{ "communityAttemptedAt": "2026-10-06T12:06:53.057674+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-06T12:06:53.057674+00:00", "frameworkAttemptedAt": "2026-10-06T08:46:32.962057+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41210, "officialConfigError": null, "officialConfigValid": true, "successCount": 20262, "successRate": 0.49167677748119387, "wilsonLowerBound": 0.4868509194791947 }, "vllm": { "framework": "vllm", "modelCount": 55200, "officialConfigError": null, "officialConfigValid": true, "successCount": 15182, "successRate": 0.27503623188405796, "wilsonLowerBound": 0.27132686908603265 }, "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": 3862, "officialConfigError": null, "officialConfigValid": true, "successCount": 1162, "successRate": 0.30088037286380115, "wilsonLowerBound": 0.28661893983872694 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35896, "officialConfigError": null, "officialConfigValid": true, "successCount": 16662, "successRate": 0.4641742812569646, "wilsonLowerBound": 0.45901915398788135 }, "vllm": { "framework": "vllm", "modelCount": 39273, "officialConfigError": null, "officialConfigValid": true, "successCount": 10945, "successRate": 0.27869019428105823, "wilsonLowerBound": 0.27427764580560154 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11827, "officialConfigError": null, "officialConfigValid": true, "successCount": 4964, "successRate": 0.4197175953327133, "wilsonLowerBound": 0.41085066154555255 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64193, "officialConfigError": null, "officialConfigValid": true, "successCount": 12095, "successRate": 0.18841618244979982, "wilsonLowerBound": 0.18540977288966712 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26923, "officialConfigError": null, "officialConfigValid": true, "successCount": 5805, "successRate": 0.21561490175686215, "wilsonLowerBound": 0.2107432044059525 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7431, "officialConfigError": null, "officialConfigValid": true, "successCount": 99, "successRate": 0.013322567622123537, "wilsonLowerBound": 0.010955766915679063 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26538, "officialConfigError": null, "officialConfigValid": true, "successCount": 3262, "successRate": 0.12291807973472002, "wilsonLowerBound": 0.11902208585977148 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16499, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.1015819140553973, "wilsonLowerBound": 0.09706454140970787 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14448, "officialConfigError": null, "officialConfigValid": true, "successCount": 5804, "successRate": 0.40171650055370983, "wilsonLowerBound": 0.3937496202793092 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24610, "officialConfigError": null, "officialConfigValid": true, "successCount": 3801, "successRate": 0.15444941080861438, "wilsonLowerBound": 0.14998831626725398 }, "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": 49569, "officialConfigError": null, "officialConfigValid": true, "successCount": 12413, "successRate": 0.25041860840444635, "wilsonLowerBound": 0.246623934046356 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23730, "officialConfigError": null, "officialConfigValid": true, "successCount": 3115, "successRate": 0.13126843657817108, "wilsonLowerBound": 0.12703140151428452 }, "vllm": { "framework": "vllm", "modelCount": 86885, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11242446912585602, "wilsonLowerBound": 0.11034111016663958 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 44884, "officialConfigError": null, "officialConfigValid": true, "successCount": 5453, "successRate": 0.12149095446038677, "wilsonLowerBound": 0.1185008798617487 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43682, "officialConfigError": null, "officialConfigValid": true, "successCount": 3613, "successRate": 0.08271141431253148, "wilsonLowerBound": 0.0801648664243678 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91571, "officialConfigError": null, "officialConfigValid": true, "successCount": 22645, "successRate": 0.2472944491159865, "wilsonLowerBound": 0.24451063554566968 }, "transformers": { "framework": "transformers", "modelCount": 5468, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10607168983174835, "wilsonLowerBound": 0.09818450282521793 }, "vllm": { "framework": "vllm", "modelCount": 112803, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.1465297908743562, "wilsonLowerBound": 0.14447809813960977 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22048, "officialConfigError": null, "officialConfigValid": true, "successCount": 3868, "successRate": 0.1754354136429608, "wilsonLowerBound": 0.17047162653903083 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43497, "officialConfigError": null, "officialConfigValid": true, "successCount": 5659, "successRate": 0.1301009265006782, "wilsonLowerBound": 0.12697200624487764 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7751, "officialConfigError": null, "officialConfigValid": true, "successCount": 716, "successRate": 0.09237517739646497, "wilsonLowerBound": 0.08612927795157699 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33490, "officialConfigError": null, "officialConfigValid": true, "successCount": 6490, "successRate": 0.19378919080322485, "wilsonLowerBound": 0.18959102577474612 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61433, "officialConfigError": null, "officialConfigValid": true, "successCount": 12415, "successRate": 0.2020900818778181, "wilsonLowerBound": 0.1989333092675725 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13378, "officialConfigError": null, "officialConfigValid": true, "successCount": 3872, "successRate": 0.2894304081327553, "wilsonLowerBound": 0.28180686460307297 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14915, "officialConfigError": null, "officialConfigValid": true, "successCount": 3678, "successRate": 0.24659738518270197, "wilsonLowerBound": 0.2397456703407609 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66201, "officialConfigError": null, "officialConfigValid": true, "successCount": 18226, "successRate": 0.27531306173622755, "wilsonLowerBound": 0.27192356121757655 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 629, "officialConfigError": null, "officialConfigValid": true, "successCount": 389, "successRate": 0.6184419713831478, "wilsonLowerBound": 0.5798685535158037 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47930, "officialConfigError": null, "officialConfigValid": true, "successCount": 21361, "successRate": 0.4456707698727311, "wilsonLowerBound": 0.44122547120728284 }, "vllm": { "framework": "vllm", "modelCount": 38881, "officialConfigError": null, "officialConfigValid": true, "successCount": 4445, "successRate": 0.11432319127594455, "wilsonLowerBound": 0.11119827186045655 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 967, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6285, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03054892601431981, "wilsonLowerBound": 0.026572683176579088 }, "vllm": { "framework": "vllm", "modelCount": 10068, "officialConfigError": null, "officialConfigValid": true, "successCount": 755, "successRate": 0.07499006754072308, "wilsonLowerBound": 0.07000590829180167 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6934, "officialConfigError": null, "officialConfigValid": true, "successCount": 3024, "successRate": 0.43611191231612345, "wilsonLowerBound": 0.42447808209095994 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7405, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03295070898041864, "wilsonLowerBound": 0.029120888399895118 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15829, "officialConfigError": null, "officialConfigValid": true, "successCount": 4925, "successRate": 0.31113778507802137, "wilsonLowerBound": 0.30397207049064956 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27791, "officialConfigError": null, "officialConfigValid": true, "successCount": 14150, "successRate": 0.5091576409629016, "wilsonLowerBound": 0.5032791663292518 }, "vllm": { "framework": "vllm", "modelCount": 66227, "officialConfigError": null, "officialConfigValid": true, "successCount": 6948, "successRate": 0.10491189394053785, "wilsonLowerBound": 0.10260085720001878 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13339, "officialConfigError": null, "officialConfigValid": true, "successCount": 2098, "successRate": 0.1572831546592698, "wilsonLowerBound": 0.1512035242881588 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-06T12:18:14.056553+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1021.2774193548388, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3936008207880142, "queueFactor": 0.9849127425246497, "queueWeight": 0.9849127425246497, "recentSuccess": 44, "recentSuccessRate": 0.2838709677419355, "recentTerminal": 155, "recentWilsonLowerBound": 0.2187854177434936, "running": 8, "selectionWeight": 1.3725752063869259, "stale": false, "submissionEligible": true, "throughputPerHour": 25.833333333333332, "waiting": 26383 }, "Ascend_910-b4": { "available": true, "backlogHours": 1169.5945945945946, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9650815495395955, "queueWeight": 0.9650815495395955, "recentSuccess": 53, "recentSuccessRate": 0.3581081081081081, "recentTerminal": 148, "recentWilsonLowerBound": 0.2853531972897633, "running": 8, "selectionWeight": 2.4127038738489888, "stale": false, "submissionEligible": true, "throughputPerHour": 24.666666666666668, "waiting": 28850 }, "Biren_166m": { "available": true, "backlogHours": 112.93103448275862, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.733717070633668, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 38, "recentSuccessRate": 0.21839080459770116, "recentTerminal": 174, "recentWilsonLowerBound": 0.16344723117351284, "running": 8, "selectionWeight": 0.9538321918237684, "stale": false, "submissionEligible": true, "throughputPerHour": 29.0, "waiting": 3275 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1447.8181818181818, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.28999661466818183, "queueFactor": 0.934678411466592, "queueWeight": 0.934678411466592, "recentSuccess": 12, "recentSuccessRate": 0.18181818181818182, "recentTerminal": 66, "recentWilsonLowerBound": 0.1071850142576424, "running": 7, "selectionWeight": 0.2710535751287456, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 15926 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 368.1617647058823, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.8196379858769378, "queueFactor": 1.147792845280944, "queueWeight": 1.147792845280944, "recentSuccess": 32, "recentSuccessRate": 0.23529411764705882, "recentTerminal": 136, "recentWilsonLowerBound": 0.17188509908899885, "running": 6, "selectionWeight": 0.9407746159100326, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 8345 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 42.85714285714286, "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": 0.012605042016806723, "recentTerminal": 476, "recentWilsonLowerBound": 0.0057893822156254915, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 79.33333333333333, "waiting": 3400 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 123.99350649350649, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.18990526467192925, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 37, "recentSuccessRate": 0.12012987012987013, "recentTerminal": 308, "recentWilsonLowerBound": 0.08842258267648853, "running": 3, "selectionWeight": 0.24687684407350804, "stale": false, "submissionEligible": true, "throughputPerHour": 51.333333333333336, "waiting": 6365 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2176.7441860465115, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7739771576826002, "queueFactor": 0.87922131212623, "queueWeight": 0.87922131212623, "recentSuccess": 12, "recentSuccessRate": 0.27906976744186046, "recentTerminal": 43, "recentWilsonLowerBound": 0.16746451821827155, "running": 2, "selectionWeight": 0.6804972121334258, "stale": false, "submissionEligible": true, "throughputPerHour": 7.166666666666667, "waiting": 15600 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 302.4878048780488, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4141612206759745, "queueFactor": 1.1821242735925526, "queueWeight": 1.1821242735925526, "recentSuccess": 29, "recentSuccessRate": 0.17682926829268292, "recentTerminal": 164, "recentWilsonLowerBound": 0.12603379873907736, "running": 8, "selectionWeight": 0.4895900321417912, "stale": false, "submissionEligible": true, "throughputPerHour": 27.333333333333332, "waiting": 8268 }, "MetaX_c-500": { "available": true, "backlogHours": 651.8241758241759, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.8937733610188499, "queueFactor": 1.053536887307373, "queueWeight": 1.053536887307373, "recentSuccess": 31, "recentSuccessRate": 0.34065934065934067, "recentTerminal": 91, "recentWilsonLowerBound": 0.25151222788130057, "running": 4, "selectionWeight": 1.995160092033421, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 9886 }, "Mthreads_s4000": { "available": true, "backlogHours": 1845.1267605633802, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.101562023013682, "queueFactor": 0.9012917267862405, "queueWeight": 0.9012917267862405, "recentSuccess": 26, "recentSuccessRate": 0.36619718309859156, "recentTerminal": 71, "recentWilsonLowerBound": 0.2637005388157354, "running": 4, "selectionWeight": 1.8941204646703862, "stale": false, "submissionEligible": true, "throughputPerHour": 11.833333333333334, "waiting": 21834 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1930.5283018867924, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.20721193274130092, "queueFactor": 0.8951954987463989, "queueWeight": 0.8951954987463989, "recentSuccess": 9, "recentSuccessRate": 0.16981132075471697, "recentTerminal": 53, "recentWilsonLowerBound": 0.09199841772223753, "running": 2, "selectionWeight": 0.18549518947655416, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 17053 }, "Vastai_va16": { "available": true, "backlogHours": 997.1368421052631, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9884531762605877, "queueWeight": 0.9884531762605877, "recentSuccess": 5, "recentSuccessRate": 0.05263157894736842, "recentTerminal": 95, "recentWilsonLowerBound": 0.022687778480124217, "running": 16, "selectionWeight": 0.04942265881302939, "stale": false, "submissionEligible": false, "throughputPerHour": 15.833333333333334, "waiting": 15788 }, "hygon_k100-ai": { "available": true, "backlogHours": 848.5531914893617, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.6372068510428108, "queueFactor": 1.012668859043609, "queueWeight": 1.012668859043609, "recentSuccess": 30, "recentSuccessRate": 0.2127659574468085, "recentTerminal": 141, "recentWilsonLowerBound": 0.15329835090284474, "running": 6, "selectionWeight": 0.6452795348202942, "stale": false, "submissionEligible": true, "throughputPerHour": 23.5, "waiting": 19941 } }, "queueAttemptedAt": "2026-10-06T12:15:17.260164+00:00", "queueError": null, "queueUpdatedAt": "2026-10-06T12:15:17.260164+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Biren_166m", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }