{ "communityAttemptedAt": "2026-09-25T08:47:13.472454+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-25T08:47:13.472454+00:00", "frameworkAttemptedAt": "2026-09-25T05:52:51.516164+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 33899, "officialConfigError": null, "officialConfigValid": true, "successCount": 15245, "successRate": 0.4497182807752441, "wilsonLowerBound": 0.44442855007259324 }, "vllm": { "framework": "vllm", "modelCount": 38061, "officialConfigError": null, "officialConfigValid": true, "successCount": 10770, "successRate": 0.2829668164262631, "wilsonLowerBound": 0.27846353300004045 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10004, "officialConfigError": null, "officialConfigValid": true, "successCount": 4206, "successRate": 0.42043182726909234, "wilsonLowerBound": 0.4107909983631219 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64112, "officialConfigError": null, "officialConfigValid": true, "successCount": 12090, "successRate": 0.18857624157723982, "wilsonLowerBound": 0.18556694897624254 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 20837, "officialConfigError": null, "officialConfigValid": true, "successCount": 4265, "successRate": 0.20468397562029084, "wilsonLowerBound": 0.19926028963311146 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6647, "officialConfigError": null, "officialConfigValid": true, "successCount": 69, "successRate": 0.010380622837370242, "wilsonLowerBound": 0.008211147267486733 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26294, "officialConfigError": null, "officialConfigValid": true, "successCount": 3238, "successRate": 0.12314596485890317, "wilsonLowerBound": 0.1192289953679943 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16476, "officialConfigError": null, "officialConfigValid": true, "successCount": 1675, "successRate": 0.10166302500606944, "wilsonLowerBound": 0.09714091359224107 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12242, "officialConfigError": null, "officialConfigValid": true, "successCount": 5089, "successRate": 0.4157000490115994, "wilsonLowerBound": 0.4069973494375382 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24366, "officialConfigError": null, "officialConfigValid": true, "successCount": 3790, "successRate": 0.15554461134367562, "wilsonLowerBound": 0.15104822853147973 }, "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": 45347, "officialConfigError": null, "officialConfigValid": true, "successCount": 11286, "successRate": 0.24888085209605929, "wilsonLowerBound": 0.24492270418061443 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23446, "officialConfigError": null, "officialConfigValid": true, "successCount": 3084, "successRate": 0.13153629616992238, "wilsonLowerBound": 0.12727025504939057 }, "vllm": { "framework": "vllm", "modelCount": 86738, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11256888560953676, "wilsonLowerBound": 0.11048259154877019 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 41651, "officialConfigError": null, "officialConfigValid": true, "successCount": 5107, "successRate": 0.12261410290269141, "wilsonLowerBound": 0.11949887218562838 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 35434, "officialConfigError": null, "officialConfigValid": true, "successCount": 3481, "successRate": 0.09823897951120393, "wilsonLowerBound": 0.09518330789750795 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 89525, "officialConfigError": null, "officialConfigValid": true, "successCount": 21491, "successRate": 0.24005585032113935, "wilsonLowerBound": 0.2372691504322591 }, "transformers": { "framework": "transformers", "modelCount": 5322, "officialConfigError": null, "officialConfigValid": true, "successCount": 576, "successRate": 0.10822998872604284, "wilsonLowerBound": 0.10016402622528191 }, "vllm": { "framework": "vllm", "modelCount": 112702, "officialConfigError": null, "officialConfigValid": true, "successCount": 16523, "successRate": 0.14660786853826907, "wilsonLowerBound": 0.14455480391251635 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 18822, "officialConfigError": null, "officialConfigValid": true, "successCount": 3606, "successRate": 0.19158431622569333, "wilsonLowerBound": 0.18602508860538602 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43029, "officialConfigError": null, "officialConfigValid": true, "successCount": 5589, "successRate": 0.12988914453043296, "wilsonLowerBound": 0.12674565253478207 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7006, "officialConfigError": null, "officialConfigValid": true, "successCount": 587, "successRate": 0.08378532686268912, "wilsonLowerBound": 0.0775233012927848 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31910, "officialConfigError": null, "officialConfigValid": true, "successCount": 5899, "successRate": 0.1848636790974616, "wilsonLowerBound": 0.18064244630618528 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61115, "officialConfigError": null, "officialConfigValid": true, "successCount": 12401, "successRate": 0.20291254192914995, "wilsonLowerBound": 0.19974273745433177 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 9507, "officialConfigError": null, "officialConfigValid": true, "successCount": 2758, "successRate": 0.29010203008309665, "wilsonLowerBound": 0.2810658902962603 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13793, "officialConfigError": null, "officialConfigValid": true, "successCount": 3485, "successRate": 0.2526643949829624, "wilsonLowerBound": 0.2454819664697075 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 62993, "officialConfigError": null, "officialConfigValid": true, "successCount": 17247, "successRate": 0.2737923261314749, "wilsonLowerBound": 0.2703240212295911 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 108, "officialConfigError": null, "officialConfigValid": true, "successCount": 66, "successRate": 0.6111111111111112, "wilsonLowerBound": 0.516864220923738 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47036, "officialConfigError": null, "officialConfigValid": true, "successCount": 20722, "successRate": 0.44055616974232503, "wilsonLowerBound": 0.4360745799537542 }, "vllm": { "framework": "vllm", "modelCount": 37301, "officialConfigError": null, "officialConfigValid": true, "successCount": 3775, "successRate": 0.1012037210798638, "wilsonLowerBound": 0.09818394284919646 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 728, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6281, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030568380831077855, "wilsonLowerBound": 0.02658963799640948 }, "vllm": { "framework": "vllm", "modelCount": 10033, "officialConfigError": null, "officialConfigValid": true, "successCount": 742, "successRate": 0.07395594538024519, "wilsonLowerBound": 0.06899653601960218 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6252, "officialConfigError": null, "officialConfigValid": true, "successCount": 2682, "successRate": 0.4289827255278311, "wilsonLowerBound": 0.4167615359664253 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7386, "officialConfigError": null, "officialConfigValid": true, "successCount": 238, "successRate": 0.032223124830760896, "wilsonLowerBound": 0.028432625999123908 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13073, "officialConfigError": null, "officialConfigValid": true, "successCount": 4209, "successRate": 0.32196129427063414, "wilsonLowerBound": 0.31400524817369624 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26891, "officialConfigError": null, "officialConfigValid": true, "successCount": 13676, "successRate": 0.5085716410695028, "wilsonLowerBound": 0.5025955563216405 }, "vllm": { "framework": "vllm", "modelCount": 63678, "officialConfigError": null, "officialConfigValid": true, "successCount": 6506, "successRate": 0.10217029429316248, "wilsonLowerBound": 0.09984179040441737 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12788, "officialConfigError": null, "officialConfigValid": true, "successCount": 1896, "successRate": 0.14826399749765404, "wilsonLowerBound": 0.1422104372065443 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-25T08:59:54.572462+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1335.876923076923, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.8574487836863582, "queueFactor": 0.9364417520116002, "queueWeight": 0.9364417520116002, "recentSuccess": 51, "recentSuccessRate": 0.3923076923076923, "recentTerminal": 130, "recentWilsonLowerBound": 0.3126200051001405, "running": 8, "selectionWeight": 1.739392593267069, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 28944 }, "Biren_166m": { "available": true, "backlogHours": 118.35652173913043, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.09763736265565114, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 27, "recentSuccessRate": 0.11739130434782609, "recentTerminal": 230, "recentWilsonLowerBound": 0.08194385641129474, "running": 8, "selectionWeight": 0.12692857145234648, "stale": false, "submissionEligible": false, "throughputPerHour": 38.333333333333336, "waiting": 4537 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1021.4666666666667, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5943259351134218, "queueFactor": 0.9749045698036285, "queueWeight": 0.9749045698036285, "recentSuccess": 24, "recentSuccessRate": 0.26666666666666666, "recentTerminal": 90, "recentWilsonLowerBound": 0.18623692042961368, "running": 7, "selectionWeight": 0.5794110700948897, "stale": false, "submissionEligible": true, "throughputPerHour": 15.0, "waiting": 15322 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 420.2307692307692, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2296627627668735, "queueFactor": 1.1138393552406607, "queueWeight": 1.1138393552406607, "recentSuccess": 23, "recentSuccessRate": 0.17692307692307693, "recentTerminal": 130, "recentWilsonLowerBound": 0.12088390047519747, "running": 7, "selectionWeight": 0.2558074236030432, "stale": false, "submissionEligible": false, "throughputPerHour": 21.666666666666668, "waiting": 9105 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 41.70940170940171, "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": 0.03418803418803419, "recentTerminal": 351, "recentWilsonLowerBound": 0.019663050672568818, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 58.5, "waiting": 2440 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 145.2537313432836, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.32196985912675197, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 38, "recentSuccessRate": 0.1890547263681592, "recentTerminal": 201, "recentWilsonLowerBound": 0.1409488313854867, "running": 14, "selectionWeight": 0.4185608168647776, "stale": false, "submissionEligible": false, "throughputPerHour": 33.5, "waiting": 4866 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2344.2439024390246, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3085555067252747, "queueFactor": 0.8606871454038285, "queueWeight": 0.8606871454038285, "recentSuccess": 10, "recentSuccessRate": 0.24390243902439024, "recentTerminal": 41, "recentWilsonLowerBound": 0.13824855751022433, "running": 2, "selectionWeight": 0.2655697582820085, "stale": false, "submissionEligible": false, "throughputPerHour": 6.833333333333333, "waiting": 16019 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 420.5, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.36927065294828393, "queueFactor": 1.1137323535309591, "queueWeight": 1.1137323535309591, "recentSuccess": 30, "recentSuccessRate": 0.20833333333333334, "recentTerminal": 144, "recentWilsonLowerBound": 0.15001005766064063, "running": 8, "selectionWeight": 0.41126867339800627, "stale": false, "submissionEligible": true, "throughputPerHour": 24.0, "waiting": 10092 }, "MetaX_c-500": { "available": true, "backlogHours": 516.992125984252, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5822343763048042, "queueFactor": 1.0797498357811288, "queueWeight": 1.0797498357811288, "recentSuccess": 32, "recentSuccessRate": 0.25196850393700787, "recentTerminal": 127, "recentWilsonLowerBound": 0.18450499480603022, "running": 4, "selectionWeight": 0.6286674722012403, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 10943 }, "Mthreads_s4000": { "available": true, "backlogHours": 2020.1904761904761, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8801098631911656, "queueWeight": 0.8801098631911656, "recentSuccess": 30, "recentSuccessRate": 0.47619047619047616, "recentTerminal": 63, "recentWilsonLowerBound": 0.35781921387369653, "running": 4, "selectionWeight": 2.2002746579779138, "stale": false, "submissionEligible": true, "throughputPerHour": 10.5, "waiting": 21212 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 6082.5, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.457476685355864, "queueFactor": 0.745990708610597, "queueWeight": 0.745990708610597, "recentSuccess": 8, "recentSuccessRate": 0.5, "recentTerminal": 16, "recentWilsonLowerBound": 0.2799923761135083, "running": 2, "selectionWeight": 1.0872640652920451, "stale": false, "submissionEligible": false, "throughputPerHour": 2.6666666666666665, "waiting": 16220 }, "Vastai_va16": { "available": true, "backlogHours": 862.26, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 1.2767581005864006, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 35, "recentSuccessRate": 0.35, "recentTerminal": 100, "recentWilsonLowerBound": 0.26364104653478027, "running": 16, "selectionWeight": 1.2767581005864006, "stale": false, "submissionEligible": true, "throughputPerHour": 16.666666666666668, "waiting": 14371 }, "hygon_k100-ai": { "available": true, "backlogHours": 1218.7058823529412, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.009918499152957, "queueFactor": 0.9494255172506713, "queueWeight": 0.9494255172506713, "recentSuccess": 36, "recentSuccessRate": 0.4235294117647059, "recentTerminal": 85, "recentWilsonLowerBound": 0.32403373018846293, "running": 6, "selectionWeight": 1.9082679106899891, "stale": false, "submissionEligible": true, "throughputPerHour": 14.166666666666666, "waiting": 17265 } }, "queueAttemptedAt": "2026-09-25T08:56:13.490150+00:00", "queueError": null, "queueUpdatedAt": "2026-09-25T08:56:13.490150+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "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 }