{ "communityAttemptedAt": "2026-10-09T11:29:29.859833+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-09T11:29:29.859833+00:00", "frameworkAttemptedAt": "2026-10-09T06:58:12.166310+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41715, "officialConfigError": null, "officialConfigValid": true, "successCount": 20629, "successRate": 0.49452235406927963, "wilsonLowerBound": 0.48972514956027813 }, "vllm": { "framework": "vllm", "modelCount": 55878, "officialConfigError": null, "officialConfigValid": true, "successCount": 15274, "successRate": 0.2733455027023158, "wilsonLowerBound": 0.26966582811350515 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 0, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 4128, "officialConfigError": null, "officialConfigValid": true, "successCount": 1243, "successRate": 0.3011143410852713, "wilsonLowerBound": 0.28731011753809993 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36486, "officialConfigError": null, "officialConfigValid": true, "successCount": 17051, "successRate": 0.46732993476950063, "wilsonLowerBound": 0.4622140677987889 }, "vllm": { "framework": "vllm", "modelCount": 39529, "officialConfigError": null, "officialConfigValid": true, "successCount": 10974, "successRate": 0.2776189632927724, "wilsonLowerBound": 0.2732259870536275 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12340, "officialConfigError": null, "officialConfigValid": true, "successCount": 5191, "successRate": 0.4206645056726094, "wilsonLowerBound": 0.4119802490939073 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64209, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18838480586833622, "wilsonLowerBound": 0.18537896383119834 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 28456, "officialConfigError": null, "officialConfigValid": true, "successCount": 6186, "successRate": 0.2173882485240371, "wilsonLowerBound": 0.2126340874308959 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7569, "officialConfigError": null, "officialConfigValid": true, "successCount": 103, "successRate": 0.01360813845950588, "wilsonLowerBound": 0.011233778510415373 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26587, "officialConfigError": null, "officialConfigValid": true, "successCount": 3267, "successRate": 0.12287960281340504, "wilsonLowerBound": 0.11898768729678465 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16503, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10155729261346422, "wilsonLowerBound": 0.09704095724971204 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15111, "officialConfigError": null, "officialConfigValid": true, "successCount": 6005, "successRate": 0.3973926278869698, "wilsonLowerBound": 0.3896171041185032 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24684, "officialConfigError": null, "officialConfigValid": true, "successCount": 3805, "successRate": 0.15414843623399774, "wilsonLowerBound": 0.14969759181139994 }, "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": 50720, "officialConfigError": null, "officialConfigValid": true, "successCount": 12736, "successRate": 0.25110410094637226, "wilsonLowerBound": 0.24734902810060166 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23818, "officialConfigError": null, "officialConfigValid": true, "successCount": 3124, "successRate": 0.13116130657485936, "wilsonLowerBound": 0.12693349898333606 }, "vllm": { "framework": "vllm", "modelCount": 86953, "officialConfigError": null, "officialConfigValid": true, "successCount": 9771, "successRate": 0.11237105102756662, "wilsonLowerBound": 0.11028893820339677 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45658, "officialConfigError": null, "officialConfigValid": true, "successCount": 5503, "successRate": 0.1205265232817907, "wilsonLowerBound": 0.11757198784659777 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 45439, "officialConfigError": null, "officialConfigValid": true, "successCount": 3644, "successRate": 0.0801954268359779, "wilsonLowerBound": 0.07773350628816558 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 92211, "officialConfigError": null, "officialConfigValid": true, "successCount": 22984, "successRate": 0.24925442734597825, "wilsonLowerBound": 0.2464728017582461 }, "transformers": { "framework": "transformers", "modelCount": 5500, "officialConfigError": null, "officialConfigValid": true, "successCount": 581, "successRate": 0.10563636363636364, "wilsonLowerBound": 0.09778638263138267 }, "vllm": { "framework": "vllm", "modelCount": 112841, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14648930796430376, "wilsonLowerBound": 0.1444381961789645 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22655, "officialConfigError": null, "officialConfigValid": true, "successCount": 3935, "successRate": 0.17369234164643566, "wilsonLowerBound": 0.16881449785314587 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43582, "officialConfigError": null, "officialConfigValid": true, "successCount": 5670, "successRate": 0.13009958239640218, "wilsonLowerBound": 0.1269736970831966 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7873, "officialConfigError": null, "officialConfigValid": true, "successCount": 731, "successRate": 0.09284897751809984, "wilsonLowerBound": 0.08663520592370343 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33925, "officialConfigError": null, "officialConfigValid": true, "successCount": 6648, "successRate": 0.19596168017686072, "wilsonLowerBound": 0.19177224093833922 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61463, "officialConfigError": null, "officialConfigValid": true, "successCount": 12418, "successRate": 0.20204025185884192, "wilsonLowerBound": 0.19888454056792046 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14526, "officialConfigError": null, "officialConfigValid": true, "successCount": 4145, "successRate": 0.28535040616825, "wilsonLowerBound": 0.2780641430125147 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15149, "officialConfigError": null, "officialConfigValid": true, "successCount": 3712, "successRate": 0.2450326754241204, "wilsonLowerBound": 0.23824867378827416 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66961, "officialConfigError": null, "officialConfigValid": true, "successCount": 18454, "successRate": 0.27559325577575006, "wilsonLowerBound": 0.27222188807434405 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 778, "officialConfigError": null, "officialConfigValid": true, "successCount": 475, "successRate": 0.6105398457583547, "wilsonLowerBound": 0.5758113554275264 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48168, "officialConfigError": null, "officialConfigValid": true, "successCount": 21549, "successRate": 0.4473716990533134, "wilsonLowerBound": 0.44293561504582546 }, "vllm": { "framework": "vllm", "modelCount": 39330, "officialConfigError": null, "officialConfigValid": true, "successCount": 4628, "successRate": 0.11767098906687007, "wilsonLowerBound": 0.11452374567953719 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1024, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6286, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030544066178810055, "wilsonLowerBound": 0.02656844784963345 }, "vllm": { "framework": "vllm", "modelCount": 10076, "officialConfigError": null, "officialConfigValid": true, "successCount": 758, "successRate": 0.07522826518459706, "wilsonLowerBound": 0.0702384412979034 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7108, "officialConfigError": null, "officialConfigValid": true, "successCount": 3108, "successRate": 0.43725379853685986, "wilsonLowerBound": 0.42575873584486035 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7413, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03291514906245784, "wilsonLowerBound": 0.029089403363221217 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17091, "officialConfigError": null, "officialConfigValid": true, "successCount": 5087, "successRate": 0.29764203381896903, "wilsonLowerBound": 0.290833265576052 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28030, "officialConfigError": null, "officialConfigValid": true, "successCount": 14302, "successRate": 0.5102390296111309, "wilsonLowerBound": 0.5043857695691677 }, "vllm": { "framework": "vllm", "modelCount": 66786, "officialConfigError": null, "officialConfigValid": true, "successCount": 7081, "successRate": 0.10602521486539095, "wilsonLowerBound": 0.1037128665439346 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13481, "officialConfigError": null, "officialConfigValid": true, "successCount": 2176, "successRate": 0.1614123581336696, "wilsonLowerBound": 0.15529829323587946 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-09T11:29:29.859833+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1083.0196078431372, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.2311723315650043, "queueFactor": 0.9706095430749332, "queueWeight": 0.9706095430749332, "recentSuccess": 50, "recentSuccessRate": 0.32679738562091504, "recentTerminal": 153, "recentWilsonLowerBound": 0.25751021482630554, "running": 8, "selectionWeight": 1.194987614186809, "stale": false, "submissionEligible": true, "throughputPerHour": 25.5, "waiting": 27617 }, "Ascend_910-b4": { "available": true, "backlogHours": 1374.909090909091, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.2430044908316509, "queueFactor": 0.9364808638855536, "queueWeight": 0.9364808638855536, "recentSuccess": 44, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 132, "recentWilsonLowerBound": 0.2586321887372849, "running": 8, "selectionWeight": 1.1640499193876472, "stale": false, "submissionEligible": true, "throughputPerHour": 22.0, "waiting": 30248 }, "Biren_166m": { "available": true, "backlogHours": 182.9387755102041, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.39013338190846525, "queueFactor": 1.2673429105494052, "queueWeight": 1.2673429105494052, "recentSuccess": 31, "recentSuccessRate": 0.2108843537414966, "recentTerminal": 147, "recentWilsonLowerBound": 0.1527313597425877, "running": 8, "selectionWeight": 0.494432775730357, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 4482 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1321.6, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.638256877853255, "queueFactor": 0.94205227007656, "queueWeight": 