{ "communityAttemptedAt": "2026-10-09T06:40:53.471733+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-09T06:40:53.471733+00:00", "frameworkAttemptedAt": "2026-10-09T02:26:01.864578+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41692, "officialConfigError": null, "officialConfigValid": true, "successCount": 20610, "successRate": 0.49433944161949533, "wilsonLowerBound": 0.48954095073732595 }, "vllm": { "framework": "vllm", "modelCount": 55823, "officialConfigError": null, "officialConfigValid": true, "successCount": 15269, "successRate": 0.2735252494491518, "wilsonLowerBound": 0.2698430001338637 }, "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": 4108, "officialConfigError": null, "officialConfigValid": true, "successCount": 1237, "successRate": 0.3011197663096397, "wilsonLowerBound": 0.2872823790231724 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36452, "officialConfigError": null, "officialConfigValid": true, "successCount": 17028, "successRate": 0.4671348622846483, "wilsonLowerBound": 0.4620167639123405 }, "vllm": { "framework": "vllm", "modelCount": 39510, "officialConfigError": null, "officialConfigValid": true, "successCount": 10970, "successRate": 0.27765122753733235, "wilsonLowerBound": 0.2732570393453865 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12307, "officialConfigError": null, "officialConfigValid": true, "successCount": 5176, "successRate": 0.4205736572682213, "wilsonLowerBound": 0.41187808847299867 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26586, "officialConfigError": null, "officialConfigValid": true, "successCount": 3267, "successRate": 0.12288422477995938, "wilsonLowerBound": 0.11899217262171444 }, "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": 15068, "officialConfigError": null, "officialConfigValid": true, "successCount": 5984, "successRate": 0.39713299707990446, "wilsonLowerBound": 0.38934736274008724 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24679, "officialConfigError": null, "officialConfigValid": true, "successCount": 3805, "successRate": 0.1541796669232951, "wilsonLowerBound": 0.14972799918680002 }, "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": 50638, "officialConfigError": null, "officialConfigValid": true, "successCount": 12722, "successRate": 0.25123425095777874, "wilsonLowerBound": 0.24747549419208276 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23813, "officialConfigError": null, "officialConfigValid": true, "successCount": 3124, "successRate": 0.13118884642842146, "wilsonLowerBound": 0.1269602147665033 }, "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": 45618, "officialConfigError": null, "officialConfigValid": true, "successCount": 5497, "successRate": 0.1205006795563155, "wilsonLowerBound": 0.11754514159473752 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 45419, "officialConfigError": null, "officialConfigValid": true, "successCount": 3644, "successRate": 0.08023074043902331, "wilsonLowerBound": 0.07776778085221248 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 92169, "officialConfigError": null, "officialConfigValid": true, "successCount": 22956, "successRate": 0.24906421898903103, "wilsonLowerBound": 0.2462826821390413 }, "transformers": { "framework": "transformers", "modelCount": 5498, "officialConfigError": null, "officialConfigValid": true, "successCount": 581, "successRate": 0.10567479083303019, "wilsonLowerBound": 0.09782210371120935 }, "vllm": { "framework": "vllm", "modelCount": 112840, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14649060616802553, "wilsonLowerBound": 0.14443947773088775 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22635, "officialConfigError": null, "officialConfigValid": true, "successCount": 3933, "successRate": 0.17375745526838965, "wilsonLowerBound": 0.16887674015329082 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43580, "officialConfigError": null, "officialConfigValid": true, "successCount": 5669, "successRate": 0.13008260670032123, "wilsonLowerBound": 0.12695682712735903 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7862, "officialConfigError": null, "officialConfigValid": true, "successCount": 728, "successRate": 0.09259730348511828, "wilsonLowerBound": 0.08638724845652866 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33892, "officialConfigError": null, "officialConfigValid": true, "successCount": 6641, "successRate": 0.19594594594594594, "wilsonLowerBound": 0.1917546145422252 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61461, "officialConfigError": null, "officialConfigValid": true, "successCount": 12418, "successRate": 