{ "communityAttemptedAt": "2026-09-27T22:47:38.160893+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-27T22:47:38.160893+00:00", "frameworkAttemptedAt": "2026-09-27T17:28:45.776929+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34340, "officialConfigError": null, "officialConfigValid": true, "successCount": 15565, "successRate": 0.4532615026208503, "wilsonLowerBound": 0.4480017583119955 }, "vllm": { "framework": "vllm", "modelCount": 38236, "officialConfigError": null, "officialConfigValid": true, "successCount": 10792, "successRate": 0.2822470969766712, "wilsonLowerBound": 0.27775763469344444 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10452, "officialConfigError": null, "officialConfigValid": true, "successCount": 4384, "successRate": 0.41944125526215076, "wilsonLowerBound": 0.4100120248586809 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64125, "officialConfigError": null, "officialConfigValid": true, "successCount": 12091, "successRate": 0.18855360623781675, "wilsonLowerBound": 0.1855447576196219 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 22266, "officialConfigError": null, "officialConfigValid": true, "successCount": 4617, "successRate": 0.20735650767987066, "wilsonLowerBound": 0.20208204826914544 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6853, "officialConfigError": null, "officialConfigValid": true, "successCount": 74, "successRate": 0.010798190573471473, "wilsonLowerBound": 0.008610651424773005 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26424, "officialConfigError": null, "officialConfigValid": true, "successCount": 3248, "successRate": 0.12291855888586134, "wilsonLowerBound": 0.11901428061898077 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16485, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10166818319684562, "wilsonLowerBound": 0.09714717632753626 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12705, "officialConfigError": null, "officialConfigValid": true, "successCount": 5251, "successRate": 0.41330184966548605, "wilsonLowerBound": 0.4047666296138237 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24426, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.1554081716204045, "wilsonLowerBound": 0.1509188957664179 }, "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": 46269, "officialConfigError": null, "officialConfigValid": true, "successCount": 11526, "successRate": 0.2491084743564806, "wilsonLowerBound": 0.24518852611371802 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23522, "officialConfigError": null, "officialConfigValid": true, "successCount": 3093, "successRate": 0.13149392058498427, "wilsonLowerBound": 0.127235276848122 }, "vllm": { "framework": "vllm", "modelCount": 86774, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11252218406435108, "wilsonLowerBound": 0.1104367022573841 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42515, "officialConfigError": null, "officialConfigValid": true, "successCount": 5209, "successRate": 0.12252146301305422, "wilsonLowerBound": 0.1194387198583957 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 37163, "officialConfigError": null, "officialConfigValid": true, "successCount": 3520, "successRate": 0.09471786454269031, "wilsonLowerBound": 0.09178240991852564 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 89992, "officialConfigError": null, "officialConfigValid": true, "successCount": 21768, "successRate": 0.24188816783714107, "wilsonLowerBound": 0.23910135026351376 }, "transformers": { "framework": "transformers", "modelCount": 5363, "officialConfigError": null, "officialConfigValid": true, "successCount": 579, "successRate": 0.10796196158866306, "wilsonLowerBound": 0.0999350582920646 }, "vllm": { "framework": "vllm", "modelCount": 112730, "officialConfigError": null, "officialConfigValid": true, "successCount": 16525, "successRate": 0.1465891954226914, "wilsonLowerBound": 0.14453649383019074 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19710, "officialConfigError": null, "officialConfigValid": true, "successCount": 3689, "successRate": 0.1871638762049721, "wilsonLowerBound": 0.18177968393086766 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43151, "officialConfigError": null, "officialConfigValid": true, "successCount": 5611, "successRate": 0.1300317489745313, "wilsonLowerBound": 0.1268911641948798 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7213, "officialConfigError": null, "officialConfigValid": true, "successCount": 624, "successRate": 0.08651046721197837, "wilsonLowerBound": 0.08024096293476098 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32212, "officialConfigError": null, "officialConfigValid": true, "successCount": 6032, "successRate": 0.18725940643238545, "wilsonLowerBound": 0.18303644270045658 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61218, "officialConfigError": null, "officialConfigValid": true, "successCount": 12401, "successRate": 0.20257113920742265, "wilsonLowerBound": 0.19940600750877482 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10301, "officialConfigError": null, "officialConfigValid": true, "successCount": 3038, "successRate": 0.2949228230268906, "wilsonLowerBound": 0.28619437744292164 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14119, "officialConfigError": null, "officialConfigValid": true, "successCount": 3549, "successRate": 0.2513634110064452, "wilsonLowerBound": 0.24427618599472686 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 63808, "officialConfigError": null, "officialConfigValid": true, "successCount": 17488, "successRate": 0.27407221664994985, "wilsonLowerBound": 0.270624926316488 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 221, "officialConfigError": null, "officialConfigValid": true, "successCount": 144, "successRate": 0.6515837104072398, "wilsonLowerBound": 0.5866594552975183 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47232, "officialConfigError": null, "officialConfigValid": true, "successCount": 20862, "successRate": 0.4416920731707317, "wilsonLowerBound": 0.43721847397265107 }, "vllm": { "framework": "vllm", "modelCount": 37598, "officialConfigError": null, "officialConfigValid": true, "successCount": 3928, "successRate": 0.10447364221501143, "wilsonLowerBound": 0.10142211051791826 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 772, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6282, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030563514804202482, "wilsonLowerBound": 0.02658539726335166 }, "vllm": { "framework": "vllm", "modelCount": 10040, "officialConfigError": null, "officialConfigValid": true, "successCount": 743, "successRate": 0.07400398406374502, "wilsonLowerBound": 0.06904470201407993 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6395, "officialConfigError": null, "officialConfigValid": true, "successCount": 2756, "successRate": 0.4309616888193902, "wilsonLowerBound": 0.4188693036366709 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7393, "officialConfigError": null, "officialConfigValid": true, "successCount": 241, "successRate": 0.032598403895576895, "wilsonLowerBound": 0.028786866472004326 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13913, "officialConfigError": null, "officialConfigValid": true, "successCount": 4522, "successRate": 0.32501976568676777, "wilsonLowerBound": 0.31728600834990184 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27137, "officialConfigError": null, "officialConfigValid": true, "successCount": 13820, "successRate": 0.5092677893650736, "wilsonLowerBound": 0.5033189041317153 }, "vllm": { "framework": "vllm", "modelCount": 64131, "officialConfigError": null, "officialConfigValid": true, "successCount": 6596, "successRate": 0.10285197486395035, "wilsonLowerBound": 0.10052467135547719 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12921, "officialConfigError": null, "officialConfigValid": true, "successCount": 1958, "successRate": 0.1515362588034982, "wilsonLowerBound": 0.14545711489941984 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-27T22:57:45.565202+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1438.0, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.049308456427531, "queueFactor": 0.8942394764660657, "queueWeight": 0.8942394764660657, "recentSuccess": 52, "recentSuccessRate": 0.43333333333333335, "recentTerminal": 120, "recentWilsonLowerBound": 0.34810028273121946, "running": 9, "selectionWeight": 1.8325725211932364, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 28760 }, "Biren_166m": { "available": true, "backlogHours": 129.57142857142858, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2716642986326886, "queueFactor": 1.283043213498841, "queueWeight": 1.283043213498841, "recentSuccess": 39, "recentSuccessRate": 0.18571428571428572, "recentTerminal": 210, "recentWilsonLowerBound": 0.1389334294828914, "running": 8, "selectionWeight": 0.34855703471059357, "stale": false, "submissionEligible": false, "throughputPerHour": 35.0, "waiting": 4535 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1343.4782608695652, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.9563413569546008, "queueFactor": 0.9034062159085371, "queueWeight": 0.9034062159085371, "recentSuccess": 24, "recentSuccessRate": 0.34782608695652173, "recentTerminal": 69, "recentWilsonLowerBound": 0.2461797794825202, "running": 7, "selectionWeight": 0.8639647264031914, "stale": false, "submissionEligible": true, "throughputPerHour": 11.5, "waiting": 15450 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 481.1785714285714, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.474399629315208, "queueFactor": 1.0538328425047252, "queueWeight": 1.0538328425047252, "recentSuccess": 28, "recentSuccessRate": 0.25, "recentTerminal": 112, "recentWilsonLowerBound": 0.17900186747034863, "running": 7, "selectionWeight": 0.49993790984443365, "stale": false, "submissionEligible": true, "throughputPerHour": 18.666666666666668, "waiting": 8982 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 33.9946949602122, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 10, "recentSuccessRate": 0.026525198938992044, "recentTerminal": 377, "recentWilsonLowerBound": 0.01447038957846977, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 62.833333333333336, "waiting": 2136 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 120.32773109243698, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.4483909091816506, "queueFactor": 1.2973668948595976, "queueWeight": 1.2973668948595976, "recentSuccess": 53, "recentSuccessRate": 0.22268907563025211, "recentTerminal": 238, "recentWilsonLowerBound": 0.17447245053236324, "running": 6, "selectionWeight": 0.5817275215282698, "stale": false, "submissionEligible": true, "throughputPerHour": 39.666666666666664, "waiting": 4773 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2438.7, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.9228905870252837, "queueFactor": 0.8261214795653602, "queueWeight": 0.8261214795653602, "recentSuccess": 15, "recentSuccessRate": 0.375, "recentTerminal": 40, "recentWilsonLowerBound": 0.24222773535791722, "running": 2, "selectionWeight": 0.7624197372302712, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 16258 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 461.088, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5257709551443269, "queueFactor": 1.0605962762256167, "queueWeight": 1.0605962762256167, "recentSuccess": 32, "recentSuccessRate": 0.256, "recentTerminal": 125, "recentWilsonLowerBound": 0.18756596643774243, "running": 10, "selectionWeight": 0.5576307171736589, "stale": false, "submissionEligible": true, "throughputPerHour": 20.833333333333332, "waiting": 9606 }, "MetaX_c-500": { "available": true, "backlogHours": 591.2523364485982, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5781136513957175, "queueFactor": 1.021766690056218, "queueWeight": 1.021766690056218, "recentSuccess": 29, "recentSuccessRate": 0.27102803738317754, "recentTerminal": 107, "recentWilsonLowerBound": 0.19583435081989597, "running": 4, "selectionWeight": 0.5906972720629164, "stale": false, "submissionEligible": true, "throughputPerHour": 17.833333333333332, "waiting": 10544 }, "Mthreads_s4000": { "available": true, "backlogHours": 2047.78125, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8480571822969533, "queueWeight": 0.8480571822969533, "recentSuccess": 32, "recentSuccessRate": 0.5, "recentTerminal": 64, "recentWilsonLowerBound": 0.3810188849321495, "running": 4, "selectionWeight": 2.120142955742383, "stale": false, "submissionEligible": true, "throughputPerHour": 10.666666666666666, "waiting": 21843 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4176.25, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6854141011637038, "queueFactor": 0.7620784794300837, "queueWeight": 0.7620784794300837, "recentSuccess": 9, "recentSuccessRate": 0.375, "recentTerminal": 24, "recentWilsonLowerBound": 0.21159133433631455, "running": 2, "selectionWeight": 0.522339335994773, "stale": false, "submissionEligible": true, "throughputPerHour": 4.0, "waiting": 16705 }, "Vastai_va16": { "available": true, "backlogHours": 682.5238095238095, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.810137024872659, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 38, "recentSuccessRate": 0.30158730158730157, "recentTerminal": 126, "recentWilsonLowerBound": 0.2282970778474557, "running": 16, "selectionWeight": 0.810137024872659, "stale": false, "submissionEligible": true, "throughputPerHour": 21.0, "waiting": 14333 }, "hygon_k100-ai": { "available": true, "backlogHours": 1070.46, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.32161276935807925, "queueFactor": 0.934721224830344, "queueWeight": 0.934721224830344, "recentSuccess": 22, "recentSuccessRate": 0.22, "recentTerminal": 100, "recentWilsonLowerBound": 0.15001174503655804, "running": 6, "selectionWeight": 0.3006182816954628, "stale": false, "submissionEligible": true, "throughputPerHour": 16.666666666666668, "waiting": 17841 } }, "queueAttemptedAt": "2026-09-27T22:53:26.048026+00:00", "queueError": null, "queueUpdatedAt": "2026-09-27T22:53:26.048026+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "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 }