0.94205227007656, "recentSuccess": 21, "recentSuccessRate": 0.28, "recentTerminal": 75, "recentWilsonLowerBound": 0.19103020085378442, "running": 7, "selectionWeight": 0.6012713406736365, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 16520 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 442.72131147540983, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.26923819268644933, "queueFactor": 1.1099935129540761, "queueWeight": 1.1099935129540761, "recentSuccess": 23, "recentSuccessRate": 0.1885245901639344, "recentTerminal": 122, "recentWilsonLowerBound": 0.12903622583107396, "running": 10, "selectionWeight": 0.29885264732143835, "stale": false, "submissionEligible": false, "throughputPerHour": 20.333333333333332, "waiting": 9002 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 112.7065868263473, "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": 0.059880239520958084, "recentTerminal": 167, "recentWilsonLowerBound": 0.032847214225751126, "running": 17, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 27.833333333333332, "waiting": 3137 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 251.625, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.4423197739327895, "queueFactor": 1.2081669097366807, "queueWeight": 1.2081669097366807, "recentSuccess": 35, "recentSuccessRate": 0.21875, "recentTerminal": 160, "recentWilsonLowerBound": 0.16170055490523763, "running": 8, "selectionWeight": 0.5343961143878055, "stale": false, "submissionEligible": true, "throughputPerHour": 26.666666666666668, "waiting": 6710 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2905.125, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4066892532187352, "queueFactor": 0.8370767536764919, "queueWeight": 0.8370767536764919, "recentSuccess": 9, "recentSuccessRate": 0.28125, "recentTerminal": 32, "recentWilsonLowerBound": 0.15564406845647866, "running": 2, "selectionWeight": 0.3404301198394557, "stale": false, "submissionEligible": true, "throughputPerHour": 5.333333333333333, "waiting": 15494 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 379.92857142857144, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.30255160935613745, "queueFactor": 1.1357551420599856, "queueWeight": 1.1357551420599856, "recentSuccess": 27, "recentSuccessRate": 0.19285714285714287, "recentTerminal": 140, "recentWilsonLowerBound": 0.13606304869402092, "running": 8, "selectionWeight": 0.3436245460647572, "stale": false, "submissionEligible": false, "throughputPerHour": 23.333333333333332, "waiting": 8865 }, "MetaX_c-500": { "available": true, "backlogHours": 539.25, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.19163688134628057, "queueFactor": 1.0776344880292918, "queueWeight": 1.0776344880292918, "recentSuccess": 20, "recentSuccessRate": 0.16666666666666666, "recentTerminal": 120, "recentWilsonLowerBound": 0.11055912012704823, "running": 5, "selectionWeight": 0.2065145125171292, "stale": false, "submissionEligible": false, "throughputPerHour": 20.0, "waiting": 10785 }, "Mthreads_s4000": { "available": true, "backlogHours": 1727.5384615384614, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.904952629200677, "queueWeight": 0.904952629200677, "recentSuccess": 36, "recentSuccessRate": 0.46153846153846156, "recentTerminal": 78, "recentWilsonLowerBound": 0.35532213417762043, "running": 4, "selectionWeight": 2.2623815730016923, "stale": false, "submissionEligible": true, "throughputPerHour": 13.0, "waiting": 22458 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2601.15, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.07146429388816147, "queueFactor": 0.8510698301343627, "queueWeight": 0.8510698301343627, "recentSuccess": 6, "recentSuccessRate": 0.15, "recentTerminal": 40, "recentWilsonLowerBound": 0.07061091708507436, "running": 2, "selectionWeight": 0.060821104460069754, "stale": false, "submissionEligible": false, "throughputPerHour": 6.666666666666667, "waiting": 17341 }, "Vastai_va16": { "available": true, "backlogHours": 692.3823529411765, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.5931487618466835, "queueFactor": 1.0379778988312043, "queueWeight": 1.0379778988312043, "recentSuccess": 34, "recentSuccessRate": 0.25, "recentTerminal": 136, "recentWilsonLowerBound": 0.18477065488842295, "running": 16, "selectionWeight": 0.615675305515951, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 15694 }, "hygon_k100-ai": { "available": true, "backlogHours": 1437.6296296296296, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.81198393993665, "queueFactor": 0.9302355931142616, "queueWeight": 0.9302355931142616, "recentSuccess": 33, "recentSuccessRate": 0.4074074074074074, "recentTerminal": 81, "recentWilsonLowerBound": 0.30696108658374566, "running": 6, "selectionWeight": 1.6855719550804862, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 19408 } }, "queueAttemptedAt": "2026-10-09T11:25:54.554209+00:00", "queueError": null, "queueUpdatedAt": "2026-10-09T11:25:54.554209+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Vastai_va16", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "hygon_k100-ai", "MetaX_c-500", "Biren_166m", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }