{ "communityAttemptedAt": "2026-10-11T13:31:37.079917+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-11T13:31:37.079917+00:00", "frameworkAttemptedAt": "2026-10-11T13:34:31.963113+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 42132, "officialConfigError": null, "officialConfigValid": true, "successCount": 20906, "successRate": 0.49620241146871735, "wilsonLowerBound": 0.49142869945258505 }, "vllm": { "framework": "vllm", "modelCount": 56399, "officialConfigError": null, "officialConfigValid": true, "successCount": 15342, "successRate": 0.27202609975354175, "wilsonLowerBound": 0.2683690353306232 }, "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": 4342, "officialConfigError": null, "officialConfigValid": true, "successCount": 1307, "successRate": 0.30101335789958544, "wilsonLowerBound": 0.2875502552183148 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36957, "officialConfigError": null, "officialConfigValid": true, "successCount": 17354, "successRate": 0.4695727467056309, "wilsonLowerBound": 0.46448788012940795 }, "vllm": { "framework": "vllm", "modelCount": 39740, "officialConfigError": null, "officialConfigValid": true, "successCount": 11014, "successRate": 0.2771514846502265, "wilsonLowerBound": 0.27277245830589336 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12706, "officialConfigError": null, "officialConfigValid": true, "successCount": 5329, "successRate": 0.41940815362820716, "wilsonLowerBound": 0.4108534143399187 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64214, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18837013735322516, "wilsonLowerBound": 0.18536450290219292 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 29815, "officialConfigError": null, "officialConfigValid": true, "successCount": 6476, "successRate": 0.2172061043099111, "wilsonLowerBound": 0.21256213051712927 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7712, "officialConfigError": null, "officialConfigValid": true, "successCount": 105, "successRate": 0.013615145228215768, "wilsonLowerBound": 0.011260171444320517 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26625, "officialConfigError": null, "officialConfigValid": true, "successCount": 3269, "successRate": 0.1227793427230047, "wilsonLowerBound": 0.1188915646686596 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16508, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10152653259025927, "wilsonLowerBound": 0.09701149316250736 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15588, "officialConfigError": null, "officialConfigValid": true, "successCount": 6158, "successRate": 0.39504747241467797, "wilsonLowerBound": 0.38739980247053724 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24737, "officialConfigError": null, "officialConfigValid": true, "successCount": 3806, "successRate": 0.15385859239196345, "wilsonLowerBound": 0.14941596719976147 }, "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": 51612, "officialConfigError": null, "officialConfigValid": true, "successCount": 13005, "successRate": 0.2519762845849802, "wilsonLowerBound": 0.2482492652689567 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24327, "officialConfigError": null, "officialConfigValid": true, "successCount": 3143, "successRate": 0.1291980104410737, "wilsonLowerBound": 0.12504146477684208 }, "vllm": { "framework": "vllm", "modelCount": 86989, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11233604248813069, "wilsonLowerBound": 0.1102546441045114 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 46109, "officialConfigError": null, "officialConfigValid": true, "successCount": 5546, "successRate": 0.12028020559977445, "wilsonLowerBound": 0.11734264236381389 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 46572, "officialConfigError": null, "officialConfigValid": true, "successCount": 3653, "successRate": 0.0784376878811303, "wilsonLowerBound": 0.07603046514506831 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 93615, "officialConfigError": null, "officialConfigValid": true, "successCount": 23300, "successRate": 0.24889173743524007, "wilsonLowerBound": 0.2461323337268517 }, "transformers": { "framework": "transformers", "modelCount": 5557, "officialConfigError": null, "officialConfigValid": true, "successCount": 585, "successRate": 0.10527262911642973, "wilsonLowerBound": 0.09747414111074428 }, "vllm": { "framework": "vllm", "modelCount": 112854, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.146472433409538, "wilsonLowerBound": 0.1444215380732927 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 96, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.010416666666666666, "wilsonLowerBound": 0.0018411228184366352 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 23462, "officialConfigError": null, "officialConfigValid": true, "successCount": 3980, "successRate": 0.16963600716051488, "wilsonLowerBound": 0.16488768571867296 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43625, "officialConfigError": null, "officialConfigValid": true, "successCount": 5674, "successRate": 0.13006303724928367, "wilsonLowerBound": 0.12693905710074657 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8048, "officialConfigError": null, "officialConfigValid": true, "successCount": 751, "successRate": 0.09331510934393639, "wilsonLowerBound": 0.08715268577058863 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34257, "officialConfigError": null, "officialConfigValid": true, "successCount": 6762, "successRate": 0.1973903143883002, "wilsonLowerBound": 0.19320935537528564 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61481, "officialConfigError": null, "officialConfigValid": true, "successCount": 12423, "successRate": 0.2020624257900815, "wilsonLowerBound": 0.19890704231526266 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15324, "officialConfigError": null, "officialConfigValid": true, "successCount": 4346, "successRate": 0.28360741320803967, "wilsonLowerBound": 0.27652552253666707 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15309, "officialConfigError": null, "officialConfigValid": true, "successCount": 3734, "successRate": 0.24390881181004637, "wilsonLowerBound": 0.23717087443026186 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67546, "officialConfigError": null, "officialConfigValid": true, "successCount": 18619, "successRate": 0.2756491872205608, "wilsonLowerBound": 0.27229217935645217 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 921, "officialConfigError": null, "officialConfigValid": true, "successCount": 556, "successRate": 0.6036916395222585, "wilsonLowerBound": 0.5717336010340232 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48346, "officialConfigError": null, "officialConfigValid": true, "successCount": 21686, "successRate": 0.4485583088569892, "wilsonLowerBound": 0.44412918943028845 }, "vllm": { "framework": "vllm", "modelCount": 39654, "officialConfigError": null, "officialConfigValid": true, "successCount": 4752, "successRate": 0.11983658647299138, "wilsonLowerBound": 0.11667675032296591 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1058, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6287, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030539207889295372, "wilsonLowerBound": 0.02656421387260057 }, "vllm": { "framework": "vllm", "modelCount": 10085, "officialConfigError": null, "officialConfigValid": true, "successCount": 761, "successRate": 0.07545860188398612, "wilsonLowerBound": 0.07046362140369612 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7247, "officialConfigError": null, "officialConfigValid": true, "successCount": 3177, "successRate": 0.43838829860631984, "wilsonLowerBound": 0.4269997558254568 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7419, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.033023318506537266, "wilsonLowerBound": 0.02919254963460024 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17967, "officialConfigError": null, "officialConfigValid": true, "successCount": 5347, "successRate": 0.29760115767796513, "wilsonLowerBound": 0.2909595973414066 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28270, "officialConfigError": null, "officialConfigValid": true, "successCount": 14445, "successRate": 0.5109656880084895, "wilsonLowerBound": 0.5051374101855693 }, "vllm": { "framework": "vllm", "modelCount": 67114, "officialConfigError": null, "officialConfigValid": true, "successCount": 7147, "successRate": 0.10649044908662872, "wilsonLowerBound": 0.10417917977751152 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13622, "officialConfigError": null, "officialConfigValid": true, "successCount": 2245, "successRate": 0.16480692996623109, "wilsonLowerBound": 0.15867118155088172 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-11T13:34:31.963113+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 999.8117647058824, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9444945071816718, "queueFactor": 0.9279859225664925, "queueWeight": 0.9279859225664925, "recentSuccess": 39, "recentSuccessRate": 0.22941176470588234, "recentTerminal": 170, "recentWilsonLowerBound": 0.17260330023616693, "running": 8, "selectionWeight": 0.8764776066059684, "stale": false, "submissionEligible": true, "throughputPerHour": 28.333333333333332, "waiting": 28328 }, "Ascend_910-b4": { "available": true, "backlogHours": 1095.3176470588235, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.915373028480242, "queueWeight": 0.915373028480242, "recentSuccess": 57, "recentSuccessRate": 0.3352941176470588, "recentTerminal": 170, "recentWilsonLowerBound": 0.2686605508179393, "running": 7, "selectionWeight": 2.2884325712006053, "stale": false, "submissionEligible": true, "throughputPerHour": 28.333333333333332, "waiting": 31034 }, "Biren_166m": { "available": true, "backlogHours": 148.0180995475113, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3663778788499915, "queueFactor": 1.2358959267814953, "queueWeight": 1.2358959267814953, "recentSuccess": 34, "recentSuccessRate": 0.15384615384615385, "recentTerminal": 221, "recentWilsonLowerBound": 0.1122297766658518, "running": 8, "selectionWeight": 0.45280492813354867, "stale": false, "submissionEligible": false, "throughputPerHour": 36.833333333333336, "waiting": 5452 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 995.4599999999999, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2902314618994913, "queueFactor": 0.9285933141505683, "queueWeight": 