699420423, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 38, "recentSuccessRate": 0.18009478672985782, "recentTerminal": 211, "recentWilsonLowerBound": 0.1341134578293441, "running": 8, "selectionWeight": 0.533263860924655, "stale": false, "submissionEligible": true, "throughputPerHour": 35.166666666666664, "waiting": 4612 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1301.2048192771083, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4638151883451727, "queueFactor": 0.9459975055191205, "queueWeight": 0.9459975055191205, "recentSuccess": 18, "recentSuccessRate": 0.21686746987951808, "recentTerminal": 83, "recentWilsonLowerBound": 0.14181449316941397, "running": 7, "selectionWeight": 0.43876801119641445, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 18000 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 422.0851063829787, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.24120358541876485, "queueFactor": 1.1200356249602703, "queueWeight": 1.1200356249602703, "recentSuccess": 22, "recentSuccessRate": 0.15602836879432624, "recentTerminal": 141, "recentWilsonLowerBound": 0.10535310535664999, "running": 7, "selectionWeight": 0.2701566085371642, "stale": false, "submissionEligible": true, "throughputPerHour": 23.5, "waiting": 9919 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 73.38311688311688, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.07958793764805004, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 28, "recentSuccessRate": 0.09090909090909091, "recentTerminal": 308, "recentWilsonLowerBound": 0.06364541318928879, "running": 24, "selectionWeight": 0.10346431894246506, "stale": false, "submissionEligible": true, "throughputPerHour": 51.333333333333336, "waiting": 3767 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 173.97826086956522, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.15597933601100966, "queueFactor": 1.2792858401696203, "queueWeight": 1.2792858401696203, "recentSuccess": 33, "recentSuccessRate": 0.11956521739130435, "recentTerminal": 276, "recentWilsonLowerBound": 0.08641602776792365, "running": 5, "selectionWeight": 0.199542155917944, "stale": false, "submissionEligible": true, "throughputPerHour": 46.0, "waiting": 8003 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2320.1428571428573, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.889974478245942, "queueFactor": 0.8673904410043264, "queueWeight": 0.8673904410043264, "recentSuccess": 13, "recentSuccessRate": 0.30952380952380953, "recentTerminal": 42, "recentWilsonLowerBound": 0.1907092651972273, "running": 2, "selectionWeight": 0.7719553551683429, "stale": false, "submissionEligible": true, "throughputPerHour": 7.0, "waiting": 16241 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 555.2884615384615, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.917117271908675, "queueFactor": 1.074890051370877, "queueWeight": 1.074890051370877, "recentSuccess": 28, "recentSuccessRate": 0.2692307692307692, "recentTerminal": 104, "recentWilsonLowerBound": 0.19333139862414106, "running": 8, "selectionWeight": 0.9858002315150343, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 9625 }, "MetaX_c-500": { "available": true, "backlogHours": 693.2673267326733, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.889965414712922, "queueFactor": 1.0396968562522866, "queueWeight": 1.0396968562522866, "recentSuccess": 27, "recentSuccessRate": 0.26732673267326734, "recentTerminal": 101, "recentWilsonLowerBound": 0.19070838238104168, "running": 4, "selectionWeight": 0.9252942438502875, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 11670 }, "Mthreads_s4000": { "available": true, "backlogHours": 2149.6438356164385, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.2502581925210122, "queueFactor": 0.877378250189414, "queueWeight": 0.877378250189414, "recentSuccess": 13, "recentSuccessRate": 0.1780821917808219, "recentTerminal": 73, "recentWilsonLowerBound": 0.10713272068797697, "running": 4, "selectionWeight": 0.2195710950496512, "stale": false, "submissionEligible": true, "throughputPerHour": 12.166666666666666, "waiting": 26154 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 636.1028571428571, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 1.0532045793246432, "queueWeight": 1.0532045793246432, "recentSuccess": 8, "recentSuccessRate": 0.045714285714285714, "recentTerminal": 175, "recentWilsonLowerBound": 0.023343158944225943, "running": 2, "selectionWeight": 0.05266022896623216, "stale": false, "submissionEligible": false, "throughputPerHour": 29.166666666666668, "waiting": 18553 }, "Vastai_va16": { "available": true, "backlogHours": 1104.1224489795918, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.06094761763311963, "queueFactor": 0.9695925160891087, "queueWeight": 0.9695925160891087, "recentSuccess": 10, "recentSuccessRate": 0.10204081632653061, "recentTerminal": 98, "recentWilsonLowerBound": 0.05637539562846752, "running": 16, "selectionWeight": 0.05909435393053339, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 18034 }, "hygon_k100-ai": { "available": true, "backlogHours": 1241.076923076923, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.3241276166142399, "queueFactor": 0.9527348151568503, "queueWeight": 0.9527348151568503, "recentSuccess": 21, "recentSuccessRate": 0.1794871794871795, "recentTerminal": 117, "recentWilsonLowerBound": 0.12049809866850163, "running": 6, "selectionWeight": 0.3088076649021983, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 24201 } }, "queueAttemptedAt": "2026-10-19T16:20:21.278137+00:00", "queueError": null, "queueUpdatedAt": "2026-10-19T16:20:21.278137+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Biren_166m", "Ascend_910-b3", "Ascend_910-b4", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }