{ "communityAttemptedAt": "2026-09-21T22:38:45.666074+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-21T22:38:45.666074+00:00", "frameworkAttemptedAt": "2026-09-21T21:44:28.512816+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40008, "officialConfigError": null, "officialConfigValid": true, "successCount": 19385, "successRate": 0.48452809438112376, "wilsonLowerBound": 0.479632650912117 }, "vllm": { "framework": "vllm", "modelCount": 53576, "officialConfigError": null, "officialConfigValid": true, "successCount": 14918, "successRate": 0.2784455726444677, "wilsonLowerBound": 0.2746660025950494 }, "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": 3064, "officialConfigError": null, "officialConfigValid": true, "successCount": 867, "successRate": 0.28296344647519583, "wilsonLowerBound": 0.26729337960483135 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 33331, "officialConfigError": null, "officialConfigValid": true, "successCount": 14821, "successRate": 0.4446611262788395, "wilsonLowerBound": 0.4393329166733955 }, "vllm": { "framework": "vllm", "modelCount": 37755, "officialConfigError": null, "officialConfigValid": true, "successCount": 10710, "successRate": 0.2836710369487485, "wilsonLowerBound": 0.2791461444710626 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 9359, "officialConfigError": null, "officialConfigValid": true, "successCount": 3967, "successRate": 0.423870071588845, "wilsonLowerBound": 0.41389138016641364 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64045, "officialConfigError": null, "officialConfigValid": true, "successCount": 12089, "successRate": 0.1887579045983293, "wilsonLowerBound": 0.18574591777528976 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19042, "officialConfigError": null, "officialConfigValid": true, "successCount": 3852, "successRate": 0.202289675454259, "wilsonLowerBound": 0.19664427966647877 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6260, "officialConfigError": null, "officialConfigValid": true, "successCount": 62, "successRate": 0.009904153354632588, "wilsonLowerBound": 0.007734023601240715 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26191, "officialConfigError": null, "officialConfigValid": true, "successCount": 3228, "successRate": 0.12324844412202665, "wilsonLowerBound": 0.1193224506256753 }, "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": 11630, "officialConfigError": null, "officialConfigValid": true, "successCount": 4868, "successRate": 0.4185726569217541, "wilsonLowerBound": 0.40963497203419497 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24261, "officialConfigError": null, "officialConfigValid": true, "successCount": 3788, "successRate": 0.15613536127941965, "wilsonLowerBound": 0.15162223168543956 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8088, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.06726013847675569, "wilsonLowerBound": 0.06200424390885557 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 43993, "officialConfigError": null, "officialConfigValid": true, "successCount": 10997, "successRate": 0.24997158638874367, "wilsonLowerBound": 0.2459473250516482 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23382, "officialConfigError": null, "officialConfigValid": true, "successCount": 3077, "successRate": 0.13159695492259002, "wilsonLowerBound": 0.12732430470812026 }, "vllm": { "framework": "vllm", "modelCount": 86689, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11263251392910288, "wilsonLowerBound": 0.11054511329016717 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 41082, "officialConfigError": null, "officialConfigValid": true, "successCount": 5047, "successRate": 0.12285185726108758, "wilsonLowerBound": 0.11971270328449583 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 33139, "officialConfigError": null, "officialConfigValid": true, "successCount": 3441, "successRate": 0.1038353601496726, "wilsonLowerBound": 0.1005967727871908 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88939, "officialConfigError": null, "officialConfigValid": true, "successCount": 21213, "successRate": 0.2385117889789631, "wilsonLowerBound": 0.23572222816619437 }, "transformers": { "framework": "transformers", "modelCount": 5256, "officialConfigError": null, "officialConfigValid": true, "successCount": 568, "successRate": 0.1080669710806697, "wilsonLowerBound": 0.09995794938526699 }, "vllm": { "framework": "vllm", "modelCount": 112662, "officialConfigError": null, "officialConfigValid": true, "successCount": 16518, "successRate": 0.146615540288651, "wilsonLowerBound": 0.14456206835414961 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 18111, "officialConfigError": null, "officialConfigValid": true, "successCount": 3539, "successRate": 0.1954061067859312, "wilsonLowerBound": 0.18969608183663103 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42976, "officialConfigError": null, "officialConfigValid": true, "successCount": 5586, "successRate": 0.1299795234549516, "wilsonLowerBound": 0.12683316566088484 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6890, "officialConfigError": null, "officialConfigValid": true, "successCount": 577, "successRate": 0.083744557329463, "wilsonLowerBound": 0.07743339324799352 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31456, "officialConfigError": null, "officialConfigValid": true, "successCount": 5718, "successRate": 0.18177772126144456, "wilsonLowerBound": 0.17755469370593635 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60954, "officialConfigError": null, "officialConfigValid": true, "successCount": 12397, "successRate": 0.20338287889227943, "wilsonLowerBound": 0.20020613145564378 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 8568, "officialConfigError": null, "officialConfigValid": true, "successCount": 2481, "successRate": 0.28956582633053224, "wilsonLowerBound": 0.28005782993352074 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13244, "officialConfigError": null, "officialConfigValid": true, "successCount": 3394, "successRate": 0.2562669888251284, "wilsonLowerBound": 0.24890305970937632 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 61844, "officialConfigError": null, "officialConfigValid": true, "successCount": 16949, "successRate": 0.2740605394217709, "wilsonLowerBound": 0.2705592060164876 }, "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": 46788, "officialConfigError": null, "officialConfigValid": true, "successCount": 20525, "successRate": 0.43868085833974524, "wilsonLowerBound": 0.43418964167376023 }, "vllm": { "framework": "vllm", "modelCount": 36855, "officialConfigError": null, "officialConfigValid": true, "successCount": 3582, "successRate": 0.0971916971916972, "wilsonLowerBound": 0.0942092783390529 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 657, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6280, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030573248407643312, "wilsonLowerBound": 0.02659388008261268 }, "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": 6053, "officialConfigError": null, "officialConfigValid": true, "successCount": 2579, "successRate": 0.4260697174954568, "wilsonLowerBound": 0.4136626919701463 } }, "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": 12049, "officialConfigError": null, "officialConfigValid": true, "successCount": 3891, "successRate": 0.3229313635986389, "wilsonLowerBound": 0.3146396028095886 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26642, "officialConfigError": null, "officialConfigValid": true, "successCount": 13525, "successRate": 0.5076570828015915, "wilsonLowerBound": 0.5016530882411748 }, "vllm": { "framework": "vllm", "modelCount": 62969, "officialConfigError": null, "officialConfigValid": true, "successCount": 6379, "successRate": 0.10130381616350903, "wilsonLowerBound": 0.09897134272792102 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12613, "officialConfigError": null, "officialConfigValid": true, "successCount": 1833, "successRate": 0.1453262506937287, "wilsonLowerBound": 0.13928360800312015 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-21T22:38:45.666074+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 898.28025477707, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5586662678083343, "queueFactor": 0.9470775692211048, "queueWeight": 0.9470775692211048, "recentSuccess": 37, "recentSuccessRate": 0.2356687898089172, "recentTerminal": 157, "recentWilsonLowerBound": 0.17608736022955435, "running": 8, "selectionWeight": 0.5291002909217439, "stale": false, "submissionEligible": true, "throughputPerHour": 26.166666666666668, "waiting": 23505 }, "Ascend_910-b4": { "available": true, "backlogHours": 1095.4064516129033, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5240159239048632, "queueFactor": 0.9193079898817534, "queueWeight": 0.9193079898817534, "recentSuccess": 54, "recentSuccessRate": 0.34838709677419355, "recentTerminal": 155, "recentWilsonLowerBound": 0.2778663365638602, "running": 8, "selectionWeight": 1.4010400155527631, "stale": false, "submissionEligible": true, "throughputPerHour": 25.833333333333332, "waiting": 28298 }, "Biren_166m": { "available": true, "backlogHours": 167.2087912087912, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.25220877415259413, "queueFactor": 1.218732696744624, "queueWeight": 1.218732696744624, "recentSuccess": 31, "recentSuccessRate": 0.17032967032967034, "recentTerminal": 182, "recentWilsonLowerBound": 0.12266811788205162, "running": 8, "selectionWeight": 0.30737507946564685, "stale": false, "submissionEligible": true, "throughputPerHour": 30.333333333333332, "waiting": 5072 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 496.25274725274727, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.0352420169915222, "queueWeight": 1.0352420169915222, "recentSuccess": 14, "recentSuccessRate": 0.07692307692307693, "recentTerminal": 182, "recentWilsonLowerBound": 0.0463713966696411, "running": 7, "selectionWeight": 0.05176210084957611, "stale": false, "submissionEligible": false, "throughputPerHour": 30.333333333333332, "waiting": 15053 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 362.17105263157896, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.15240237236017853, "queueFactor": 1.085326153615128, "queueWeight": 1.085326153615128, "recentSuccess": 22, "recentSuccessRate": 0.14473684210526316, "recentTerminal": 152, "recentWilsonLowerBound": 0.09756442537915103, "running": 7, "selectionWeight": 0.16540628059549306, "stale": false, "submissionEligible": true, "throughputPerHour": 25.333333333333332, "waiting": 9175 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 38.545945945945945, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 13, "recentSuccessRate": 0.03513513513513514, "recentTerminal": 370, "recentWilsonLowerBound": 0.020645986128499827, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 61.666666666666664, "waiting": 2377 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 108.19926199261994, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.1122271435647674, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 32, "recentSuccessRate": 0.11808118081180811, "recentTerminal": 271, "recentWilsonLowerBound": 0.08489560547313349, "running": 3, "selectionWeight": 0.14589528663419762, "stale": false, "submissionEligible": true, "throughputPerHour": 45.166666666666664, "waiting": 4887 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 734.7480916030535, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.9760600978814368, "queueWeight": 0.9760600978814368, "recentSuccess": 10, "recentSuccessRate": 0.07633587786259542, "recentTerminal": 131, "recentWilsonLowerBound": 0.04198978618687277, "running": 2, "selectionWeight": 0.04880300489407184, "stale": false, "submissionEligible": false, "throughputPerHour": 21.833333333333332, "waiting": 16042 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 621.1176470588235, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6509784741683857, "queueFactor": 1.00097043122794, "queueWeight": 1.00097043122794, "recentSuccess": 27, "recentSuccessRate": 0.2647058823529412, "recentTerminal": 102, "recentWilsonLowerBound": 0.188762815237447, "running": 8, "selectionWeight": 0.6516102040084354, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 10559 }, "MetaX_c-500": { "available": true, "backlogHours": 650.04, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.0708944923742183, "queueFactor": 0.994160071571804, "queueWeight": 0.994160071571804, "recentSuccess": 32, "recentSuccessRate": 0.32, "recentTerminal": 100, "recentWilsonLowerBound": 0.23669010815456884, "running": 4, "selectionWeight": 1.0646405451846035, "stale": false, "submissionEligible": true, "throughputPerHour": 16.666666666666668, "waiting": 10834 }, "Mthreads_s4000": { "available": true, "backlogHours": 2629.68, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8061426401131325, "queueWeight": 0.8061426401131325, "recentSuccess": 24, "recentSuccessRate": 0.48, "recentTerminal": 50, "recentWilsonLowerBound": 0.347969123955057, "running": 4, "selectionWeight": 2.015356600282831, "stale": false, "submissionEligible": true, "throughputPerHour": 8.333333333333334, "waiting": 21914 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 6317.6, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7250739056025862, "queueFactor": 0.7068292449749337, "queueWeight": 0.7068292449749337, "recentSuccess": 6, "recentSuccessRate": 0.4, "recentTerminal": 15, "recentWilsonLowerBound": 0.19824228082594664, "running": 2, "selectionWeight": 0.5125034412481024, "stale": false, "submissionEligible": false, "throughputPerHour": 2.5, "waiting": 15794 }, "Vastai_va16": { "available": true, "backlogHours": 480.13259668508283, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.0403827674845838, "queueWeight": 1.0403827674845838, "recentSuccess": 7, "recentSuccessRate": 0.03867403314917127, "recentTerminal": 181, "recentWilsonLowerBound": 0.018857584065879, "running": 16, "selectionWeight": 0.052019138374229196, "stale": false, "submissionEligible": false, "throughputPerHour": 30.166666666666668, "waiting": 14484 }, "hygon_k100-ai": { "available": true, "backlogHours": 629.1764705882352, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.15017313708840035, "queueFactor": 0.9990367354551128, "queueWeight": 0.9990367354551128, "recentSuccess": 22, "recentSuccessRate": 0.1437908496732026, "recentTerminal": 153, "recentWilsonLowerBound": 0.09691313422047655, "running": 6, "selectionWeight": 0.1500284806298486, "stale": false, "submissionEligible": true, "throughputPerHour": 25.5, "waiting": 16044 } }, "queueAttemptedAt": "2026-09-21T22:38:45.666074+00:00", "queueError": null, "queueUpdatedAt": "2026-09-21T22:38:45.666074+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "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 }