0.20204682644278485, "wilsonLowerBound": 0.19889102513372375 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14438, "officialConfigError": null, "officialConfigValid": true, "successCount": 4132, "successRate": 0.28618922288405596, "wilsonLowerBound": 0.278874257660659 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15134, "officialConfigError": null, "officialConfigValid": true, "successCount": 3709, "successRate": 0.2450773093696313, "wilsonLowerBound": 0.23828954653163273 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66910, "officialConfigError": null, "officialConfigValid": true, "successCount": 18439, "successRate": 0.2755791361530414, "wilsonLowerBound": 0.2722065433410296 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 771, "officialConfigError": null, "officialConfigValid": true, "successCount": 471, "successRate": 0.6108949416342413, "wilsonLowerBound": 0.5760113236474528 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48158, "officialConfigError": null, "officialConfigValid": true, "successCount": 21542, "successRate": 0.4473192408322605, "wilsonLowerBound": 0.4428827505391757 }, "vllm": { "framework": "vllm", "modelCount": 39296, "officialConfigError": null, "officialConfigValid": true, "successCount": 4614, "successRate": 0.11741653094462541, "wilsonLowerBound": 0.11427095431650622 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1021, "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": 10074, "officialConfigError": null, "officialConfigValid": true, "successCount": 757, "successRate": 0.07514393488187412, "wilsonLowerBound": 0.07015631379603524 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7100, "officialConfigError": null, "officialConfigValid": true, "successCount": 3106, "successRate": 0.43746478873239436, "wilsonLowerBound": 0.4259625409702927 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7412, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03291958985429034, "wilsonLowerBound": 0.029093335268996913 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16981, "officialConfigError": null, "officialConfigValid": true, "successCount": 5058, "successRate": 0.2978623167069077, "wilsonLowerBound": 0.2910301678031268 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28014, "officialConfigError": null, "officialConfigValid": true, "successCount": 14291, "successRate": 0.5101377882487328, "wilsonLowerBound": 0.504282846472778 }, "vllm": { "framework": "vllm", "modelCount": 66748, "officialConfigError": null, "officialConfigValid": true, "successCount": 7074, "successRate": 0.10598070354167916, "wilsonLowerBound": 0.1036681382164597 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13472, "officialConfigError": null, "officialConfigValid": true, "successCount": 2170, "successRate": 0.1610748218527316, "wilsonLowerBound": 0.1549640910369763 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-09T06:44:52.160975+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1083.155844155844, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5693383314894875, "queueFactor": 0.9833902426139763, "queueWeight": 0.9833902426139763, "recentSuccess": 54, "recentSuccessRate": 0.35064935064935066, "recentTerminal": 154, "recentWilsonLowerBound": 0.27975300977169365, "running": 8, "selectionWeight": 1.54327200254686, "stale": false, "submissionEligible": true, "throughputPerHour": 25.666666666666668, "waiting": 27801 }, "Ascend_910-b4": { "available": true, "backlogHours": 1470.6290322580644, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.1245578195746337, "queueFactor": 0.9392994469347291, "queueWeight": 0.9392994469347291, "recentSuccess": 50, "recentSuccessRate": 0.4032258064516129, "recentTerminal": 124, "recentWilsonLowerBound": 0.32104885004590483, "running": 8, "selectionWeight": 1.9955959849073075, "stale": false, "submissionEligible": true, "throughputPerHour": 20.666666666666668, "waiting": 30393 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 968.7169811320754, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.17275211479364955, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 17, "recentSuccessRate": 0.16037735849056603, "recentTerminal": 106, "recentWilsonLowerBound": 0.10260935199272832, "running": 6, "selectionWeight": 0.17275211479364955, "stale": false, "submissionEligible": false, "throughputPerHour": 17.666666666666668, "waiting": 17114 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 433.21875, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.25658608579964515, "queueFactor": 1.1282970435656858, "queueWeight": 1.1282970435656858, "recentSuccess": 