{ "communityAttemptedAt": "2026-09-15T03:54:36.123381+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-15T03:54:36.123381+00:00", "frameworkAttemptedAt": "2026-09-15T00:49:49.678914+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38995, "officialConfigError": null, "officialConfigValid": true, "successCount": 18750, "successRate": 0.4808308757533017, "wilsonLowerBound": 0.4758739153917581 }, "vllm": { "framework": "vllm", "modelCount": 51771, "officialConfigError": null, "officialConfigValid": true, "successCount": 14568, "successRate": 0.28139305788955205, "wilsonLowerBound": 0.2775357841688986 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2246, "officialConfigError": null, "officialConfigValid": true, "successCount": 609, "successRate": 0.2711487088156723, "wilsonLowerBound": 0.25316556249842886 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32168, "officialConfigError": null, "officialConfigValid": true, "successCount": 14031, "successRate": 0.43617881124098484, "wilsonLowerBound": 0.43076740250783546 }, "vllm": { "framework": "vllm", "modelCount": 37097, "officialConfigError": null, "officialConfigValid": true, "successCount": 10574, "successRate": 0.2850365258646252, "wilsonLowerBound": 0.28046509643366097 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7940, "officialConfigError": null, "officialConfigValid": true, "successCount": 3494, "successRate": 0.44005037783375317, "wilsonLowerBound": 0.42916325692220364 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63856, "officialConfigError": null, "officialConfigValid": true, "successCount": 12068, "successRate": 0.18898772237534453, "wilsonLowerBound": 0.18596987857470815 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16012, "officialConfigError": null, "officialConfigValid": true, "successCount": 3215, "successRate": 0.20078690981763678, "wilsonLowerBound": 0.19465414483098104 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5613, "officialConfigError": null, "officialConfigValid": true, "successCount": 47, "successRate": 0.008373418849100303, "wilsonLowerBound": 0.006302995982195332 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26066, "officialConfigError": null, "officialConfigValid": true, "successCount": 3204, "successRate": 0.12291874472492903, "wilsonLowerBound": 0.11898812019678023 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16460, "officialConfigError": null, "officialConfigValid": true, "successCount": 1673, "successRate": 0.10164034021871203, "wilsonLowerBound": 0.09711653808245735 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 10346, "officialConfigError": null, "officialConfigValid": true, "successCount": 4419, "successRate": 0.42712159288613954, "wilsonLowerBound": 0.41761853249865655 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24090, "officialConfigError": null, "officialConfigValid": true, "successCount": 3778, "successRate": 0.1568285595682856, "wilsonLowerBound": 0.15229124928781043 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8066, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.0674435903793702, "wilsonLowerBound": 0.0621738174048722 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 41239, "officialConfigError": null, "officialConfigValid": true, "successCount": 10393, "successRate": 0.2520187201435534, "wilsonLowerBound": 0.2478514700630439 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23043, "officialConfigError": null, "officialConfigValid": true, "successCount": 3046, "successRate": 0.13218764917762443, "wilsonLowerBound": 0.1278757378419623 }, "vllm": { "framework": "vllm", "modelCount": 86539, "officialConfigError": null, "officialConfigValid": true, "successCount": 9763, "successRate": 0.1128161869215036, "wilsonLowerBound": 0.11072548626242215 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 39430, "officialConfigError": null, "officialConfigValid": true, "successCount": 4834, "successRate": 0.12259700735480598, "wilsonLowerBound": 0.11939642820577456 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 29158, "officialConfigError": null, "officialConfigValid": true, "successCount": 3323, "successRate": 0.11396529254407024, "wilsonLowerBound": 0.11036858604305465 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87985, "officialConfigError": null, "officialConfigValid": true, "successCount": 20665, "successRate": 0.23486958004205263, "wilsonLowerBound": 0.2320800654207703 }, "transformers": { "framework": "transformers", "modelCount": 5108, "officialConfigError": null, "officialConfigValid": true, "successCount": 564, "successRate": 0.11041503523884104, "wilsonLowerBound": 0.10211120238578834 }, "vllm": { "framework": "vllm", "modelCount": 112474, "officialConfigError": null, "officialConfigValid": true, "successCount": 16505, "successRate": 0.14674502551700838, "wilsonLowerBound": 0.14468908806873762 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 16127, "officialConfigError": null, "officialConfigValid": true, "successCount": 3299, "successRate": 0.20456377503565448, "wilsonLowerBound": 0.1984086610556752 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42677, "officialConfigError": null, "officialConfigValid": true, "successCount": 5555, "successRate": 0.13016378845748294, "wilsonLowerBound": 0.1270046050448969 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6359, "officialConfigError": null, "officialConfigValid": true, "successCount": 501, "successRate": 0.0787859726372071, "wilsonLowerBound": 0.07241574651480594 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30564, "officialConfigError": null, "officialConfigValid": true, "successCount": 5346, "successRate": 0.17491166077738515, "wilsonLowerBound": 0.1706935589289273 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60787, "officialConfigError": null, "officialConfigValid": true, "successCount": 12383, "successRate": 0.20371131985457416, "wilsonLowerBound": 0.20052829452009804 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6835, "officialConfigError": null, "officialConfigValid": true, "successCount": 2016, "successRate": 0.29495245062179953, "wilsonLowerBound": 0.2842589025319132 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12203, "officialConfigError": null, "officialConfigValid": true, "successCount": 3193, "successRate": 0.2616569695976399, "wilsonLowerBound": 0.25393422021994216 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 59671, "officialConfigError": null, "officialConfigValid": true, "successCount": 16271, "successRate": 0.27267852055437314, "wilsonLowerBound": 0.2691199921614778 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46221, "officialConfigError": null, "officialConfigValid": true, "successCount": 20135, "successRate": 0.4356244996862898, "wilsonLowerBound": 0.43110963689215015 }, "vllm": { "framework": "vllm", "modelCount": 35966, "officialConfigError": null, "officialConfigValid": true, "successCount": 3211, "successRate": 0.08927876327642774, "wilsonLowerBound": 0.08637548198083014 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 347, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 8.578644125496408e-19 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6276, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030592734225621414, "wilsonLowerBound": 0.026610861971840757 }, "vllm": { "framework": "vllm", "modelCount": 10015, "officialConfigError": null, "officialConfigValid": true, "successCount": 734, "successRate": 0.07329006490264603, "wilsonLowerBound": 0.06834786879905706 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5680, "officialConfigError": null, "officialConfigValid": true, "successCount": 2387, "successRate": 0.42024647887323946, "wilsonLowerBound": 0.40746784180295087 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7370, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03188602442333786, "wilsonLowerBound": 0.028112231661917748 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10949, "officialConfigError": null, "officialConfigValid": true, "successCount": 3709, "successRate": 0.33875239747922187, "wilsonLowerBound": 0.32994505541886127 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26112, "officialConfigError": null, "officialConfigValid": true, "successCount": 13208, "successRate": 0.5058210784313726, "wilsonLowerBound": 0.49975642545025484 }, "vllm": { "framework": "vllm", "modelCount": 61280, "officialConfigError": null, "officialConfigValid": true, "successCount": 6036, "successRate": 0.09849869451697128, "wilsonLowerBound": 0.09616443760408025 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12293, "officialConfigError": null, "officialConfigValid": true, "successCount": 1742, "successRate": 0.14170666232815424, "wilsonLowerBound": 0.13565344184922293 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-15T03:54:36.123381+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 893.433962264151, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1564366148103193, "queueFactor": 1.0039912039414585, "queueWeight": 1.0039912039414585, "recentSuccess": 52, "recentSuccessRate": 0.3270440251572327, "recentTerminal": 159, "recentWilsonLowerBound": 0.2589528575238018, "running": 8, "selectionWeight": 1.161052189185397, "stale": false, "submissionEligible": true, "throughputPerHour": 26.5, "waiting": 23676 }, "Ascend_910-b4": { "available": true, "backlogHours": 1473.3157894736842, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.931418586517359, "queueWeight": 0.931418586517359, "recentSuccess": 52, "recentSuccessRate": 0.45614035087719296, "recentTerminal": 114, "recentWilsonLowerBound": 0.3676298671543296, "running": 8, "selectionWeight": 2.3285464662933975, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 27993 }, "Biren_166m": { "available": true, "backlogHours": 742.5714285714286, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 1.0322349064821645, "queueWeight": 1.0322349064821645, "recentSuccess": 5, "recentSuccessRate": 0.11904761904761904, "recentTerminal": 42, "recentWilsonLowerBound": 0.05193726765019085, "running": 2, "selectionWeight": 0.05161174532410823, "stale": false, "submissionEligible": true, "throughputPerHour": 7.0, "waiting": 5198 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1152.0, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.510539660876111, "queueFactor": 0.9664322292551716, "queueWeight": 0.9664322292551716, "recentSuccess": 21, "recentSuccessRate": 0.2625, "recentTerminal": 80, "recentWilsonLowerBound": 0.1785727122600286, "running": 7, "selectionWeight": 0.4934019825836793, "stale": false, "submissionEligible": true, "throughputPerHour": 13.333333333333334, "waiting": 15360 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 139.38805970149255, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 20, "recentSuccessRate": 0.04975124378109453, "recentTerminal": 402, "recentWilsonLowerBound": 0.032433846913212494, "running": 7, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 67.0, "waiting": 9339 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 54.9419795221843, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 10, "recentSuccessRate": 0.034129692832764506, "recentTerminal": 293, "recentWilsonLowerBound": 0.018642113511349753, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 48.833333333333336, "waiting": 2683 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 193.10294117647058, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.46941869318386403, "queueFactor": 1.2633420252365217, "queueWeight": 1.2633420252365217, "recentSuccess": 32, "recentSuccessRate": 0.23529411764705882, "recentTerminal": 136, "recentWilsonLowerBound": 0.17188509908899885, "running": 4, "selectionWeight": 0.5930363625307842, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 4377 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2455.3846153846152, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5561653777181609, "queueFactor": 0.8627229415889734, "queueWeight": 0.8627229415889734, "recentSuccess": 12, "recentSuccessRate": 0.3076923076923077, "recentTerminal": 39, "recentWilsonLowerBound": 0.1856575344598306, "running": 2, "selectionWeight": 0.4798166306749543, "stale": false, "submissionEligible": true, "throughputPerHour": 6.5, "waiting": 15960 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 872.9620253164558, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3994203087137272, "queueFactor": 1.007488212748584, "queueWeight": 1.007488212748584, "recentSuccess": 19, "recentSuccessRate": 0.24050632911392406, "recentTerminal": 79, "recentWilsonLowerBound": 0.15972056887933211, "running": 7, "selectionWeight": 0.40241125296148067, "stale": false, "submissionEligible": true, "throughputPerHour": 13.166666666666666, "waiting": 11494 }, "MetaX_c-500": { "available": true, "backlogHours": 941.52, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7591952331769611, "queueFactor": 0.9961273033606856, "queueWeight": 0.9961273033606856, "recentSuccess": 23, "recentSuccessRate": 0.30666666666666664, "recentTerminal": 75, "recentWilsonLowerBound": 0.21386719822895708, "running": 4, "selectionWeight": 0.7562551003488531, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 11769 }, "Mthreads_s4000": { "available": true, "backlogHours": 2338.8, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.9836675388045606, "queueFactor": 0.8690410950352859, "queueWeight": 0.8690410950352859, "recentSuccess": 27, "recentSuccessRate": 0.45, "recentTerminal": 60, "recentWilsonLowerBound": 0.3309345385376083, "running": 4, "selectionWeight": 1.723888610108666, "stale": false, "submissionEligible": true, "throughputPerHour": 10.0, "waiting": 23388 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3256.285714285714, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.24022733839602423, "queueFactor": 0.8269531406907161, "queueWeight": 0.8269531406907161, "recentSuccess": 7, "recentSuccessRate": 0.25, "recentTerminal": 28, "recentWilsonLowerBound": 0.12676334942200781, "running": 2, "selectionWeight": 0.1986567519663637, "stale": false, "submissionEligible": true, "throughputPerHour": 4.666666666666667, "waiting": 15196 }, "Vastai_va16": { "available": true, "backlogHours": 1073.8333333333333, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.059418650974036896, "queueFactor": 0.9766720161698249, "queueWeight": 0.9766720161698249, "recentSuccess": 9, "recentSuccessRate": 0.125, "recentTerminal": 72, "recentWilsonLowerBound": 0.06717708293105557, "running": 16, "selectionWeight": 0.058032533644903746, "stale": false, "submissionEligible": true, "throughputPerHour": 12.0, "waiting": 12886 }, "hygon_k100-ai": { "available": true, "backlogHours": 692.2702702702703, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.5750763007075029, "queueFactor": 1.0431527909979028, "queueWeight": 1.0431527909979028, "recentSuccess": 29, "recentSuccessRate": 0.26126126126126126, "recentTerminal": 111, "recentWilsonLowerBound": 0.18850083133789378, "running": 6, "selectionWeight": 0.5998924481197809, "stale": false, "submissionEligible": true, "throughputPerHour": 18.5, "waiting": 12807 } }, "queueAttemptedAt": "2026-09-15T03:48:41.433536+00:00", "queueError": null, "queueUpdatedAt": "2026-09-15T03:48:41.433536+00:00", "supportedGpus": [ "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "Biren_166m", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }