{ "communityAttemptedAt": "2026-09-20T06:01:46.812789+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-20T06:01:46.812789+00:00", "frameworkAttemptedAt": "2026-09-20T05:15:45.775700+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39753, "officialConfigError": null, "officialConfigValid": true, "successCount": 19236, "successRate": 0.48388800845219226, "wilsonLowerBound": 0.47897715583915135 }, "vllm": { "framework": "vllm", "modelCount": 53124, "officialConfigError": null, "officialConfigValid": true, "successCount": 14848, "successRate": 0.2794970258263685, "wilsonLowerBound": 0.275696997375085 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2814, "officialConfigError": null, "officialConfigValid": true, "successCount": 801, "successRate": 0.2846481876332623, "wilsonLowerBound": 0.2682777798272296 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 33065, "officialConfigError": null, "officialConfigValid": true, "successCount": 14638, "successRate": 0.44270376531075156, "wilsonLowerBound": 0.4373568132768893 }, "vllm": { "framework": "vllm", "modelCount": 37570, "officialConfigError": null, "officialConfigValid": true, "successCount": 10674, "successRate": 0.28410966196433324, "wilsonLowerBound": 0.27957152731376095 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8976, "officialConfigError": null, "officialConfigValid": true, "successCount": 3850, "successRate": 0.42892156862745096, "wilsonLowerBound": 0.4187152644953327 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63957, "officialConfigError": null, "officialConfigValid": true, "successCount": 12087, "successRate": 0.18898635020404334, "wilsonLowerBound": 0.18597088392460556 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18150, "officialConfigError": null, "officialConfigValid": true, "successCount": 3639, "successRate": 0.20049586776859504, "wilsonLowerBound": 0.19473472099152284 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6127, "officialConfigError": null, "officialConfigValid": true, "successCount": 61, "successRate": 0.00995593275665089, "wilsonLowerBound": 0.0077588810040612344 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26163, "officialConfigError": null, "officialConfigValid": true, "successCount": 3224, "successRate": 0.12322745862477545, "wilsonLowerBound": 0.11929968878466886 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16468, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10165168812241923, "wilsonLowerBound": 0.09712873155638158 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11346, "officialConfigError": null, "officialConfigValid": true, "successCount": 4765, "successRate": 0.41997179622774544, "wilsonLowerBound": 0.4109186352578301 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24174, "officialConfigError": null, "officialConfigValid": true, "successCount": 3788, "successRate": 0.15669727806734507, "wilsonLowerBound": 0.1521693454395959 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8067, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.06743522994917565, "wilsonLowerBound": 0.062166089398339223 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 43318, "officialConfigError": null, "officialConfigValid": true, "successCount": 10852, "successRate": 0.2505194145620758, "wilsonLowerBound": 0.24646107029767275 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23303, "officialConfigError": null, "officialConfigValid": true, "successCount": 3064, "successRate": 0.13148521649573017, "wilsonLowerBound": 0.12720701429198458 }, "vllm": { "framework": "vllm", "modelCount": 86656, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11267540620384048, "wilsonLowerBound": 0.11058725966103582 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40666, "officialConfigError": null, "officialConfigValid": true, "successCount": 4984, "successRate": 0.12255938621944622, "wilsonLowerBound": 0.11940769297698448 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 32279, "officialConfigError": null, "officialConfigValid": true, "successCount": 3420, "successRate": 0.10595123764676725, "wilsonLowerBound": 0.10264039567688626 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88728, "officialConfigError": null, "officialConfigValid": true, "successCount": 21114, "successRate": 0.2379632134162835, "wilsonLowerBound": 0.2351725927893341 }, "transformers": { "framework": "transformers", "modelCount": 5190, "officialConfigError": null, "officialConfigValid": true, "successCount": 566, "successRate": 0.10905587668593449, "wilsonLowerBound": 0.10086272960894647 }, "vllm": { "framework": "vllm", "modelCount": 112558, "officialConfigError": null, "officialConfigValid": true, "successCount": 16510, "successRate": 0.1466799339007445, "wilsonLowerBound": 0.14462514114426753 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17628, "officialConfigError": null, "officialConfigValid": true, "successCount": 3476, "successRate": 0.19718629453142728, "wilsonLowerBound": 0.19137899542745473 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42891, "officialConfigError": null, "officialConfigValid": true, "successCount": 