23, "recentSuccessRate": 0.1796875, "recentTerminal": 128, "recentWilsonLowerBound": 0.12282372833083033, "running": 7, "selectionWeight": 0.289505322027831, "stale": false, "submissionEligible": false, "throughputPerHour": 21.333333333333332, "waiting": 9242 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 60.17088607594937, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 6, "recentSuccessRate": 0.0189873417721519, "recentTerminal": 316, "recentWilsonLowerBound": 0.00873028648614037, "running": 1, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 52.666666666666664, "waiting": 3169 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 235.25581395348837, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.6010546747577881, "queueFactor": 1.2365124177623794, "queueWeight": 1.2365124177623794, "recentSuccess": 41, "recentSuccessRate": 0.23837209302325582, "recentTerminal": 172, "recentWilsonLowerBound": 0.1808502189381776, "running": 5, "selectionWeight": 0.7432115690921332, "stale": false, "submissionEligible": true, "throughputPerHour": 28.666666666666668, "waiting": 6744 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2223.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.4565330903459883, "queueFactor": 0.8828534480240214, "queueWeight": 0.8828534480240214, "recentSuccess": 17, "recentSuccessRate": 0.40476190476190477, "recentTerminal": 42, "recentWilsonLowerBound": 0.2704264767120908, "running": 2, "selectionWeight": 1.2859052609730393, "stale": false, "submissionEligible": true, "throughputPerHour": 7.0, "waiting": 15561 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 373.5724137931034, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4274982519497791, "queueFactor": 1.1536479990111848, "queueWeight": 1.1536479990111848, "recentSuccess": 31, "recentSuccessRate": 0.21379310344827587, "recentTerminal": 145, "recentWilsonLowerBound": 0.15490148025035644, "running": 8, "selectionWeight": 0.49318250294264193, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 9028 }, "MetaX_c-500": { "available": true, "backlogHours": 685.5157894736842, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.030116088908645, "queueFactor": 1.0532389648410363, "queueWeight": 1.0532389648410363, "recentSuccess": 30, "recentSuccessRate": 0.3157894736842105, "recentTerminal": 95, "recentWilsonLowerBound": 0.23103088128713048, "running": 4, "selectionWeight": 1.084958403148238, "stale": false, "submissionEligible": true, "throughputPerHour": 15.833333333333334, "waiting": 10854 }, "Mthreads_s4000": { "available": true, "backlogHours": 1803.2, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.911009597110734, "queueWeight": 0.911009597110734, "recentSuccess": 34, "recentSuccessRate": 0.4533333333333333, "recentTerminal": 75, "recentWilsonLowerBound": 0.34569612127592114, "running": 4, "selectionWeight": 2.277523992776835, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 22540 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2676.6153846153848, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3735364535902562, "queueFactor": 0.8586014971686482, "queueWeight": 0.8586014971686482, "recentSuccess": 10, "recentSuccessRate": 0.2564102564102564, "recentTerminal": 39, "recentWilsonLowerBound": 0.1456862584345219, "running": 2, "selectionWeight": 0.3207189582996613, "stale": false, "submissionEligible": false, "throughputPerHour": 6.5, "waiting": 17398 }, "Vastai_va16": { "available": true, "backlogHours": 769.4769230769231, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.8713118458264599, "queueFactor": 1.0351426361374907, "queueWeight": 1.0351426361374907, "recentSuccess": 37, "recentSuccessRate": 0.2846153846153846, "recentTerminal": 130, "recentWilsonLowerBound": 0.2141010882972002, "running": 15, "selectionWeight": 0.9019320409866246, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 16672 }, "hygon_k100-ai": { "available": true, "backlogHours": 1336.0689655172414, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.378312706603092, "queueFactor": 0.952917286709057, "queueWeight": 0.952917286709057, "recentSuccess": 31, "recentSuccessRate": 0.3563218390804598, "recentTerminal": 87, "recentWilsonLowerBound": 0.26372577394831054, "running": 6, "selectionWeight": 1.313418004612835, "stale": false, "submissionEligible": true, "throughputPerHour": 14.5, "waiting": 19373 } }, "queueAttemptedAt": "2026-10-09T06:40:53.471733+00:00", "queueError": null, "queueUpdatedAt": "2026-10-09T06:40:53.471733+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", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }