{ "communityAttemptedAt": "2026-09-11T20:42:15.277668+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-11T20:42:15.277668+00:00", "frameworkAttemptedAt": "2026-09-11T19:41:04.394263+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38491, "officialConfigError": null, "officialConfigValid": true, "successCount": 18403, "successRate": 0.4781117663869476, "wilsonLowerBound": 0.4731238614783059 }, "vllm": { "framework": "vllm", "modelCount": 50832, "officialConfigError": null, "officialConfigValid": true, "successCount": 14379, "successRate": 0.28287299338999056, "wilsonLowerBound": 0.27897406882243764 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1890, "officialConfigError": null, "officialConfigValid": true, "successCount": 488, "successRate": 0.2582010582010582, "wilsonLowerBound": 0.2389745427510269 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 31617, "officialConfigError": null, "officialConfigValid": true, "successCount": 13657, "successRate": 0.43195116551222446, "wilsonLowerBound": 0.4264995914407843 }, "vllm": { "framework": "vllm", "modelCount": 36715, "officialConfigError": null, "officialConfigValid": true, "successCount": 10488, "successRate": 0.2856598120659131, "wilsonLowerBound": 0.2810616852729416 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7262, "officialConfigError": null, "officialConfigValid": true, "successCount": 3272, "successRate": 0.45056458275957034, "wilsonLowerBound": 0.43915005992734546 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63816, "officialConfigError": null, "officialConfigValid": true, "successCount": 12063, "successRate": 0.18902783001128243, "wilsonLowerBound": 0.18600879687750171 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14528, "officialConfigError": null, "officialConfigValid": true, "successCount": 2883, "successRate": 0.1984443832599119, "wilsonLowerBound": 0.19203902982302362 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5277, "officialConfigError": null, "officialConfigValid": true, "successCount": 40, "successRate": 0.007580064430547659, "wilsonLowerBound": 0.005571697635438839 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 25995, "officialConfigError": null, "officialConfigValid": true, "successCount": 3191, "successRate": 0.12275437584150799, "wilsonLowerBound": 0.11882078225623718 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16454, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10161662817551963, "wilsonLowerBound": 0.09709250105798561 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 9662, "officialConfigError": null, "officialConfigValid": true, "successCount": 4184, "successRate": 0.43303663837714756, "wilsonLowerBound": 0.4231850565693214 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24046, "officialConfigError": null, "officialConfigValid": true, "successCount": 3774, "successRate": 0.1569491807369209, "wilsonLowerBound": 0.15240631411303143 }, "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": 39887, "officialConfigError": null, "officialConfigValid": true, "successCount": 10079, "successRate": 0.25268884598992153, "wilsonLowerBound": 0.24844814414615837 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22933, "officialConfigError": null, "officialConfigValid": true, "successCount": 3030, "successRate": 0.13212401343042776, "wilsonLowerBound": 0.1278028250402107 }, "vllm": { "framework": "vllm", "modelCount": 86501, "officialConfigError": null, "officialConfigValid": true, "successCount": 9762, "successRate": 0.11285418665680165, "wilsonLowerBound": 0.11076271904994393 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 38775, "officialConfigError": null, "officialConfigValid": true, "successCount": 4753, "successRate": 0.12257898130238556, "wilsonLowerBound": 0.11935200186474249 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26586, "officialConfigError": null, "officialConfigValid": true, "successCount": 3244, "successRate": 0.12201910780109833, "wilsonLowerBound": 0.11813915421760078 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87516, "officialConfigError": null, "officialConfigValid": true, "successCount": 20369, "successRate": 0.23274601215777688, "wilsonLowerBound": 0.22995800545691278 }, "transformers": { "framework": "transformers", "modelCount": 5073, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.110782574413562, "wilsonLowerBound": 0.1024383296771337 }, "vllm": { "framework": "vllm", "modelCount": 112437, "officialConfigError": null, "officialConfigValid": true, "successCount": 16503, "successRate": 0.14677552762880547, "wilsonLowerBound": 0.14471907491083297 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15699, "officialConfigError": null, "officialConfigValid": true, "successCount": 3210, "successRate": 0.204471622396331, "wilsonLowerBound": 0.19823522223181728 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42519, "officialConfigError": null, "officialConfigValid": true, "successCount": 5528, "successRate": 0.13001246501564007, "wilsonLowerBound": 0.12684907411780366 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6086, "officialConfigError": null, "officialConfigValid": true, "successCount": 472, "successRate": 0.07755504436411437, "wilsonLowerBound": 0.0710984285275037 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30057, "officialConfigError": null, "officialConfigValid": true, "successCount": 5150, "successRate": 0.17134111854143794, "wilsonLowerBound": 0.16712325940838377 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60749, "officialConfigError": null, "officialConfigValid": true, "successCount": 12379, "successRate": 0.20377290161154915, "wilsonLowerBound": 0.2005885227358414 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6222, "officialConfigError": null, "officialConfigValid": true, "successCount": 1837, "successRate": 0.29524268723882996, "wilsonLowerBound": 0.28403737433150666 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11856, "officialConfigError": null, "officialConfigValid": true, "successCount": 3103, "successRate": 0.2617240215924426, "wilsonLowerBound": 0.2538895278531871 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 58562, "officialConfigError": null, "officialConfigValid": true, "successCount": 15942, "successRate": 0.27222430927905467, "wilsonLowerBound": 0.26863429525537075 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 45933, "officialConfigError": null, "officialConfigValid": true, "successCount": 19942, "successRate": 0.4341540940064877, "wilsonLowerBound": 0.4296270060816622 }, "vllm": { "framework": "vllm", "modelCount": 35482, "officialConfigError": null, "officialConfigValid": true, "successCount": 3019, "successRate": 0.08508539541175808, "wilsonLowerBound": 0.08222697031999368 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 256, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6273, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030607364897178385, "wilsonLowerBound": 0.02662361262856994 }, "vllm": { "framework": "vllm", "modelCount": 10003, "officialConfigError": null, "officialConfigValid": true, "successCount": 730, "successRate": 0.0729781065680296, "wilsonLowerBound": 0.06804317517685986 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5456, "officialConfigError": null, "officialConfigValid": true, "successCount": 2290, "successRate": 0.41972140762463345, "wilsonLowerBound": 0.4066870098798001 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7363, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03191633844900177, "wilsonLowerBound": 0.02813900670503671 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10165, "officialConfigError": null, "officialConfigValid": true, "successCount": 3503, "successRate": 0.3446138711264142, "wilsonLowerBound": 0.3354352933082997 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 25778, "officialConfigError": null, "officialConfigValid": true, "successCount": 12981, "successRate": 0.5035689347505625, "wilsonLowerBound": 0.4974651967281339 }, "vllm": { "framework": "vllm", "modelCount": 60530, "officialConfigError": null, "officialConfigValid": true, "successCount": 5880, "successRate": 0.09714191310094168, "wilsonLowerBound": 0.09480811216074518 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12118, "officialConfigError": null, "officialConfigValid": true, "successCount": 1679, "successRate": 0.13855421686746988, "wilsonLowerBound": 0.13251740769969586 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-11T20:52:55.292944+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1191.2033898305085, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7344710252135951, "queueFactor": 0.9632151065297516, "queueWeight": 0.9632151065297516, "recentSuccess": 43, "recentSuccessRate": 0.3644067796610169, "recentTerminal": 118, "recentWilsonLowerBound": 0.2831193703535199, "running": 8, "selectionWeight": 0.7074535867941288, "stale": false, "submissionEligible": true, "throughputPerHour": 19.666666666666668, "waiting": 23427 }, "Ascend_910-b4": { "available": true, "backlogHours": 1080.3157894736842, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6692975628624421, "queueFactor": 0.9774365271889554, "queueWeight": 0.9774365271889554, "recentSuccess": 52, "recentSuccessRate": 0.34210526315789475, "recentTerminal": 152, "recentWilsonLowerBound": 0.27141022759894745, "running": 9, "selectionWeight": 0.654195885500297, "stale": false, "submissionEligible": true, "throughputPerHour": 25.333333333333332, "waiting": 27368 }, "Biren_166m": { "available": true, "backlogHours": 155.51162790697674, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.13247784361489828, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 31, "recentSuccessRate": 0.18023255813953487, "recentTerminal": 172, "recentWilsonLowerBound": 0.12997636711378782, "running": 10, "selectionWeight": 0.17222119669936778, "stale": false, "submissionEligible": true, "throughputPerHour": 28.666666666666668, "waiting": 4458 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1279.9701492537315, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.8803509967297428, "queueFactor": 