5576, "successRate": 0.13000396353547364, "wilsonLowerBound": 0.1268542657028773 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6771, "officialConfigError": null, "officialConfigValid": true, "successCount": 563, "successRate": 0.08314872249298479, "wilsonLowerBound": 0.07680602793945661 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31256, "officialConfigError": null, "officialConfigValid": true, "successCount": 5634, "successRate": 0.180253391348861, "wilsonLowerBound": 0.17603118392480854 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60897, "officialConfigError": null, "officialConfigValid": true, "successCount": 12393, "successRate": 0.20350756194886446, "wilsonLowerBound": 0.20032859961759286 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 8134, "officialConfigError": null, "officialConfigValid": true, "successCount": 2359, "successRate": 0.29001721170395867, "wilsonLowerBound": 0.28025673962546915 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13010, "officialConfigError": null, "officialConfigValid": true, "successCount": 3350, "successRate": 0.25749423520368947, "wilsonLowerBound": 0.25005293702555137 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 61194, "officialConfigError": null, "officialConfigValid": true, "successCount": 16783, "successRate": 0.2742589142726411, "wilsonLowerBound": 0.2707383019655485 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46651, "officialConfigError": null, "officialConfigValid": true, "successCount": 20439, "successRate": 0.4381256564703865, "wilsonLowerBound": 0.4336285289688326 }, "vllm": { "framework": "vllm", "modelCount": 36642, "officialConfigError": null, "officialConfigValid": true, "successCount": 3500, "successRate": 0.0955188035587577, "wilsonLowerBound": 0.09255145128038486 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 566, "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": 10026, "officialConfigError": null, "officialConfigValid": true, "successCount": 739, "successRate": 0.07370835826850189, "wilsonLowerBound": 0.06875525826123706 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5981, "officialConfigError": null, "officialConfigValid": true, "successCount": 2536, "successRate": 0.4240093629827788, "wilsonLowerBound": 0.4115374444578867 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7377, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03185576792734174, "wilsonLowerBound": 0.02808550752550505 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11761, "officialConfigError": null, "officialConfigValid": true, "successCount": 3850, "successRate": 0.32735311623161295, "wilsonLowerBound": 0.3189299091983302 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26523, "officialConfigError": null, "officialConfigValid": true, "successCount": 13463, "successRate": 0.5075971798062059, "wilsonLowerBound": 0.5015797284885259 }, "vllm": { "framework": "vllm", "modelCount": 62558, "officialConfigError": null, "officialConfigValid": true, "successCount": 6298, "successRate": 0.10067457399533233, "wilsonLowerBound": 0.09834109816080622 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12512, "officialConfigError": null, "officialConfigValid": true, "successCount": 1805, "successRate": 0.14426150895140666, "wilsonLowerBound": 0.13821411049838211 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-20T06:13:32.690485+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1006.0285714285715, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.419972099680372, "queueFactor": 0.9942826047228862, "queueWeight": 0.9942826047228862, "recentSuccess": 52, "recentSuccessRate": 0.37142857142857144, "recentTerminal": 140, "recentWilsonLowerBound": 0.2958237877185095, "running": 8, "selectionWeight": 2.4061361626269124, "stale": false, "submissionEligible": true, "throughputPerHour": 23.333333333333332, "waiting": 23474 }, "Ascend_910-b4": { "available": true, "backlogHours": 1263.4285714285713, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.87575118690628, "queueFactor": 0.960879182619769, "queueWeight": 0.960879182619769, "recentSuccess": 45, "recentSuccessRate": 0.3383458646616541, "recentTerminal": 133, "recentWilsonLowerBound": 0.2634780244474995, "running": 8, "selectionWeight": 1.8023702672725679, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 28006 }, "Biren_166m": { "available": true, "backlogHours": 187.48051948051946, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4268390013635829, "queueFactor": 1.2792574839601594, "queueWeight": 1.2792574839601594, "recentSuccess": 29, "recentSuccessRate": 0.18831168831168832, "recentTerminal": 154, "recentWilsonLowerBound": 0.13443491114368336, "running": 8, "selectionWeight": 0.5460369869404441, "stale": false, "submissionEligible": true, "throughputPerHour": 25.666666666666668, "waiting": 4812 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1826.4489795918369, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 2.5, "queueFactor": 0.9092017371968223, "queueWeight": 0.9092017371968223, "recentSuccess": 21, "recentSuccessRate": 0.42857142857142855, "recentTerminal": 49, "recentWilsonLowerBound": 0.3002310889895705, "running": 7, "selectionWeight": 2.273004342992056, "stale": false, "submissionEligible": true, "throughputPerHour": 8.166666666666666, "waiting": 14916 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 406.8805970149254, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.43778477089544954, "queueFactor": 1.1388888512486086, "queueWeight": 1.1388888512486086, "recentSuccess": 26, "recentSuccessRate": 0.19402985074626866, "recentTerminal": 134, "recentWilsonLowerBound": 0.1359911036627777, "running": 7, "selectionWeight": 0.4985881948192538, "stale": false, "submissionEligible": true, "throughputPerHour": 22.333333333333332, "waiting": 9087 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 43.11304347826087, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 12, "recentSuccessRate": 0.034782608695652174, "recentTerminal": 345, "recentWilsonLowerBound": 0.020006909666255717, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 57.5, "waiting": 2479 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 103.06620209059233, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.13660253419911286, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 32, "recentSuccessRate": 0.11149825783972125, "recentTerminal": 287, "recentWilsonLowerBound": 0.08009410389549143, "running": 5, "selectionWeight": 0.17758329445884674, "stale": false, "submissionEligible": true, "throughputPerHour": 47.833333333333336, "waiting": 4930 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2588.5945945945946, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.2395233425663192, "queueFactor": 0.862862872830381, "queueWeight": 0.862862872830381, "recentSuccess": 13, "recentSuccessRate": 0.35135135135135137, "recentTerminal": 37, "recentWilsonLowerBound": 0.21825406631100872, "running": 2, "selectionWeight": 1.0695386723070908, "stale": false, "submissionEligible": true, "throughputPerHour": 6.166666666666667, "waiting": 15963 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 560.3684210526316, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5099052171385146, "queueFactor": 1.085501281852113, "queueWeight": 1.085501281852113, "recentSuccess": 24, "recentSuccessRate": 0.21052631578947367, "recentTerminal": 114, "recentWilsonLowerBound": 0.14575199266859673, "running": 8, "selectionWeight": 0.5535027668269376, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 10647 }, "MetaX_c-500": { "available": true, "backlogHours": 831.0749999999999, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.7386639338791268, "queueFactor": 1.0231878063301774, "queueWeight": 1.0231878063301774, "recentSuccess": 28, "recentSuccessRate": 0.35, "recentTerminal": 80, "recentWilsonLowerBound": 0.2545439440982969, "running": 4, "selectionWeight": 1.7789797364511803, "stale": false, "submissionEligible": true, "throughputPerHour": 13.333333333333334, "waiting": 11081 }, "Mthreads_s4000": { "available": true, "backlogHours": 1718.0, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.434386614963673, "queueFactor": 0.9175884000763923, "queueWeight": 0.9175884000763923, "recentSuccess": 30, "recentSuccessRate": 0.4, "recentTerminal": 75, "recentWilsonLowerBound": 0.296623430781706, "running": 4, "selectionWeight": 2.233764919191901, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 21475 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5843.25, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.47882401018352316, "queueFactor": 0.7636655834512928, "queueWeight": 0.7636655834512928, "recentSuccess": 5, "recentSuccessRate": 0.3125, "recentTerminal": 16, "recentWilsonLowerBound": 0.14164435051961052, "running": 2, "selectionWeight": 0.36566141710728794, "stale": false, "submissionEligible": false, "throughputPerHour": 2.6666666666666665, "waiting": 15582 }, "Vastai_va16": { "available": true, "backlogHours": 2931.724137931035, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.21513101289407952, "queueFactor": 0.8469015411982427, "queueWeight": 0.8469015411982427, "recentSuccess": 6, "recentSuccessRate": 0.20689655172413793, "recentTerminal": 29, "recentWilsonLowerBound": 0.09845936515585209, "running": 16, "selectionWeight": 0.18219478637953496, "stale": false, "submissionEligible": true, "throughputPerHour": 4.833333333333333, "waiting": 14170 }, "hygon_k100-ai": { "available": true, "backlogHours": 930.5684210526315, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.47124480093591187, "queueFactor": 1.0059795262331366, "queueWeight": 1.0059795262331366, "recentSuccess": 20, "recentSuccessRate": 0.21052631578947367, "recentTerminal": 95, "recentWilsonLowerBound": 0.14062079660997454, "running": 6, "selectionWeight": 0.47406262158533735, "stale": false, "submissionEligible": true, "throughputPerHour": 15.833333333333334, "waiting": 14734 } }, "queueAttemptedAt": "2026-09-20T06:07:46.618416+00:00", "queueError": null, "queueUpdatedAt": "2026-09-20T06:07:46.618416+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 }