{ "communityAttemptedAt": "2026-10-08T06:02:05.363229+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-08T06:02:05.363229+00:00", "frameworkAttemptedAt": "2026-10-08T03:00:57.870681+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41520, "officialConfigError": null, "officialConfigValid": true, "successCount": 20492, "successRate": 0.4935452793834297, "wilsonLowerBound": 0.4887370277163515 }, "vllm": { "framework": "vllm", "modelCount": 55605, "officialConfigError": null, "officialConfigValid": true, "successCount": 15235, "successRate": 0.27398615232443124, "wilsonLowerBound": 0.2702947473925515 }, "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": 4026, "officialConfigError": null, "officialConfigValid": true, "successCount": 1214, "successRate": 0.3015399900645802, "wilsonLowerBound": 0.28755839092831964 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36252, "officialConfigError": null, "officialConfigValid": true, "successCount": 16898, "successRate": 0.46612600684100186, "wilsonLowerBound": 0.4609946222656965 }, "vllm": { "framework": "vllm", "modelCount": 39427, "officialConfigError": null, "officialConfigValid": true, "successCount": 10962, "successRate": 0.2780328201486291, "wilsonLowerBound": 0.27363212725653774 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12136, "officialConfigError": null, "officialConfigValid": true, "successCount": 5107, "successRate": 0.42081410678971654, "wilsonLowerBound": 0.4120569215721449 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64205, "officialConfigError": null, "officialConfigValid": true, "successCount": 12095, "successRate": 0.1883809672143914, "wilsonLowerBound": 0.185375056019194 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27879, "officialConfigError": null, "officialConfigValid": true, "successCount": 6065, "successRate": 0.21754725779260375, "wilsonLowerBound": 0.21274325149785245 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7536, "officialConfigError": null, "officialConfigValid": true, "successCount": 102, "successRate": 0.013535031847133758, "wilsonLowerBound": 0.011162911390499386 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26557, "officialConfigError": null, "officialConfigValid": true, "successCount": 3264, "successRate": 0.1229054486576044, "wilsonLowerBound": 0.1190110055086707 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16502, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10156344685492667, "wilsonLowerBound": 0.09704685221513341 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14838, "officialConfigError": null, "officialConfigValid": true, "successCount": 5921, "successRate": 0.3990429977085861, "wilsonLowerBound": 0.39119058233994924 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24654, "officialConfigError": null, "officialConfigValid": true, "successCount": 3805, "successRate": 0.15433601038371056, "wilsonLowerBound": 0.14988022156923023 }, "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": 50251, "officialConfigError": null, "officialConfigValid": true, "successCount": 12620, "successRate": 0.25113928081033216, "wilsonLowerBound": 0.24736663519670526 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23789, "officialConfigError": null, "officialConfigValid": true, "successCount": 3120, "successRate": 0.1311530539324898, "wilsonLowerBound": 0.12692282222302606 }, "vllm": { "framework": "vllm", "modelCount": 86930, "officialConfigError": null, "officialConfigValid": true, "successCount": 9769, "successRate": 0.11237777522144254, "wilsonLowerBound": 0.11029533407709848 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45445, "officialConfigError": null, "officialConfigValid": true, "successCount": 5485, "successRate": 0.12069534602266475, "wilsonLowerBound": 0.11773214730144857 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44772, "officialConfigError": null, "officialConfigValid": true, "successCount": 3637, "successRate": 0.08123380684356295, "wilsonLowerBound": 0.07873898761183491 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91856, "officialConfigError": null, "officialConfigValid": true, "successCount": 22820, "successRate": 0.2484323288625675, "wilsonLowerBound": 0.24564847630461709 }, "transformers": { "framework": "transformers", "modelCount": 5479, "officialConfigError": null, "officialConfigValid": true, "successCount": 581, "successRate": 0.10604124840299324, "wilsonLowerBound": 0.09816276028235076 }, "vllm": { "framework": "vllm", "modelCount": 112829, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14650488792774907, "wilsonLowerBound": 0.14445357630321032 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22514, "officialConfigError": null, "officialConfigValid": true, "successCount": 3914, "successRate": 0.17384738385004886, "wilsonLowerBound": 0.1689526940455994 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43541, "officialConfigError": null, "officialConfigValid": true, "successCount": 5660, "successRate": 0.1299924209365885, "wilsonLowerBound": 0.12686619593514867 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7834, "officialConfigError": null, "officialConfigValid": true, "successCount": 