0.9285933141505683, "recentSuccess": 16, "recentSuccessRate": 0.16, "recentTerminal": 100, "recentWilsonLowerBound": 0.10095202349473717, "running": 7, "selectionWeight": 0.269506995076013, "stale": false, "submissionEligible": false, "throughputPerHour": 16.666666666666668, "waiting": 16591 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 272.26130653266335, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3644950801188498, "queueFactor": 1.1279276312213413, "queueWeight": 1.1279276312213413, "recentSuccess": 31, "recentSuccessRate": 0.15577889447236182, "recentTerminal": 199, "recentWilsonLowerBound": 0.11196725210721599, "running": 6, "selectionWeight": 0.41112407231028725, "stale": false, "submissionEligible": false, "throughputPerHour": 33.166666666666664, "waiting": 9030 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 59.51813471502591, "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": 0.018134715025906734, "recentTerminal": 386, "recentWilsonLowerBound": 0.008811503261358882, "running": 22, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 64.33333333333333, "waiting": 3829 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 130.3416149068323, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.09528054924419282, "queueFactor": 1.2596986381927955, "queueWeight": 1.2596986381927955, "recentSuccess": 28, "recentSuccessRate": 0.08695652173913043, "recentTerminal": 322, "recentWilsonLowerBound": 0.06084614980132766, "running": 14, "selectionWeight": 0.12002477812917128, "stale": false, "submissionEligible": false, "throughputPerHour": 53.666666666666664, "waiting": 6995 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2577.1666666666665, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5727694756062456, "queueFactor": 0.8051146860639662, "queueWeight": 0.8051146860639662, "recentSuccess": 9, "recentSuccessRate": 0.25, "recentTerminal": 36, "recentWilsonLowerBound": 0.13750323839225387, "running": 2, "selectionWeight": 0.46114511653974494, "stale": false, "submissionEligible": false, "throughputPerHour": 6.0, "waiting": 15463 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 277.98930481283423, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.49353383523476135, "queueFactor": 1.1244105488643035, "queueWeight": 1.1244105488643035, "recentSuccess": 33, "recentSuccessRate": 0.17647058823529413, "recentTerminal": 187, "recentWilsonLowerBound": 0.12850519475405223, "running": 7, "selectionWeight": 0.5549346505594227, "stale": false, "submissionEligible": false, "throughputPerHour": 31.166666666666668, "waiting": 8664 }, "MetaX_c-500": { "available": true, "backlogHours": 429.70469798657723, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8245942427661044, "queueFactor": 1.053303698659989, "queueWeight": 1.053303698659989, "recentSuccess": 33, "recentSuccessRate": 0.2214765100671141, "recentTerminal": 149, "recentWilsonLowerBound": 0.1622742038249329, "running": 4, "selectionWeight": 0.8685481657992706, "stale": false, "submissionEligible": true, "throughputPerHour": 24.833333333333332, "waiting": 10671 }, "Mthreads_s4000": { "available": true, "backlogHours": 1394.6538461538462, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7154079604391259, "queueFactor": 0.8827935678189526, "queueWeight": 0.8827935678189526, "recentSuccess": 23, "recentSuccessRate": 0.22115384615384615, "recentTerminal": 104, "recentWilsonLowerBound": 0.1521283501066639, "running": 4, "selectionWeight": 0.6315575458421361, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 24174 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1176.6067415730336, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.9055958520457736, "queueWeight": 0.9055958520457736, "recentSuccess": 6, "recentSuccessRate": 0.06741573033707865, "recentTerminal": 89, "recentWilsonLowerBound": 0.03126095907688764, "running": 2, "selectionWeight": 0.04527979260228868, "stale": false, "submissionEligible": false, "throughputPerHour": 14.833333333333334, "waiting": 17453 }, "Vastai_va16": { "available": true, "backlogHours": 562.9580838323353, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.27503351098305034, "queueFactor": 1.011480968020856, "queueWeight": 1.011480968020856, "recentSuccess": 24, "recentSuccessRate": 0.1437125748502994, "recentTerminal": 167, "recentWilsonLowerBound": 0.098513864816618, "running": 15, "selectionWeight": 0.2781911619273105, "stale": false, "submissionEligible": false, "throughputPerHour": 27.833333333333332, "waiting": 15669 }, "hygon_k100-ai": { "available": true, "backlogHours": 651.9893617021277, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.38011108060104576, "queueFactor": 0.9894481664673566, "queueWeight": 0.9894481664673566, "recentSuccess": 30, "recentSuccessRate": 0.1595744680851064, "recentTerminal": 188, "recentWilsonLowerBound": 0.1141227739943637, "running": 5, "selectionWeight": 0.3761002117546303, "stale": false, "submissionEligible": false, "throughputPerHour": 31.333333333333332, "waiting": 20429 } }, "queueAttemptedAt": "2026-10-11T13:34:31.963113+00:00", "queueError": null, "queueUpdatedAt": "2026-10-11T13:34:31.963113+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "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 }