{ "communityAttemptedAt": "2026-10-01T08:46:23.972621+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-01T08:46:23.972621+00:00", "frameworkAttemptedAt": "2026-10-01T08:10:22.454165+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40426, "officialConfigError": null, "officialConfigValid": true, "successCount": 19693, "successRate": 0.48713699104536684, "wilsonLowerBound": 0.48226594371500753 }, "vllm": { "framework": "vllm", "modelCount": 54113, "officialConfigError": null, "officialConfigValid": true, "successCount": 15003, "successRate": 0.2772531554339992, "wilsonLowerBound": 0.2734973728860492 }, "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": 3342, "officialConfigError": null, "officialConfigValid": true, "successCount": 948, "successRate": 0.2836624775583483, "wilsonLowerBound": 0.26863448506375937 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34957, "officialConfigError": null, "officialConfigValid": true, "successCount": 16028, "successRate": 0.4585061647166519, "wilsonLowerBound": 0.4532875483570582 }, "vllm": { "framework": "vllm", "modelCount": 38774, "officialConfigError": null, "officialConfigValid": true, "successCount": 10864, "successRate": 0.2801877546809718, "wilsonLowerBound": 0.27573957117875186 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10991, "officialConfigError": null, "officialConfigValid": true, "successCount": 4596, "successRate": 0.41816031298335, "wilsonLowerBound": 0.40896878408086657 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64146, "officialConfigError": null, "officialConfigValid": true, "successCount": 12093, "successRate": 0.1885230567767281, "wilsonLowerBound": 0.1855148877138937 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 24440, "officialConfigError": null, "officialConfigValid": true, "successCount": 5020, "successRate": 0.20540098199672668, "wilsonLowerBound": 0.20038245259886875 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7131, "officialConfigError": null, "officialConfigValid": true, "successCount": 82, "successRate": 0.011499088486888234, "wilsonLowerBound": 0.009274256917293321 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26482, "officialConfigError": null, "officialConfigValid": true, "successCount": 3256, "successRate": 0.12295143871308814, "wilsonLowerBound": 0.11905091914935878 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16492, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.1016250303177298, "wilsonLowerBound": 0.09710584128729235 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13435, "officialConfigError": null, "officialConfigValid": true, "successCount": 5486, "successRate": 0.4083364346855229, "wilsonLowerBound": 0.4000522017781085 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24497, "officialConfigError": null, "officialConfigValid": true, "successCount": 3797, "successRate": 0.1549985712536229, "wilsonLowerBound": 0.1505206742042009 }, "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": 47702, "officialConfigError": null, "officialConfigValid": true, "successCount": 11875, "successRate": 0.24894134417844116, "wilsonLowerBound": 0.24508129397538583 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23608, "officialConfigError": null, "officialConfigValid": true, "successCount": 3101, "successRate": 0.1313537783802101, "wilsonLowerBound": 0.1271047616064958 }, "vllm": { "framework": "vllm", "modelCount": 86824, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11250345526582511, "wilsonLowerBound": 0.11041872268955209 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43506, "officialConfigError": null, "officialConfigValid": true, "successCount": 5302, "successRate": 0.12186824805773916, "wilsonLowerBound": 0.11882756922643711 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 39758, "officialConfigError": null, "officialConfigValid": true, "successCount": 3560, "successRate": 0.08954172745107902, "wilsonLowerBound": 0.08677460034403392 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90705, "officialConfigError": null, "officialConfigValid": true, "successCount": 22176, "successRate": 0.24448486852984952, "wilsonLowerBound": 0.24169875666509852 }, "transformers": { "framework": "transformers", "modelCount": 5421, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10699133001291275, "wilsonLowerBound": 0.09903938729663994 }, "vllm": { "framework": "vllm", "modelCount": 112764, "officialConfigError": null, "officialConfigValid": true, "successCount": 16527, "successRate": 0.1465627327870597, "wilsonLowerBound": 0.14451049409608246 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20763, "officialConfigError": null, "officialConfigValid": true, "successCount": 3747, "successRate": 0.180465250686317, "wilsonLowerBound": 0.17529342873854128 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43308, "officialConfigError": null, "officialConfigValid": true, "successCount": 5635, "successRate": 0.13011452849358085, "wilsonLowerBound": 0.1269787174095206 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7477, "officialConfigError": null, "officialConfigValid": true, "successCount": 664, "successRate": 0.08880567072355222, "wilsonLowerBound": 0.0825671284840327 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32768, "officialConfigError": null, "officialConfigValid": true, "successCount": 6234, "successRate": 0.19024658203125, "wilsonLowerBound": 0.18603321116616145 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61320, "officialConfigError": null, "officialConfigValid": true, "successCount": 12406, "successRate": 0.2023157208088715, "wilsonLowerBound": 0.19915471997614378 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11544, "officialConfigError": null, "officialConfigValid": true, "successCount": 3394, "successRate": 0.294005544005544, "wilsonLowerBound": 0.28576411369691873 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14509, "officialConfigError": null, "officialConfigValid": true, "successCount": 3631, "successRate": 0.25025846026604176, "wilsonLowerBound": 0.24327683994594587 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64897, "officialConfigError": null, "officialConfigValid": true, "successCount": 17811, "successRate": 0.2744502827557514, "wilsonLowerBound": 0.2710304293720412 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 391, "officialConfigError": null, "officialConfigValid": true, "successCount": 247, "successRate": 0.6317135549872123, "wilsonLowerBound": 0.5828377378204239 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47526, "officialConfigError": null, "officialConfigValid": true, "successCount": 21061, "successRate": 0.44314690906030385, "wilsonLowerBound": 0.43868551882884754 }, "vllm": { "framework": "vllm", "modelCount": 38158, "officialConfigError": null, "officialConfigValid": true, "successCount": 4139, "successRate": 0.1084700455998742, "wilsonLowerBound": 0.10538914076198894 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 817, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6283, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030558650326277255, "wilsonLowerBound": 0.02658115788279188 }, "vllm": { "framework": "vllm", "modelCount": 10050, "officialConfigError": null, "officialConfigValid": true, "successCount": 748, "successRate": 0.07442786069651741, "wilsonLowerBound": 0.06945735804096988 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6624, "officialConfigError": null, "officialConfigValid": true, "successCount": 2876, "successRate": 0.43417874396135264, "wilsonLowerBound": 0.42228399120106713 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7400, "officialConfigError": null, "officialConfigValid": true, "successCount": 243, "successRate": 0.032837837837837835, "wilsonLowerBound": 0.02901357764943315 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14920, "officialConfigError": null, "officialConfigValid": true, "successCount": 4796, "successRate": 0.32144772117962467, "wilsonLowerBound": 0.3140004237231242 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27431, "officialConfigError": null, "officialConfigValid": true, "successCount": 13992, "successRate": 0.5100798366811272, "wilsonLowerBound": 0.504162991551129 }, "vllm": { "framework": "vllm", "modelCount": 64863, "officialConfigError": null, "officialConfigValid": true, "successCount": 6780, "successRate": 0.10452800518014893, "wilsonLowerBound": 0.10219687291186037 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13097, "officialConfigError": null, "officialConfigValid": true, "successCount": 2036, "successRate": 0.15545544781247614, "wilsonLowerBound": 0.14935095801006062 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-01T08:49:05.466110+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1218.7218045112782, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9811963333942259, "queueFactor": 0.9980520240452957, "queueWeight": 0.9980520240452957, "recentSuccess": 46, "recentSuccessRate": 0.3458646616541353, "recentTerminal": 133, "recentWilsonLowerBound": 0.27037885202005985, "running": 10, "selectionWeight": 0.9792849865299299, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 27015 }, "Ascend_910-b4": { "available": true, "backlogHours": 1547.7345132743365, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9629071174392285, "queueWeight": 0.9629071174392285, "recentSuccess": 57, "recentSuccessRate": 0.504424778761062, "recentTerminal": 113, "recentWilsonLowerBound": 0.4136203069022564, "running": 9, "selectionWeight": 2.4072677935980713, "stale": false, "submissionEligible": true, "throughputPerHour": 18.833333333333332, "waiting": 29149 }, "Biren_166m": { "available": true, "backlogHours": 126.03125, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.22565414151555085, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 36, "recentSuccessRate": 0.1875, "recentTerminal": 192, "recentWilsonLowerBound": 0.13862150998944606, "running": 9, "selectionWeight": 0.2933503839702161, "stale": false, "submissionEligible": false, "throughputPerHour": 32.0, "waiting": 4033 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 2311.65, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4045487006639126, "queueFactor": 0.9066727328201188, "queueWeight": 0.9066727328201188, "recentSuccess": 12, "recentSuccessRate": 0.3, "recentTerminal": 40, "recentWilsonLowerBound": 0.18074670915695296, "running": 8, "selectionWeight": 0.36679327598977784, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 15411 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 487.72222222222223, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4724139457588794, "queueFactor": 1.1450197700893923, "queueWeight": 1.1450197700893923, "recentSuccess": 29, "recentSuccessRate": 0.26851851851851855, "recentTerminal": 108, "recentWilsonLowerBound": 0.19394781819614243, "running": 8, "selectionWeight": 0.5409233075598547, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 8779 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 43.246753246753244, "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": 0.03571428571428571, "recentTerminal": 308, "recentWilsonLowerBound": 0.020057061780366092, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 51.333333333333336, "waiting": 2220 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 138.212389380531, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.16783996144996607, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 37, "recentSuccessRate": 0.16371681415929204, "recentTerminal": 226, "recentWilsonLowerBound": 0.1211712936501077, "running": 4, "selectionWeight": 0.2181919498849559, "stale": false, "submissionEligible": false, "throughputPerHour": 37.666666666666664, "waiting": 5206 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2482.263157894737, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.575314611692077, "queueFactor": 0.8970397615585453, "queueWeight": 0.8970397615585453, "recentSuccess": 13, "recentSuccessRate": 0.34210526315789475, "recentTerminal": 38, "recentWilsonLowerBound": 0.21212220026458956, "running": 2, "selectionWeight": 0.5160800820934078, "stale": false, "submissionEligible": true, "throughputPerHour": 6.333333333333333, "waiting": 15721 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 333.089552238806, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.23916368209938169, "queueFactor": 1.21242453224499, "queueWeight": 1.21242453224499, "recentSuccess": 27, "recentSuccessRate": 0.20149253731343283, "recentTerminal": 134, "recentWilsonLowerBound": 0.14233403845341944, "running": 8, "selectionWeight": 0.2899679153993323, "stale": false, "submissionEligible": false, "throughputPerHour": 22.333333333333332, "waiting": 7439 }, "MetaX_c-500": { "available": true, "backlogHours": 696.0666666666667, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7866122812563909, "queueFactor": 1.08552852823849, "queueWeight": 1.08552852823849, "recentSuccess": 30, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 90, "recentWilsonLowerBound": 0.24453359953239737, "running": 4, "selectionWeight": 0.8538900719665713, "stale": false, "submissionEligible": true, "throughputPerHour": 15.0, "waiting": 10441 }, "Mthreads_s4000": { "available": true, "backlogHours": 2062.125, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.9517354166342014, "queueFactor": 0.9223412218112146, "queueWeight": 0.9223412218112146, "recentSuccess": 24, "recentSuccessRate": 0.375, "recentTerminal": 64, "recentWilsonLowerBound": 0.26665803888105327, "running": 4, "selectionWeight": 0.8778248070193947, "stale": false, "submissionEligible": true, "throughputPerHour": 10.666666666666666, "waiting": 21996 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5634.333333333333, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1473675968399761, "queueFactor": 0.7932543939760536, "queueWeight": 0.7932543939760536, "recentSuccess": 9, "recentSuccessRate": 0.5, "recentTerminal": 18, "recentWilsonLowerBound": 0.2903070395897999, "running": 2, "selectionWeight": 0.9101543876990562, "stale": false, "submissionEligible": false, "throughputPerHour": 3.0, "waiting": 16903 }, "Vastai_va16": { "available": true, "backlogHours": 1563.966101694915, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.2078577109314388, "queueFactor": 0.9614014362107689, "queueWeight": 0.9614014362107689, "recentSuccess": 13, "recentSuccessRate": 0.22033898305084745, "recentTerminal": 59, "recentWilsonLowerBound": 0.13354072524323757, "running": 16, "selectionWeight": 0.19983470181696808, "stale": false, "submissionEligible": false, "throughputPerHour": 9.833333333333334, "waiting": 15379 }, "hygon_k100-ai": { "available": true, "backlogHours": 1187.2421052631578, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.7575564447845251, "queueFactor": 1.001977509391902, "queueWeight": 1.001977509391902, "recentSuccess": 31, "recentSuccessRate": 0.3263157894736842, "recentTerminal": 95, "recentWilsonLowerBound": 0.24038572025731433, "running": 7, "selectionWeight": 0.7590545197689825, "stale": false, "submissionEligible": true, "throughputPerHour": 15.833333333333334, "waiting": 18798 } }, "queueAttemptedAt": "2026-10-01T08:42:03.253846+00:00", "queueError": null, "queueUpdatedAt": "2026-10-01T08:42:03.253846+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "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 }