{ "communityAttemptedAt": "2026-10-06T05:46:00.769340+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-06T05:46:00.769340+00:00", "frameworkAttemptedAt": "2026-10-06T04:53:05.888374+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41183, "officialConfigError": null, "officialConfigValid": true, "successCount": 20244, "successRate": 0.49156205230313477, "wilsonLowerBound": 0.48673464229374613 }, "vllm": { "framework": "vllm", "modelCount": 55167, "officialConfigError": null, "officialConfigValid": true, "successCount": 15175, "successRate": 0.2750738666231624, "wilsonLowerBound": 0.27136323848378735 }, "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": 3841, "officialConfigError": null, "officialConfigValid": true, "successCount": 1152, "successRate": 0.2999218953397553, "wilsonLowerBound": 0.28563623640899005 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35863, "officialConfigError": null, "officialConfigValid": true, "successCount": 16639, "successRate": 0.46396007026740654, "wilsonLowerBound": 0.4588027564279392 }, "vllm": { "framework": "vllm", "modelCount": 39257, "officialConfigError": null, "officialConfigValid": true, "successCount": 10942, "successRate": 0.2787273607254757, "wilsonLowerBound": 0.2743137325382675 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11798, "officialConfigError": null, "officialConfigValid": true, "successCount": 4946, "successRate": 0.4192235972198678, "wilsonLowerBound": 0.4103474227313092 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64192, "officialConfigError": null, "officialConfigValid": true, "successCount": 12095, "successRate": 0.18841911764705882, "wilsonLowerBound": 0.18541266654924088 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26807, "officialConfigError": null, "officialConfigValid": true, "successCount": 5774, "successRate": 0.21539150221956951, "wilsonLowerBound": 0.21051124638452456 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7421, "officialConfigError": null, "officialConfigValid": true, "successCount": 99, "successRate": 0.013340520145532947, "wilsonLowerBound": 0.01097054609166011 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26537, "officialConfigError": null, "officialConfigValid": true, "successCount": 3262, "successRate": 0.12292271168557109, "wilsonLowerBound": 0.11902658077635266 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16499, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.1015819140553973, "wilsonLowerBound": 0.09706454140970787 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14413, "officialConfigError": null, "officialConfigValid": true, "successCount": 5791, "successRate": 0.4017900506487199, "wilsonLowerBound": 0.39381327706589425 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24606, "officialConfigError": null, "officialConfigValid": true, "successCount": 3801, "successRate": 0.15447451841014387, "wilsonLowerBound": 0.15001276188382545 }, "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": 49509, "officialConfigError": null, "officialConfigValid": true, "successCount": 12391, "successRate": 0.25027772728190834, "wilsonLowerBound": 0.2464814920688856 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23727, "officialConfigError": null, "officialConfigValid": true, "successCount": 3115, "successRate": 0.13128503392759303, "wilsonLowerBound": 0.12704750157618222 }, "vllm": { "framework": "vllm", "modelCount": 86884, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11242576308641407, "wilsonLowerBound": 0.11034238162338318 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 44826, "officialConfigError": null, "officialConfigValid": true, "successCount": 5437, "successRate": 0.12129121491991256, "wilsonLowerBound": 0.11830138780463155 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43548, "officialConfigError": null, "officialConfigValid": true, "successCount": 3613, "successRate": 0.08296592266005327, "wilsonLowerBound": 0.08041187651483253 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91551, "officialConfigError": null, "officialConfigValid": true, "successCount": 22631, "successRate": 0.24719555220587433, "wilsonLowerBound": 0.2444118152021095 }, "transformers": { "framework": "transformers", "modelCount": 5468, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10607168983174835, "wilsonLowerBound": 0.09818450282521793 }, "vllm": { "framework": "vllm", "modelCount": 112798, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.14653628610436356, "wilsonLowerBound": 0.14448451005878246 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22004, "officialConfigError": null, "officialConfigValid": true, "successCount": 3854, "successRate": 0.1751499727322305, "wilsonLowerBound": 0.1701845517106415 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43497, "officialConfigError": null, "officialConfigValid": true, "successCount": 5659, "successRate": 0.1301009265006782, "wilsonLowerBound": 0.12697200624487764 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7738, "officialConfigError": null, "officialConfigValid": true, "successCount": 712, "successRate": 0.09201344016541742, "wilsonLowerBound": 0.08577399026112678 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33470, "officialConfigError": null, "officialConfigValid": true, "successCount": 6482, "successRate": 0.19366596952494772, "wilsonLowerBound": 0.189467597880001 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61431, "officialConfigError": null, "officialConfigValid": true, "successCount": 12415, "successRate": 0.202096661294786, "wilsonLowerBound": 0.1989397985960338 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13322, "officialConfigError": null, "officialConfigValid": true, "successCount": 3858, "successRate": 0.28959615673322325, "wilsonLowerBound": 0.28195538425293465 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14906, "officialConfigError": null, "officialConfigValid": true, "successCount": 3678, "successRate": 0.2467462766671139, "wilsonLowerBound": 0.2398910712680181 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66155, "officialConfigError": null, "officialConfigValid": true, "successCount": 18214, "successRate": 0.2753231048295669, "wilsonLowerBound": 0.27193239160211324 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 623, "officialConfigError": null, "officialConfigValid": true, "successCount": 384, "successRate": 0.6163723916532905, "wilsonLowerBound": 0.5775850821628489 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47914, "officialConfigError": null, "officialConfigValid": true, "successCount": 21350, "successRate": 0.4455900154443378, "wilsonLowerBound": 0.44114406097534054 }, "vllm": { "framework": "vllm", "modelCount": 38862, "officialConfigError": null, "officialConfigValid": true, "successCount": 4439, "successRate": 0.11422469250167258, "wilsonLowerBound": 0.11110021538303734 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 958, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6285, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03054892601431981, "wilsonLowerBound": 0.026572683176579088 }, "vllm": { "framework": "vllm", "modelCount": 10066, "officialConfigError": null, "officialConfigValid": true, "successCount": 755, "successRate": 0.07500496721637194, "wilsonLowerBound": 0.0700198537636162 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6922, "officialConfigError": null, "officialConfigValid": true, "successCount": 3017, "successRate": 0.4358566888182606, "wilsonLowerBound": 0.42421373199832174 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7405, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03295070898041864, "wilsonLowerBound": 0.029120888399895118 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15810, "officialConfigError": null, "officialConfigValid": true, "successCount": 4925, "successRate": 0.31151170145477547, "wilsonLowerBound": 0.3043392458618536 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27770, "officialConfigError": null, "officialConfigValid": true, "successCount": 14141, "successRate": 0.5092185812027368, "wilsonLowerBound": 0.5033378888736968 }, "vllm": { "framework": "vllm", "modelCount": 66199, "officialConfigError": null, "officialConfigValid": true, "successCount": 6938, "successRate": 0.10480520853789332, "wilsonLowerBound": 0.10249474216955703 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13328, "officialConfigError": null, "officialConfigValid": true, "successCount": 2093, "successRate": 0.15703781512605042, "wilsonLowerBound": 0.1509597093359958 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-06T05:57:25.863439+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 944.8571428571429, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.617508125876968, "queueFactor": 0.9828363292124841, "queueWeight": 0.9828363292124841, "recentSuccess": 41, "recentSuccessRate": 0.24404761904761904, "recentTerminal": 168, "recentWilsonLowerBound": 0.18529424789343116, "running": 8, "selectionWeight": 0.6069094196957998, "stale": false, "submissionEligible": true, "throughputPerHour": 28.0, "waiting": 26456 }, "Ascend_910-b4": { "available": true, "backlogHours": 1265.124087591241, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.405885223438821, "queueFactor": 0.9407325151738328, "queueWeight": 0.9407325151738328, "recentSuccess": 58, "recentSuccessRate": 0.4233576642335766, "recentTerminal": 137, "recentWilsonLowerBound": 0.34381999698482746, "running": 8, "selectionWeight": 2.2632944574651606, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 28887 }, "Biren_166m": { "available": true, "backlogHours": 72.44117647058823, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.19564036211084782, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 40, "recentSuccessRate": 0.14705882352941177, "recentTerminal": 272, "recentWilsonLowerBound": 0.10989046724976688, "running": 8, "selectionWeight": 0.25433247074410215, "stale": false, "submissionEligible": false, "throughputPerHour": 45.333333333333336, "waiting": 3284 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 838.4736842105264, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5496618982171535, "queueFactor": 1.0006050911982252, "queueWeight": 1.0006050911982252, "recentSuccess": 28, "recentSuccessRate": 0.24561403508771928, "recentTerminal": 114, "recentWilsonLowerBound": 0.17574622644308974, "running": 7, "selectionWeight": 0.5499944937937644, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 15931 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 340.8979591836735, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.40363469921244177, "queueFactor": 1.1452293341443147, "queueWeight": 1.1452293341443147, "recentSuccess": 31, "recentSuccessRate": 0.2108843537414966, "recentTerminal": 147, "recentWilsonLowerBound": 0.1527313597425877, "running": 7, "selectionWeight": 0.46225429781660543, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 8352 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 46.57466063348416, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 9, "recentSuccessRate": 0.020361990950226245, "recentTerminal": 442, "recentWilsonLowerBound": 0.010748636528109989, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 73.66666666666667, "waiting": 3431 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 141.43494423791822, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.175808401300929, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 38, "recentSuccessRate": 0.1412639405204461, "recentTerminal": 269, "recentWilsonLowerBound": 0.10467923745602639, "running": 4, "selectionWeight": 0.22855092169120772, "stale": false, "submissionEligible": false, "throughputPerHour": 44.833333333333336, "waiting": 6341 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1947.625, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7261157182776846, "queueFactor": 0.8817801594084094, "queueWeight": 0.8817801594084094, "recentSuccess": 15, "recentSuccessRate": 0.3125, "recentTerminal": 48, "recentWilsonLowerBound": 0.19945512167731494, "running": 2, "selectionWeight": 0.6402744338118485, "stale": false, "submissionEligible": true, "throughputPerHour": 8.0, "waiting": 15581 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 299.38922155688624, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.19029330370299752, "queueFactor": 1.1677522147406618, "queueWeight": 1.1677522147406618, "recentSuccess": 26, "recentSuccessRate": 0.15568862275449102, "recentTerminal": 167, "recentWilsonLowerBound": 0.10851495315803455, "running": 8, "selectionWeight": 0.22221542684949275, "stale": false, "submissionEligible": false, "throughputPerHour": 27.833333333333332, "waiting": 8333 }, "MetaX_c-500": { "available": true, "backlogHours": 492.5, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5871536673131722, "queueFactor": 1.083740213197433, "queueWeight": 1.083740213197433, "recentSuccess": 30, "recentSuccessRate": 0.25, "recentTerminal": 120, "recentWilsonLowerBound": 0.1810971138452223, "running": 4, "selectionWeight": 0.6363220405936318, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 9850 }, "Mthreads_s4000": { "available": true, "backlogHours": 2302.842105263158, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8598971302423778, "queueWeight": 0.8598971302423778, "recentSuccess": 27, "recentSuccessRate": 0.47368421052631576, "recentTerminal": 57, "recentWilsonLowerBound": 0.3498695765634663, "running": 4, "selectionWeight": 2.1497428256059443, "stale": false, "submissionEligible": true, "throughputPerHour": 9.5, "waiting": 21877 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1527.9402985074628, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.9144714810495128, "queueWeight": 0.9144714810495128, "recentSuccess": 7, "recentSuccessRate": 0.1044776119402985, "recentTerminal": 67, "recentWilsonLowerBound": 0.05153704291423213, "running": 2, "selectionWeight": 0.045723574052475645, "stale": false, "submissionEligible": false, "throughputPerHour": 11.166666666666666, "waiting": 17062 }, "Vastai_va16": { "available": true, "backlogHours": 845.25, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9993977028809027, "queueWeight": 0.9993977028809027, "recentSuccess": 6, "recentSuccessRate": 0.05357142857142857, "recentTerminal": 112, "recentWilsonLowerBound": 0.02478060121872317, "running": 16, "selectionWeight": 0.049969885144045136, "stale": false, "submissionEligible": false, "throughputPerHour": 18.666666666666668, "waiting": 15778 }, "hygon_k100-ai": { "available": true, "backlogHours": 846.5106382978723, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.17830789162811356, "queueFactor": 0.9991743133992367, "queueWeight": 0.9991743133992367, "recentSuccess": 22, "recentSuccessRate": 0.15602836879432624, "recentTerminal": 141, "recentWilsonLowerBound": 0.10535310535664999, "running": 6, "selectionWeight": 0.17816066519118587, "stale": false, "submissionEligible": false, "throughputPerHour": 23.5, "waiting": 19893 } }, "queueAttemptedAt": "2026-10-06T05:57:25.863439+00:00", "queueError": null, "queueUpdatedAt": "2026-10-06T05:57:25.863439+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 }