727, "successRate": 0.09280061271381158, "wilsonLowerBound": 0.08657340484541257 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33759, "officialConfigError": null, "officialConfigValid": true, "successCount": 6581, "successRate": 0.1949406084303445, "wilsonLowerBound": 0.19074944659845092 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61454, "officialConfigError": null, "officialConfigValid": true, "successCount": 12416, "successRate": 0.20203729618901942, "wilsonLowerBound": 0.19888137272243372 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14064, "officialConfigError": null, "officialConfigValid": true, "successCount": 4024, "successRate": 0.28612059158134245, "wilsonLowerBound": 0.27871033858615585 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15043, "officialConfigError": null, "officialConfigValid": true, "successCount": 3697, "successRate": 0.24576214850761152, "wilsonLowerBound": 0.2389474388169672 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66635, "officialConfigError": null, "officialConfigValid": true, "successCount": 18366, "successRate": 0.2756209199369701, "wilsonLowerBound": 0.2722412401961085 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 720, "officialConfigError": null, "officialConfigValid": true, "successCount": 440, "successRate": 0.6111111111111112, "wilsonLowerBound": 0.5750019036241601 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48072, "officialConfigError": null, "officialConfigValid": true, "successCount": 21465, "successRate": 0.44651772341487767, "wilsonLowerBound": 0.442078099513383 }, "vllm": { "framework": "vllm", "modelCount": 39169, "officialConfigError": null, "officialConfigValid": true, "successCount": 4558, "successRate": 0.11636753555107356, "wilsonLowerBound": 0.11322941159101357 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1002, "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": 10073, "officialConfigError": null, "officialConfigValid": true, "successCount": 756, "successRate": 0.07505211952744961, "wilsonLowerBound": 0.07006718147500551 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7035, "officialConfigError": null, "officialConfigValid": true, "successCount": 3079, "successRate": 0.4376687988628287, "wilsonLowerBound": 0.4261130097592667 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7406, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03294625978935998, "wilsonLowerBound": 0.029116949043479782 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16115, "officialConfigError": null, "officialConfigValid": true, "successCount": 4942, "successRate": 0.30667080359913124, "wilsonLowerBound": 0.29959812194409147 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27912, "officialConfigError": null, "officialConfigValid": true, "successCount": 14219, "successRate": 0.5094224706219547, "wilsonLowerBound": 0.5035567738408233 }, "vllm": { "framework": "vllm", "modelCount": 66606, "officialConfigError": null, "officialConfigValid": true, "successCount": 7036, "successRate": 0.10563612887727833, "wilsonLowerBound": 0.1033244968813201 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13429, "officialConfigError": null, "officialConfigValid": true, "successCount": 2143, "successRate": 0.15958001340382755, "wilsonLowerBound": 0.15348348256259997 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-08T06:15:36.050235+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 835.9899497487438, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7953734406492037, "queueFactor": 0.9905388998026372, "queueWeight": 0.9905388998026372, "recentSuccess": 46, "recentSuccessRate": 0.23115577889447236, "recentTerminal": 199, "recentWilsonLowerBound": 0.17800822248576545, "running": 9, "selectionWeight": 0.7878483328329003, "stale": false, "submissionEligible": true, "throughputPerHour": 33.166666666666664, "waiting": 27727 }, "Ascend_910-b4": { "available": true, "backlogHours": 784.9350649350649, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.894151593448408, "queueFactor": 0.9999462002248796, "queueWeight": 0.9999462002248796, "recentSuccess": 55, "recentSuccessRate": 0.23809523809523808, "recentTerminal": 231, "recentWilsonLowerBound": 0.18773670286316332, "running": 8, "selectionWeight": 0.8941034882937569, "stale": false, "submissionEligible": true, "throughputPerHour": 38.5, "waiting": 30220 }, "Biren_166m": { "available": true, "backlogHours": 175.2941176470588, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0747211762470121, "queueFactor": 1.252093014488876, "queueWeight": 1.252093014488876, "recentSuccess": 41, "recentSuccessRate": 0.2679738562091503, "recentTerminal": 153, "recentWilsonLowerBound": 0.20410817120383035, "running": 9, "selectionWeight": 1.345650877302152, "stale": false, "submissionEligible": true, "throughputPerHour": 25.5, "waiting": 4470 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 875.3846153846154, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.25688999529606354, "queueFactor": 0.9837208073324547, "queueWeight": 0.9837208073324547, "recentSuccess": 19, "recentSuccessRate": 0.1623931623931624, "recentTerminal": 117, "recentWilsonLowerBound": 0.10649722549629985, "running": 7, "selectionWeight": 0.25270803356827415, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 17070 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 306.4590163934426, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.13971965104165843, "queueFactor": 1.1514519868405466, "queueWeight": 1.1514519868405466, "recentSuccess": 22, "recentSuccessRate": 0.12021857923497267, "recentTerminal": 183, "recentWilsonLowerBound": 0.08074501197882482, "running": 7, "selectionWeight": 0.16088046979258544, "stale": false, "submissionEligible": true, "throughputPerHour": 30.5, "waiting": 9347 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 60.846846846846844, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 11, "recentSuccessRate": 0.03303303303303303, "recentTerminal": 333, "recentWilsonLowerBound": 0.01854323596311657, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 55.5, "waiting": 3377 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 170.79310344827587, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2585346338485648, "queueFactor": 1.256988037136632, "queueWeight": 1.256988037136632, "recentSuccess": 34, "recentSuccessRate": 0.14655172413793102, "recentTerminal": 232, "recentWilsonLowerBound": 0.10680659851094985, "running": 4, "selectionWeight": 0.3249749419331453, "stale": false, "submissionEligible": true, "throughputPerHour": 38.666666666666664, "waiting": 6604 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1716.5555555555557, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4116465368754082, "queueFactor": 0.8892072898277866, "queueWeight": 0.8892072898277866, "recentSuccess": 12, "recentSuccessRate": 0.2222222222222222, "recentTerminal": 54, "recentWilsonLowerBound": 0.13195287989578958, "running": 2, "selectionWeight": 0.36603910142197577, "stale": false, "submissionEligible": true, "throughputPerHour": 9.0, "waiting": 15449 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 366.79470198675494, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3358686737922215, "queueFactor": 1.1208261008850615, "queueWeight": 1.1208261008850615, "recentSuccess": 26, "recentSuccessRate": 0.17218543046357615, "recentTerminal": 151, "recentWilsonLowerBound": 0.12029775558876803, "running": 8, "selectionWeight": 0.3764503760559723, "stale": false, "submissionEligible": true, "throughputPerHour": 25.166666666666668, "waiting": 9231 }, "MetaX_c-500": { "available": true, "backlogHours": 607.8333333333334, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.3526304142703858, "queueFactor": 1.039044187119496, "queueWeight": 1.039044187119496, "recentSuccess": 33, "recentSuccessRate": 0.3055555555555556, "recentTerminal": 108, "recentWilsonLowerBound": 0.22660104620023358, "running": 4, "selectionWeight": 1.4054427692686802, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 10941 }, "Mthreads_s4000": { "available": true, "backlogHours": 2094.6666666666665, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8630470168736049, "queueWeight": 0.8630470168736049, "recentSuccess": 26, "recentSuccessRate": 0.4126984126984127, "recentTerminal": 63, "recentWilsonLowerBound": 0.2995827804043615, "running": 4, "selectionWeight": 2.157617542184012, "stale": false, "submissionEligible": true, "throughputPerHour": 10.5, "waiting": 21994 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2238.2608695652175, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.25693074757675305, "queueFactor": 0.8545059452188927, "queueWeight": 0.8545059452188927, "recentSuccess": 9, "recentSuccessRate": 0.1956521739130435, "recentTerminal": 46, "recentWilsonLowerBound": 0.106504904441218, "running": 2, "selectionWeight": 0.21954885131387009, "stale": false, "submissionEligible": true, "throughputPerHour": 7.666666666666667, "waiting": 17160 }, "Vastai_va16": { "available": true, "backlogHours": 784.3720930232558, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.0000538219747983, "queueWeight": 1.0000538219747983, "recentSuccess": 3, "recentSuccessRate": 0.023255813953488372, "recentTerminal": 129, "recentWilsonLowerBound": 0.007939993605110279, "running": 16, "selectionWeight": 0.05000269109873992, "stale": false, "submissionEligible": false, "throughputPerHour": 21.5, "waiting": 16864 }, "hygon_k100-ai": { "available": true, "backlogHours": 827.5555555555555, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.3896306978365277, "queueFactor": 0.9920467078440102, "queueWeight": 0.9920467078440102, "recentSuccess": 25, "recentSuccessRate": 0.18518518518518517, "recentTerminal": 135, "recentWilsonLowerBound": 0.12869695822609414, "running": 6, "selectionWeight": 0.3865318510636916, "stale": false, "submissionEligible": true, "throughputPerHour": 22.5, "waiting": 18620 } }, "queueAttemptedAt": "2026-10-08T06:15:36.050235+00:00", "queueError": null, "queueUpdatedAt": "2026-10-08T06:15:36.050235+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "hygon_k100-ai", "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 }