{ "communityAttemptedAt": "2026-10-09T12:16:55.367524+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-09T12:16:55.367524+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": "2026-10-09T12:22:48.167068+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1111.731543624161, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.2869489501924727, "queueFactor": 0.9628487665429558, "queueWeight": 0.9628487665429558, "recentSuccess": 45, "recentSuccessRate": 0.30201342281879195, "recentTerminal": 149, "recentWilsonLowerBound": 0.2340297785937904, "running": 8, "selectionWeight": 1.2391372092965742, "stale": false, "submissionEligible": true, "throughputPerHour": 24.833333333333332, "waiting": 27608 }, "Ascend_910-b4": { "available": true, "backlogHours": 1452.48, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.8180725873473413, "queueFactor": 0.9249995968698482, "queueWeight": 0.9249995968698482, "recentSuccess": 44, "recentSuccessRate": 0.352, "recentTerminal": 125, "recentWilsonLowerBound": 0.27382659191147585, "running": 8, "selectionWeight": 1.6817164103764126, "stale": false, "submissionEligible": true, "throughputPerHour": 20.833333333333332, "waiting": 30260 }, "Biren_166m": { "available": true, "backlogHours": 217.3064516129032, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5659455533728893, "queueFactor": 1.229977521602499, "queueWeight": 1.229977521602499, "recentSuccess": 28, "recentSuccessRate": 0.22580645161290322, "recentTerminal": 124, "recentWilsonLowerBound": 0.16109993441103604, "running": 8, "selectionWeight": 0.6961003090995412, "stale": false, "submissionEligible": true, "throughputPerHour": 20.666666666666668, "waiting": 4491 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1304.842105263158, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.4280379453207905, "queueFactor": 0.9399924671305105, "queueWeight": 0.9399924671305105, "recentSuccess": 26, "recentSuccessRate": 0.34210526315789475, "recentTerminal": 76, "recentWilsonLowerBound": 0.2453616992261352, "running": 7, "selectionWeight": 1.342344911378075, "stale": false, "submissionEligible": true, "throughputPerHour": 12.666666666666666, "waiting": 16528 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 448.0165289256198, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3538505156907614, "queueFactor": 1.103478719087121, "queueWeight": 1.103478719087121, "recentSuccess": 23, "recentSuccessRate": 0.19008264462809918, "recentTerminal": 121, "recentWilsonLowerBound": 0.1301333553120293, "running": 7, "selectionWeight": 0.3904665138027586, "stale": false, "submissionEligible": false, "throughputPerHour": 20.166666666666668, "waiting": 9035 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 141.0, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 11, "recentSuccessRate": 0.08208955223880597, "recentTerminal": 134, "recentWilsonLowerBound": 0.04645384604066764, "running": 8, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 22.333333333333332, "waiting": 3149 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 247.1042944785276, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.5470895447187827, "queueFactor": 1.2064963813102492, "queueWeight": 1.2064963813102492, "recentSuccess": 35, "recentSuccessRate": 0.2147239263803681, "recentTerminal": 163, "recentWilsonLowerBound": 0.15863761247485123, "running": 4, "selectionWeight": 0.660061555955883, "stale": false, "submissionEligible": true, "throughputPerHour": 27.166666666666668, "waiting": 6713 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2512.8648648648646, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.2637625116481416, "queueFactor": 0.8519864690747709, "queueWeight": 0.8519864690747709, "recentSuccess": 8, "recentSuccessRate": 0.21621621621621623, "recentTerminal": 37, "recentWilsonLowerBound": 0.11386376851955585, "running": 2, "selectionWeight": 0.22472209097339327, "stale": false, "submissionEligible": false, "throughputPerHour": 6.166666666666667, "waiting": 15496 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 365.3013698630137, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3549803097430792, "queueFactor": 1.1377854416069542, "queueWeight": 1.1377854416069542, "recentSuccess": 27, "recentSuccessRate": 0.18493150684931506, "recentTerminal": 146, "recentWilsonLowerBound": 0.1303220534783932, "running": 7, "selectionWeight": 0.40389142848280274, "stale": false, "submissionEligible": false, "throughputPerHour": 24.333333333333332, "waiting": 8889 }, "MetaX_c-500": { "available": true, "backlogHours": 548.2372881355932, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.2567731325039908, "queueFactor": 1.0705643619366167, "queueWeight": 1.0705643619366167, "recentSuccess": 20, "recentSuccessRate": 0.1694915254237288, "recentTerminal": 118, "recentWilsonLowerBound": 0.11248224271964077, "running": 4, "selectionWeight": 0.2748921647616013, "stale": false, "submissionEligible": false, "throughputPerHour": 19.666666666666668, "waiting": 10782 }, "Mthreads_s4000": { "available": true, "backlogHours": 1772.7631578947369, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8977604312965484, "queueWeight": 0.8977604312965484, "recentSuccess": 32, "recentSuccessRate": 0.42105263157894735, "recentTerminal": 76, "recentWilsonLowerBound": 0.3164844262757472, "running": 4, "selectionWeight": 2.244401078241371, "stale": false, "submissionEligible": true, "throughputPerHour": 12.666666666666666, "waiting": 22455 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2537.560975609756, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.08718388044874827, "queueFactor": 0.8507375351374702, "queueWeight": 0.8507375351374702, "recentSuccess": 6, "recentSuccessRate": 0.14634146341463414, "recentTerminal": 41, "recentWilsonLowerBound": 0.0688415452945541, "running": 2, "selectionWeight": 0.07417059955668798, "stale": false, "submissionEligible": false, "throughputPerHour": 6.833333333333333, "waiting": 17340 }, "Vastai_va16": { "available": true, "backlogHours": 615.7647058823529, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.6315096353472629, "queueFactor": 1.052072935951843, "queueWeight": 1.052072935951843, "recentSuccess": 35, "recentSuccessRate": 0.22875816993464052, "recentTerminal": 153, "recentWilsonLowerBound": 0.16933009405883606, "running": 16, "selectionWeight": 0.6643941961416727, "stale": false, "submissionEligible": true, "throughputPerHour": 25.5, "waiting": 15702 }, "hygon_k100-ai": { "available": true, "backlogHours": 1420.2439024390244, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.271186155754475, "queueFactor": 0.9281189234704963, "queueWeight": 0.9281189234704963, "recentSuccess": 33, "recentSuccessRate": 0.4024390243902439, "recentTerminal": 82, "recentWilsonLowerBound": 0.30297275905176574, "running": 6, "selectionWeight": 2.107930849879938, "stale": false, "submissionEligible": true, "throughputPerHour": 13.666666666666666, "waiting": 19410 } }, "queueAttemptedAt": "2026-10-09T12:22:48.167068+00:00", "queueError": null, "queueUpdatedAt": "2026-10-09T12:22:48.167068+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 }