{ "communityAttemptedAt": "2026-09-20T18:34:25.839315+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-20T18:34:25.839315+00:00", "frameworkAttemptedAt": "2026-09-20T17:22:53.568270+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39831, "officialConfigError": null, "officialConfigValid": true, "successCount": 19277, "successRate": 0.48396977228791643, "wilsonLowerBound": 0.47906369473638644 }, "vllm": { "framework": "vllm", "modelCount": 53278, "officialConfigError": null, "officialConfigValid": true, "successCount": 14876, "successRate": 0.2792146852359323, "wilsonLowerBound": 0.27542132862713614 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2883, "officialConfigError": null, "officialConfigValid": true, "successCount": 815, "successRate": 0.2826916406520985, "wilsonLowerBound": 0.2665514338988461 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 33139, "officialConfigError": null, "officialConfigValid": true, "successCount": 14687, "successRate": 0.4431938199704276, "wilsonLowerBound": 0.43785217038933816 }, "vllm": { "framework": "vllm", "modelCount": 37621, "officialConfigError": null, "officialConfigValid": true, "successCount": 10687, "successRate": 0.2840700672496744, "wilsonLowerBound": 0.2795351900183609 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 9097, "officialConfigError": null, "officialConfigValid": true, "successCount": 3887, "successRate": 0.42728371990766184, "wilsonLowerBound": 0.4171508695958882 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63984, "officialConfigError": null, "officialConfigValid": true, "successCount": 12088, "successRate": 0.1889222305576394, "wilsonLowerBound": 0.1859077951925888 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18412, "officialConfigError": null, "officialConfigValid": true, "successCount": 3709, "successRate": 0.20144470997175756, "wilsonLowerBound": 0.1957138256406888 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6175, "officialConfigError": null, "officialConfigValid": true, "successCount": 61, "successRate": 0.009878542510121458, "wilsonLowerBound": 0.007698510963455011 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26170, "officialConfigError": null, "officialConfigValid": true, "successCount": 3225, "successRate": 0.12323270920901797, "wilsonLowerBound": 0.11930538367104469 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16469, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10164551581759669, "wilsonLowerBound": 0.09712281941545817 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11411, "officialConfigError": null, "officialConfigValid": true, "successCount": 4796, "successRate": 0.42029620541582685, "wilsonLowerBound": 0.4112677085225304 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24197, "officialConfigError": null, "officialConfigValid": true, "successCount": 3788, "successRate": 0.15654833243790553, "wilsonLowerBound": 0.15202432255200624 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8070, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.06741016109045848, "wilsonLowerBound": 0.06214291690179983 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 43512, "officialConfigError": null, "officialConfigValid": true, "successCount": 10897, "successRate": 0.25043666115094687, "wilsonLowerBound": 0.24638777937097756 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23319, "officialConfigError": null, "officialConfigValid": true, "successCount": 3066, "successRate": 0.131480766756722, "wilsonLowerBound": 0.12720407473138604 }, "vllm": { "framework": "vllm", "modelCount": 86666, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11266240509542381, "wilsonLowerBound": 0.11057448464000957 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40797, "officialConfigError": null, "officialConfigValid": true, "successCount": 5004, "successRate": 0.12265607765276859, "wilsonLowerBound": 0.11950830303286372 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 32541, "officialConfigError": null, "officialConfigValid": true, "successCount": 3428, "successRate": 0.10534402753449494, "wilsonLowerBound": 0.10205488705454062 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88783, "officialConfigError": null, "officialConfigValid": true, "successCount": 21134, "successRate": 0.23804106642037326, "wilsonLowerBound": 0.23525098836063754 }, "transformers": { "framework": "transformers", "modelCount": 5219, "officialConfigError": null, "officialConfigValid": true, "successCount": 566, "successRate": 0.10844989461582678, "wilsonLowerBound": 0.10029982328556798 }, "vllm": { "framework": "vllm", "modelCount": 112641, "officialConfigError": null, "officialConfigValid": true, "successCount": 16511, "successRate": 0.14658072992959933, "wilsonLowerBound": 0.1445272719990626 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17746, "officialConfigError": null, "officialConfigValid": true, "successCount": 3497, "successRate": 0.1970584920545475, "wilsonLowerBound": 0.19127177066233877 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42921, "officialConfigError": null, "officialConfigValid": true, "successCount": 5581, "successRate": 0.13002958924535776, "wilsonLowerBound": 0.1268807118601276 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6797, "officialConfigError": null, "officialConfigValid": true, "successCount": 567, "successRate": 0.08341915550978372, "wilsonLowerBound": 0.07707832712853141 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31322, "officialConfigError": null, "officialConfigValid": true, "successCount": 5662, "successRate": 0.18076751165315114, "wilsonLowerBound": 0.17654492179997516 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60909, "officialConfigError": null, "officialConfigValid": true, "successCount": 12394, "successRate": 0.20348388579684448, "wilsonLowerBound": 0.20030537473915086 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 8257, "officialConfigError": null, "officialConfigValid": true, "successCount": 2397, "successRate": 0.29029914012353153, "wilsonLowerBound": 0.28060793635531606 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13079, "officialConfigError": null, "officialConfigValid": true, "successCount": 3360, "successRate": 0.2569003746463797, "wilsonLowerBound": 0.24948436408027944 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 61408, "officialConfigError": null, "officialConfigValid": true, "successCount": 16827, "successRate": 0.2740196717040125, "wilsonLowerBound": 0.2705061472339077 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 0, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46688, "officialConfigError": null, "officialConfigValid": true, "successCount": 20459, "successRate": 0.4382068197395476, "wilsonLowerBound": 0.4337113739854627 }, "vllm": { "framework": "vllm", "modelCount": 36706, "officialConfigError": null, "officialConfigValid": true, "successCount": 3521, "successRate": 0.09592437203726911, "wilsonLowerBound": 0.09295382878663787 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 597, "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": 10026, "officialConfigError": null, "officialConfigValid": true, "successCount": 739, "successRate": 0.07370835826850189, "wilsonLowerBound": 0.06875525826123706 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6001, "officialConfigError": null, "officialConfigValid": true, "successCount": 2549, "successRate": 0.4247625395767372, "wilsonLowerBound": 0.41230793287766665 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7377, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03185576792734174, "wilsonLowerBound": 0.02808550752550505 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11833, "officialConfigError": null, "officialConfigValid": true, "successCount": 3860, "successRate": 0.3262063720104792, "wilsonLowerBound": 0.3178166509845737 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26557, "officialConfigError": null, "officialConfigValid": true, "successCount": 13482, "successRate": 0.5076627631133035, "wilsonLowerBound": 0.5016491676923939 }, "vllm": { "framework": "vllm", "modelCount": 62682, "officialConfigError": null, "officialConfigValid": true, "successCount": 6319, "successRate": 0.10081043999872372, "wilsonLowerBound": 0.09847783023053895 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12538, "officialConfigError": null, "officialConfigValid": true, "successCount": 1810, "successRate": 0.14436114212793108, "wilsonLowerBound": 0.13831810943756218 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-20T18:34:25.839315+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 883.4625, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0448076457310964, "queueFactor": 0.9999984671986103, "queueWeight": 0.9999984671986103, "recentSuccess": 46, "recentSuccessRate": 0.2875, "recentTerminal": 160, "recentWilsonLowerBound": 0.22300009339328952, "running": 8, "selectionWeight": 1.044806044248485, "stale": false, "submissionEligible": true, "throughputPerHour": 26.666666666666668, "waiting": 23559 }, "Ascend_910-b4": { "available": true, "backlogHours": 1310.2615384615383, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.9812016971445825, "queueFactor": 0.9425922254702802, "queueWeight": 0.9425922254702802, "recentSuccess": 49, "recentSuccessRate": 0.3769230769230769, "recentTerminal": 130, "recentWilsonLowerBound": 0.29827698815294273, "running": 8, "selectionWeight": 1.8674653168170081, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 28389 }, "Biren_166m": { "available": true, "backlogHours": 190.85350318471336, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.35918946618643977, "queueFactor": 1.2584110753947149, "queueWeight": 1.2584110753947149, "recentSuccess": 30, "recentSuccessRate": 0.1910828025477707, "recentTerminal": 157, "recentWilsonLowerBound": 0.1372544778901716, "running": 8, "selectionWeight": 0.45200800241413125, "stale": false, "submissionEligible": true, "throughputPerHour": 26.166666666666668, "waiting": 4994 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1804.6799999999998, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.0589561254659483, "queueFactor": 0.8983954039781078, "queueWeight": 0.8983954039781078, "recentSuccess": 17, "recentSuccessRate": 0.34, "recentTerminal": 50, "recentWilsonLowerBound": 0.2243676963506106, "running": 7, "selectionWeight": 0.9513613161330724, "stale": false, "submissionEligible": true, "throughputPerHour": 8.333333333333334, "waiting": 15039 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 465.3, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.25472499963538436, "queueFactor": 1.100949996506432, "queueWeight": 1.100949996506432, "recentSuccess": 21, "recentSuccessRate": 0.175, "recentTerminal": 120, "recentWilsonLowerBound": 0.11740448670592564, "running": 7, "selectionWeight": 0.2804394874586773, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 9306 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 40.895604395604394, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 18, "recentSuccessRate": 0.04945054945054945, "recentTerminal": 364, "recentWilsonLowerBound": 0.0315054194140812, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 60.666666666666664, "waiting": 2481 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 90.51219512195122, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.08154232713163365, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 32, "recentSuccessRate": 0.0975609756097561, "recentTerminal": 328, "recentWilsonLowerBound": 0.06995621426803665, "running": 3, "selectionWeight": 0.10600502527112374, "stale": false, "submissionEligible": true, "throughputPerHour": 54.666666666666664, "waiting": 4948 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3231.6, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 0.8232181032927284, "queueWeight": 0.8232181032927284, "recentSuccess": 15, "recentSuccessRate": 0.5, "recentTerminal": 30, "recentWilsonLowerBound": 0.3315385122717376, "running": 2, "selectionWeight": 2.0580452582318207, "stale": false, "submissionEligible": true, "throughputPerHour": 5.0, "waiting": 16158 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 570.3185840707965, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4182212678174649, "queueFactor": 1.0678491929727725, "queueWeight": 1.0678491929727725, "recentSuccess": 24, "recentSuccessRate": 0.21238938053097345, "recentTerminal": 113, "recentWilsonLowerBound": 0.14708352590805174, "running": 8, "selectionWeight": 0.4465972433229296, "stale": false, "submissionEligible": true, "throughputPerHour": 18.833333333333332, "waiting": 10741 }, "MetaX_c-500": { "available": true, "backlogHours": 533.2800000000001, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.29680211521503785, "queueFactor": 1.0786592146061318, "queueWeight": 1.0786592146061318, "recentSuccess": 23, "recentSuccessRate": 0.184, "recentTerminal": 125, "recentWilsonLowerBound": 0.12585324884366855, "running": 4, "selectionWeight": 0.3201483364912914, "stale": false, "submissionEligible": true, "throughputPerHour": 20.833333333333332, "waiting": 11110 }, "Mthreads_s4000": { "available": true, "backlogHours": 1729.92, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.195464577011594, "queueFactor": 0.9041149474231855, "queueWeight": 0.9041149474231855, "recentSuccess": 25, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 75, "recentWilsonLowerBound": 0.23708065705320358, "running": 4, "selectionWeight": 1.080837393191118, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 21624 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4473.714285714285, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5896907030960107, "queueFactor": 0.7840203144000574, "queueWeight": 0.7840203144000574, "recentSuccess": 7, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 21, "recentWilsonLowerBound": 0.17194536432683688, "running": 2, "selectionWeight": 0.46232949044012517, "stale": false, "submissionEligible": true, "throughputPerHour": 3.5, "waiting": 15658 }, "Vastai_va16": { "available": true, "backlogHours": 1730.04, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05032271388207574, "queueFactor": 0.9041055403870367, "queueWeight": 0.9041055403870367, "recentSuccess": 6, "recentSuccessRate": 0.12, "recentTerminal": 50, "recentWilsonLowerBound": 0.05617523710624645, "running": 16, "selectionWeight": 0.045497044428096316, "stale": false, "submissionEligible": true, "throughputPerHour": 8.333333333333334, "waiting": 14417 }, "hygon_k100-ai": { "available": true, "backlogHours": 883.4444444444445, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.7000495675990169, "queueFactor": 1.0000015328194025, "queueWeight": 1.0000015328194025, "recentSuccess": 28, "recentSuccessRate": 0.25925925925925924, "recentTerminal": 108, "recentWilsonLowerBound": 0.1858900560683251, "running": 6, "selectionWeight": 0.7000506406485769, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 15902 } }, "queueAttemptedAt": "2026-09-20T18:29:45.214484+00:00", "queueError": null, "queueUpdatedAt": "2026-09-20T18:29:45.214484+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 }