0.9528865503583261, "queueWeight": 0.9528865503583261, "recentSuccess": 28, "recentSuccessRate": 0.417910447761194, "recentTerminal": 67, "recentWilsonLowerBound": 0.30742116374992556, "running": 7, "selectionWeight": 0.8388746243783187, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 14293 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 465.10526315789474, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.42997817958833817, "queueFactor": 1.109145407174744, "queueWeight": 1.109145407174744, "recentSuccess": 34, "recentSuccessRate": 0.2982456140350877, "recentTerminal": 114, "recentWilsonLowerBound": 0.22196010636934352, "running": 7, "selectionWeight": 0.47690832307576253, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 8837 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 94.472049689441, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 7, "recentSuccessRate": 0.043478260869565216, "recentTerminal": 161, "recentWilsonLowerBound": 0.02121772585523043, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 26.833333333333332, "waiting": 2535 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 155.05263157894737, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 19, "recentSuccessRate": 0.125, "recentTerminal": 152, "recentWilsonLowerBound": 0.08150294833741349, "running": 14, "selectionWeight": 0.065, "stale": false, "submissionEligible": true, "throughputPerHour": 25.333333333333332, "waiting": 3928 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1628.421052631579, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.09422301105869745, "queueFactor": 0.9190860344522955, "queueWeight": 0.9190860344522955, "recentSuccess": 11, "recentSuccessRate": 0.19298245614035087, "recentTerminal": 57, "recentWilsonLowerBound": 0.1113263337776048, "running": 2, "selectionWeight": 0.08659905358809303, "stale": false, "submissionEligible": true, "throughputPerHour": 9.5, "waiting": 15470 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 673.979381443299, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.09623303990182941, "queueFactor": 1.0491176214406304, "queueWeight": 1.0491176214406304, "recentSuccess": 17, "recentSuccessRate": 0.17525773195876287, "recentTerminal": 97, "recentWilsonLowerBound": 0.11239961612750933, "running": 8, "selectionWeight": 0.10095977792580854, "stale": false, "submissionEligible": true, "throughputPerHour": 16.166666666666668, "waiting": 10896 }, "MetaX_c-500": { "available": true, "backlogHours": 1020.8059701492538, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.26204332906035055, "queueFactor": 0.9857792971878183, "queueWeight": 0.9857792971878183, "recentSuccess": 18, "recentSuccessRate": 0.26865671641791045, "recentTerminal": 67, "recentWilsonLowerBound": 0.17722065178970134, "running": 4, "selectionWeight": 0.25831688875386855, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 11399 }, "Mthreads_s4000": { "available": true, "backlogHours": 2269.8214285714284, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8744247057250576, "queueWeight": 0.8744247057250576, "recentSuccess": 35, "recentSuccessRate": 0.625, "recentTerminal": 56, "recentWilsonLowerBound": 0.49405126034489305, "running": 4, "selectionWeight": 2.186061764312644, "stale": false, "submissionEligible": true, "throughputPerHour": 9.333333333333334, "waiting": 21185 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3580.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.8146719157700826, "queueFactor": 0.8166551765784077, "queueWeight": 0.8166551765784077, "recentSuccess": 15, "recentSuccessRate": 0.625, "recentTerminal": 24, "recentWilsonLowerBound": 0.42709619037907065, "running": 2, "selectionWeight": 1.4819612138050942, "stale": false, "submissionEligible": true, "throughputPerHour": 4.0, "waiting": 14320 }, "Vastai_va16": { "available": true, "backlogHours": 834.88, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.6755404323868728, "queueFactor": 1.0159622347163553, "queueWeight": 1.0159622347163553, "recentSuccess": 28, "recentSuccessRate": 0.37333333333333335, "recentTerminal": 75, "recentWilsonLowerBound": 0.27255803135314144, "running": 16, "selectionWeight": 0.6863235673290202, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 10436 }, "hygon_k100-ai": { "available": true, "backlogHours": 561.6129032258065, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.5303018277827471, "queueFactor": 1.0782156015870248, "queueWeight": 1.0782156015870248, "recentSuccess": 46, "recentSuccessRate": 0.4946236559139785, "recentTerminal": 93, "recentWilsonLowerBound": 0.39525719013807575, "running": 7, "selectionWeight": 1.6499953058524983, "stale": false, "submissionEligible": true, "throughputPerHour": 15.5, "waiting": 8705 } }, "queueAttemptedAt": "2026-09-11T20:45:09.840031+00:00", "queueError": null, "queueUpdatedAt": "2026-09-11T20:45:09.840031+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", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Biren_166m", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }