{ "communityAttemptedAt": "2026-09-15T03:20:10.642557+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-15T03:20:10.642557+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": "2026-09-15T03:23:07.186812+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 966.7755102040817, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0504758287470974, "queueFactor": 1.0000673496370265, "queueWeight": 1.0000673496370265, "recentSuccess": 49, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 147, "recentWilsonLowerBound": 0.26222862590583235, "running": 8, "selectionWeight": 1.0505465779128687, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 23686 }, "Ascend_910-b4": { "available": true, "backlogHours": 1377.344262295082, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.94835670497104, "queueWeight": 0.94835670497104, "recentSuccess": 58, "recentSuccessRate": 0.47540983606557374, "recentTerminal": 122, "recentWilsonLowerBound": 0.38890272235052964, "running": 9, "selectionWeight": 2.3708917624276, "stale": false, "submissionEligible": true, "throughputPerHour": 20.333333333333332, "waiting": 28006 }, "Biren_166m": { "available": true, "backlogHours": 842.7567567567568, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 1.0208754457076008, "queueWeight": 1.0208754457076008, "recentSuccess": 5, "recentSuccessRate": 0.13513513513513514, "recentTerminal": 37, "recentWilsonLowerBound": 0.059132072625076235, "running": 2, "selectionWeight": 0.05104377228538004, "stale": false, "submissionEligible": true, "throughputPerHour": 6.166666666666667, "waiting": 5197 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1137.851851851852, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6304537127440237, "queueFactor": 0.975922288217612, "queueWeight": 0.975922288217612, "recentSuccess": 24, "recentSuccessRate": 0.2962962962962963, "recentTerminal": 81, "recentWilsonLowerBound": 0.207918166563683, "running": 7, "selectionWeight": 0.6152738299564366, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 15361 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 143.66153846153847, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 23, "recentSuccessRate": 0.05897435897435897, "recentTerminal": 390, "recentWilsonLowerBound": 0.039615530564525735, "running": 8, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 65.0, "waiting": 9338 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 51.78135048231511, "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": 0.028938906752411574, "recentTerminal": 311, "recentWilsonLowerBound": 0.015297948157488417, "running": 27, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 51.833333333333336, "waiting": 2684 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 157.7245508982036, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2397114508878821, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 31, "recentSuccessRate": 0.18562874251497005, "recentTerminal": 167, "recentWilsonLowerBound": 0.13396751941877452, "running": 5, "selectionWeight": 0.3116248861542467, "stale": false, "submissionEligible": true, "throughputPerHour": 27.833333333333332, "waiting": 4390 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2660.5, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5925771459941076, "queueFactor": 0.859178904450971, "queueWeight": 0.859178904450971, "recentSuccess": 12, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 36, "recentWilsonLowerBound": 0.20214424774586046, "running": 2, "selectionWeight": 0.5091297830979005, "stale": false, "submissionEligible": true, "throughputPerHour": 6.0, "waiting": 15963 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 793.2413793103449, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.37226242752386074, "queueFactor": 1.0301899066158378, "queueWeight": 1.0301899066158378, "recentSuccess": 21, "recentSuccessRate": 0.2413793103448276, "recentTerminal": 87, "recentWilsonLowerBound": 0.1636404322399915, "running": 7, "selectionWeight": 0.3835009954473912, "stale": false, "submissionEligible": true, "throughputPerHour": 14.5, "waiting": 11502 }, "MetaX_c-500": { "available": true, "backlogHours": 967.6438356164384, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6324986097084917, "queueFactor": 0.9999326851208244, "queueWeight": 0.9999326851208244, "recentSuccess": 22, "recentSuccessRate": 0.3013698630136986, "recentTerminal": 73, "recentWilsonLowerBound": 0.2082244364335746, "running": 4, "selectionWeight": 0.6324560331410005, "stale": false, "submissionEligible": true, "throughputPerHour": 12.166666666666666, "waiting": 11773 }, "Mthreads_s4000": { "available": true, "backlogHours": 2378.5423728813557, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.3197389399788544, "queueFactor": 0.8737384760665702, "queueWeight": 0.8737384760665702, "recentSuccess": 24, "recentSuccessRate": 0.4067796610169492, "recentTerminal": 59, "recentWilsonLowerBound": 0.2908884302255585, "running": 4, "selectionWeight": 1.1531066902228349, "stale": false, "submissionEligible": true, "throughputPerHour": 9.833333333333334, "waiting": 23389 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3253.928571428571, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.21226383109727376, "queueFactor": 0.8336176329370693, "queueWeight": 0.8336176329370693, "recentSuccess": 7, "recentSuccessRate": 0.25, "recentTerminal": 28, "recentWilsonLowerBound": 0.12676334942200781, "running": 2, "selectionWeight": 0.1769468724374632, "stale": false, "submissionEligible": true, "throughputPerHour": 4.666666666666667, "waiting": 15185 }, "Vastai_va16": { "available": true, "backlogHours": 1153.6119402985075, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.08392533026565611, "queueFactor": 0.9739106910480244, "queueWeight": 0.9739106910480244, "recentSuccess": 10, "recentSuccessRate": 0.14925373134328357, "recentTerminal": 67, "recentWilsonLowerBound": 0.08314184208625061, "running": 16, "selectionWeight": 0.08173577639545883, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 12882 }, "hygon_k100-ai": { "available": true, "backlogHours": 686.3571428571428, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.646094742038218, "queueFactor": 1.0527992600298188, "queueWeight": 1.0527992600298188, "recentSuccess": 32, "recentSuccessRate": 0.2857142857142857, "recentTerminal": 112, "recentWilsonLowerBound": 0.21024717263298542, "running": 7, "selectionWeight": 0.6802080663269926, "stale": false, "submissionEligible": true, "throughputPerHour": 18.666666666666668, "waiting": 12812 } }, "queueAttemptedAt": "2026-09-15T03:13:15.232208+00:00", "queueError": null, "queueUpdatedAt": "2026-09-15T03:13:15.232208+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 }