{ "communityAttemptedAt": "2026-09-20T23:39:02.387047+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-20T23:39:02.387047+00:00", "frameworkAttemptedAt": "2026-09-20T23:23:29.953242+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39869, "officialConfigError": null, "officialConfigValid": true, "successCount": 19299, "successRate": 0.4840602974742281, "wilsonLowerBound": 0.4791565204216216 }, "vllm": { "framework": "vllm", "modelCount": 53341, "officialConfigError": null, "officialConfigValid": true, "successCount": 14883, "successRate": 0.27901614142966946, "wilsonLowerBound": 0.2752258599965162 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2915, "officialConfigError": null, "officialConfigValid": true, "successCount": 821, "successRate": 0.2816466552315609, "wilsonLowerBound": 0.2656133113258325 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 33175, "officialConfigError": null, "officialConfigValid": true, "successCount": 14713, "successRate": 0.44349660889223813, "wilsonLowerBound": 0.4381574478699906 }, "vllm": { "framework": "vllm", "modelCount": 37646, "officialConfigError": null, "officialConfigValid": true, "successCount": 10693, "successRate": 0.2840408011475323, "wilsonLowerBound": 0.27950756702277346 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 9147, "officialConfigError": null, "officialConfigValid": true, "successCount": 3900, "successRate": 0.42636930141029844, "wilsonLowerBound": 0.4162672428291489 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63999, "officialConfigError": null, "officialConfigValid": true, "successCount": 12088, "successRate": 0.18887795121798778, "wilsonLowerBound": 0.1858641422226047 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18553, "officialConfigError": null, "officialConfigValid": true, "successCount": 3736, "successRate": 0.20136905082735945, "wilsonLowerBound": 0.19566057274297793 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6192, "officialConfigError": null, "officialConfigValid": true, "successCount": 61, "successRate": 0.00985142118863049, "wilsonLowerBound": 0.007677354569361673 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26175, "officialConfigError": null, "officialConfigValid": true, "successCount": 3226, "successRate": 0.12324737344794652, "wilsonLowerBound": 0.11932021206064729 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16470, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10163934426229508, "wilsonLowerBound": 0.09711690799427429 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11469, "officialConfigError": null, "officialConfigValid": true, "successCount": 4809, "successRate": 0.4193042113523411, "wilsonLowerBound": 0.41030177823178565 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24215, "officialConfigError": null, "officialConfigValid": true, "successCount": 3788, "successRate": 0.15643196365888912, "wilsonLowerBound": 0.15191101907637264 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8073, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.06738511086337173, "wilsonLowerBound": 0.062119761674820494 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 43621, "officialConfigError": null, "officialConfigValid": true, "successCount": 10923, "successRate": 0.2504069141010064, "wilsonLowerBound": 0.24636322975341807 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23345, "officialConfigError": null, "officialConfigValid": true, "successCount": 3070, "successRate": 0.13150567573356178, "wilsonLowerBound": 0.12723097978953987 }, "vllm": { "framework": "vllm", "modelCount": 86674, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11265200636869188, "wilsonLowerBound": 0.11056426674817671 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40865, "officialConfigError": null, "officialConfigValid": true, "successCount": 5016, "successRate": 0.12274562584118438, "wilsonLowerBound": 0.11959943516066503 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 32657, "officialConfigError": null, "officialConfigValid": true, "successCount": 3430, "successRate": 0.1050310806258995, "wilsonLowerBound": 0.1017521083857065 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88824, "officialConfigError": null, "officialConfigValid": true, "successCount": 21152, "successRate": 0.2381338377015221, "wilsonLowerBound": 0.2353440218502034 }, "transformers": { "framework": "transformers", "modelCount": 5226, "officialConfigError": null, "officialConfigValid": true, "successCount": 566, "successRate": 0.10830463069269039, "wilsonLowerBound": 0.10016488954146914 }, "vllm": { "framework": "vllm", "modelCount": 112642, "officialConfigError": null, "officialConfigValid": true, "successCount": 16511, "successRate": 0.1465794286323041, "wilsonLowerBound": 0.14452598740084546 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17818, "officialConfigError": null, "officialConfigValid": true, "successCount": 3509, "successRate": 0.19693568301717365, "wilsonLowerBound": 0.19116193148180813 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42935, "officialConfigError": null, "officialConfigValid": true, "successCount": 5584, "successRate": 0.13005706300221265, "wilsonLowerBound": 0.12690840540927084 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6824, "officialConfigError": null, "officialConfigValid": true, "successCount": 570, "successRate": 0.08352872215709262, "wilsonLowerBound": 0.07719602443828909 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31347, "officialConfigError": null, "officialConfigValid": true, "successCount": 5672, "successRate": 0.18094235493029637, "wilsonLowerBound": 0.1767198075854004 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60917, "officialConfigError": null, "officialConfigValid": true, "successCount": 12394, "successRate": 0.20345716302509972, "wilsonLowerBound": 0.20027901742824522 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 8308, "officialConfigError": null, "officialConfigValid": true, "successCount": 2414, "successRate": 0.2905633124699085, "wilsonLowerBound": 0.2808988478910527 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13106, "officialConfigError": null, "officialConfigValid": true, "successCount": 3366, "successRate": 0.2568289333129864, "wilsonLowerBound": 0.24942119189811188 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 61503, "officialConfigError": null, "officialConfigValid": true, "successCount": 16851, "successRate": 0.27398663479830254, "wilsonLowerBound": 0.27047594825503946 }, "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": 46717, "officialConfigError": null, "officialConfigValid": true, "successCount": 20477, "successRate": 0.4383200976090074, "wilsonLowerBound": 0.4338259085647337 }, "vllm": { "framework": "vllm", "modelCount": 36735, "officialConfigError": null, "officialConfigValid": true, "successCount": 3535, "successRate": 0.09622975364094188, "wilsonLowerBound": 0.09325605535927686 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 620, "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": 10028, "officialConfigError": null, "officialConfigValid": true, "successCount": 740, "successRate": 0.07379337854008776, "wilsonLowerBound": 0.06883801306073076 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6012, "officialConfigError": null, "officialConfigValid": true, "successCount": 2556, "successRate": 0.4251497005988024, "wilsonLowerBound": 0.4127047104528379 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7378, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03185145025752236, "wilsonLowerBound": 0.028081693938916925 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11868, "officialConfigError": null, "officialConfigValid": true, "successCount": 3865, "successRate": 0.32566565554432086, "wilsonLowerBound": 0.3172920140208696 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26585, "officialConfigError": null, "officialConfigValid": true, "successCount": 13493, "successRate": 0.5075418469061501, "wilsonLowerBound": 0.5015314146534223 }, "vllm": { "framework": "vllm", "modelCount": 62739, "officialConfigError": null, "officialConfigValid": true, "successCount": 6327, "successRate": 0.10084636350595323, "wilsonLowerBound": 0.09851442773190662 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12561, "officialConfigError": null, "officialConfigValid": true, "successCount": 1820, "successRate": 0.1448929225380145, "wilsonLowerBound": 0.13884577224152606 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-20T23:40:18.945097+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 870.7407407407408, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1374154674686057, "queueFactor": 1.002516812878543, "queueWeight": 1.002516812878543, "recentSuccess": 41, "recentSuccessRate": 0.25308641975308643, "recentTerminal": 162, "recentWilsonLowerBound": 0.19238655876352928, "running": 8, "selectionWeight": 1.1402781293653848, "stale": false, "submissionEligible": true, "throughputPerHour": 27.0, "waiting": 23510 }, "Ascend_910-b4": { "available": true, "backlogHours": 1134.12, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9635541874601434, "queueWeight": 0.9635541874601434, "recentSuccess": 52, "recentSuccessRate": 0.3466666666666667, "recentTerminal": 150, "recentWilsonLowerBound": 0.27519387418426633, "running": 8, "selectionWeight": 2.4088854686503587, "stale": false, "submissionEligible": true, "throughputPerHour": 25.0, "waiting": 28353 }, "Biren_166m": { "available": true, "backlogHours": 161.57837837837837, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5183800952171191, "queueFactor": 1.2906768121165404, "queueWeight": 1.2906768121165404, "recentSuccess": 34, "recentSuccessRate": 0.1837837837837838, "recentTerminal": 185, "recentWilsonLowerBound": 0.13460203620038433, "running": 8, "selectionWeight": 0.6690611687595, "stale": false, "submissionEligible": true, "throughputPerHour": 30.833333333333332, "waiting": 4982 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1479.5409836065576, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.1789499272282844, "queueFactor": 0.9258826469453356, "queueWeight": 0.9258826469453356, "recentSuccess": 18, "recentSuccessRate": 0.29508196721311475, "recentTerminal": 61, "recentWilsonLowerBound": 0.19554865403985322, "running": 7, "selectionWeight": 1.0915692792381348, "stale": false, "submissionEligible": true, "throughputPerHour": 10.166666666666666, "waiting": 15042 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 403.5652173913044, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4469087766658347, "queueFactor": 1.1250917374792233, "queueWeight": 1.1250917374792233, "recentSuccess": 25, "recentSuccessRate": 0.18115942028985507, "recentTerminal": 138, "recentWilsonLowerBound": 0.12582458991984352, "running": 7, "selectionWeight": 0.5028133720336782, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 9282 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 44.96363636363636, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 15, "recentSuccessRate": 0.045454545454545456, "recentTerminal": 330, "recentWilsonLowerBound": 0.027736465445529563, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 55.0, "waiting": 2473 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 145.86206896551724, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2300601429094199, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 27, "recentSuccessRate": 0.1330049261083744, "recentTerminal": 203, "recentWilsonLowerBound": 0.0930432437103266, "running": 7, "selectionWeight": 0.2990781857822459, "stale": false, "submissionEligible": true, "throughputPerHour": 33.833333333333336, "waiting": 4935 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2421.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7695159110793749, "queueFactor": 0.859955099310095, "queueWeight": 0.859955099310095, "recentSuccess": 11, "recentSuccessRate": 0.275, "recentTerminal": 40, "recentWilsonLowerBound": 0.1610785343314309, "running": 2, "selectionWeight": 0.661749131732962, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 16140 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 486.54545454545456, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5485778953845446, "queueFactor": 1.0939726929929632, "queueWeight": 1.0939726929929632, "recentSuccess": 26, "recentSuccessRate": 0.19696969696969696, "recentTerminal": 132, "recentWilsonLowerBound": 0.13811119929839352, "running": 8, "selectionWeight": 0.6001292375302423, "stale": false, "submissionEligible": true, "throughputPerHour": 22.0, "waiting": 10704 }, "MetaX_c-500": { "available": true, "backlogHours": 507.0687022900764, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3569072895687542, "queueFactor": 1.0872138436240866, "queueWeight": 1.0872138436240866, "recentSuccess": 22, "recentSuccessRate": 0.16793893129770993, "recentTerminal": 131, "recentWilsonLowerBound": 0.11359861574882878, "running": 4, "selectionWeight": 0.38803454610950017, "stale": false, "submissionEligible": true, "throughputPerHour": 21.833333333333332, "waiting": 11071 }, "Mthreads_s4000": { "available": true, "backlogHours": 2455.698113207547, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.901682978088123, "queueFactor": 0.8581214304244942, "queueWeight": 0.8581214304244942, "recentSuccess": 19, "recentSuccessRate": 0.3584905660377358, "recentTerminal": 53, "recentWilsonLowerBound": 0.24301769841123622, "running": 4, "selectionWeight": 1.6318749173708922, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 21692 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2089.2, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.09610588660764491, "queueFactor": 0.8791803885610863, "queueWeight": 0.8791803885610863, "recentSuccess": 6, "recentSuccessRate": 0.13333333333333333, "recentTerminal": 45, "recentWilsonLowerBound": 0.06257063634349681, "running": 2, "selectionWeight": 0.08449441073071695, "stale": false, "submissionEligible": true, "throughputPerHour": 7.5, "waiting": 15669 }, "Vastai_va16": { "available": true, "backlogHours": 1353.375, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9383444119911132, "queueWeight": 0.9383444119911132, "recentSuccess": 2, "recentSuccessRate": 0.03125, "recentTerminal": 64, "recentWilsonLowerBound": 0.008611957712516593, "running": 16, "selectionWeight": 0.046917220599555665, "stale": false, "submissionEligible": false, "throughputPerHour": 10.666666666666666, "waiting": 14436 }, "hygon_k100-ai": { "available": true, "backlogHours": 900.1698113207547, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.5081491886758289, "queueFactor": 0.9975308320453091, "queueWeight": 0.9975308320453091, "recentSuccess": 21, "recentSuccessRate": 0.19811320754716982, "recentTerminal": 106, "recentWilsonLowerBound": 0.1333879484800526, "running": 6, "selectionWeight": 0.5068944829829484, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 15903 } }, "queueAttemptedAt": "2026-09-20T23:34:29.629305+00:00", "queueError": null, "queueUpdatedAt": "2026-09-20T23:34:29.629305+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 }