{ "communityAttemptedAt": "2026-10-18T21:48:44.448893+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-18T21:48:44.448893+00:00", "frameworkAttemptedAt": "2026-10-18T19:38:23.560846+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43403, "officialConfigError": null, "officialConfigValid": true, "successCount": 21780, "successRate": 0.5018086307398106, "wilsonLowerBound": 0.4971047216463101 }, "vllm": { "framework": "vllm", "modelCount": 57949, "officialConfigError": null, "officialConfigValid": true, "successCount": 15503, "successRate": 0.2675283438885917, "wilsonLowerBound": 0.2639396029929535 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 1, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 1, "successRate": 1.0, "wilsonLowerBound": 0.20654329147389294 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5071, "officialConfigError": null, "officialConfigValid": true, "successCount": 1590, "successRate": 0.3135476237428515, "wilsonLowerBound": 0.30092354518390896 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38260, "officialConfigError": null, "officialConfigValid": true, "successCount": 18233, "successRate": 0.47655514898065865, "wilsonLowerBound": 0.47155308126172446 }, "vllm": { "framework": "vllm", "modelCount": 40453, "officialConfigError": null, "officialConfigValid": true, "successCount": 11099, "successRate": 0.2743677848367241, "wilsonLowerBound": 0.2700412032797469 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13888, "officialConfigError": null, "officialConfigValid": true, "successCount": 5771, "successRate": 0.4155385944700461, "wilsonLowerBound": 0.40736671396179563 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64260, "officialConfigError": null, "officialConfigValid": true, "successCount": 12098, "successRate": 0.1882664176781824, "wilsonLowerBound": 0.18526249795713923 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 33940, "officialConfigError": null, "officialConfigValid": true, "successCount": 7257, "successRate": 0.21381850324101356, "wilsonLowerBound": 0.20948903310612216 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8255, "officialConfigError": null, "officialConfigValid": true, "successCount": 115, "successRate": 0.013930950938824955, "wilsonLowerBound": 0.011619167267882506 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26754, "officialConfigError": null, "officialConfigValid": true, "successCount": 3288, "successRate": 0.12289751065261269, "wilsonLowerBound": 0.11901734278860183 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16518, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10146506841021916, "wilsonLowerBound": 0.09695261863545855 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 17041, "officialConfigError": null, "officialConfigValid": true, "successCount": 6626, "successRate": 0.38882694677542395, "wilsonLowerBound": 0.38153349759605093 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24813, "officialConfigError": null, "officialConfigValid": true, "successCount": 3808, "successRate": 0.15346794019264096, "wilsonLowerBound": 0.14903676884046205 }, "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": 54467, "officialConfigError": null, "officialConfigValid": true, "successCount": 13706, "successRate": 0.2516386068628711, "wilsonLowerBound": 0.24801174515227895 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25114, "officialConfigError": null, "officialConfigValid": true, "successCount": 3192, "successRate": 0.12710042207533648, "wilsonLowerBound": 0.12303778692096162 }, "vllm": { "framework": "vllm", "modelCount": 87108, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11218257794921248, "wilsonLowerBound": 0.11010384852202956 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 48779, "officialConfigError": null, "officialConfigValid": true, "successCount": 5655, "successRate": 0.11593103589659484, "wilsonLowerBound": 0.11312015775668172 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 50655, "officialConfigError": null, "officialConfigValid": true, "successCount": 3787, "successRate": 0.07476063567268779, "wilsonLowerBound": 0.0725023577767007 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 94787, "officialConfigError": null, "officialConfigValid": true, "successCount": 23864, "successRate": 0.25176448247122496, "wilsonLowerBound": 0.2490114710637053 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 116, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5659, "officialConfigError": null, "officialConfigValid": true, "successCount": 590, "successRate": 0.10425870295105143, "wilsonLowerBound": 0.09656313278158477 }, "vllm": { "framework": "vllm", "modelCount": 112904, "officialConfigError": null, "officialConfigValid": true, "successCount": 16538, "successRate": 0.1464784241479487, "wilsonLowerBound": 0.14442794518106644 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 272, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.003676470588235294, "wilsonLowerBound": 0.0006492656971213476 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 25227, "officialConfigError": null, "officialConfigValid": true, "successCount": 4140, "successRate": 0.1641098822689975, "wilsonLowerBound": 0.15959057011837258 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44249, "officialConfigError": null, "officialConfigValid": true, "successCount": 5714, "successRate": 0.1291328617595878, "wilsonLowerBound": 0.12604039599610958 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8424, "officialConfigError": null, "officialConfigValid": true, "successCount": 813, "successRate": 0.09650997150997151, "wilsonLowerBound": 0.09038678152017786 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35353, "officialConfigError": null, "officialConfigValid": true, "successCount": 7089, "successRate": 0.20052046502418466, "wilsonLowerBound": 0.19637935856954994 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61551, "officialConfigError": null, "officialConfigValid": true, "successCount": 12429, "successRate": 0.20193010674075157, "wilsonLowerBound": 0.1987772914803586 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17901, "officialConfigError": null, "officialConfigValid": true, "successCount": 5063, "successRate": 0.2828333612647338, "wilsonLowerBound": 0.27628279575049247 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16061, "officialConfigError": null, "officialConfigValid": true, "successCount": 3876, "successRate": 0.24132992964323516, "wilsonLowerBound": 0.23477466745425554 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69271, "officialConfigError": null, "officialConfigValid": true, "successCount": 19052, "successRate": 0.2750357292373432, "wilsonLowerBound": 0.27172295516859657 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1495, "officialConfigError": null, "officialConfigValid": true, "successCount": 882, "successRate": 0.5899665551839465, "wilsonLowerBound": 0.5648347734075669 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48572, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.44737708968129786, "wilsonLowerBound": 0.4429594685047271 }, "vllm": { "framework": "vllm", "modelCount": 40859, "officialConfigError": null, "officialConfigValid": true, "successCount": 5123, "successRate": 0.1253824126875352, "wilsonLowerBound": 0.12220659413097266 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1195, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6288, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030534351145038167, "wilsonLowerBound": 0.02655998124483518 }, "vllm": { "framework": "vllm", "modelCount": 10105, "officialConfigError": null, "officialConfigValid": true, "successCount": 765, "successRate": 0.07570509648688768, "wilsonLowerBound": 0.07070710236143048 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7699, "officialConfigError": null, "officialConfigValid": true, "successCount": 3383, "successRate": 0.4394077152876997, "wilsonLowerBound": 0.4283541107353508 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7430, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03297442799461642, "wilsonLowerBound": 0.029149250467990415 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19360, "officialConfigError": null, "officialConfigValid": true, "successCount": 5558, "successRate": 0.2870867768595041, "wilsonLowerBound": 0.2807567378015814 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28945, "officialConfigError": null, "officialConfigValid": true, "successCount": 14816, "successRate": 0.5118673346001037, "wilsonLowerBound": 0.506107541328486 }, "vllm": { "framework": "vllm", "modelCount": 68203, "officialConfigError": null, "officialConfigValid": true, "successCount": 7354, "successRate": 0.10782516898083662, "wilsonLowerBound": 0.10551945174701577 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14159, "officialConfigError": null, "officialConfigValid": true, "successCount": 2499, "successRate": 0.17649551522000143, "wilsonLowerBound": 0.1703037925945164 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-18T21:48:44.448893+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1195.1223021582732, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.103586928446077, "queueFactor": 1.0170360024772882, "queueWeight": 1.0170360024772882, "recentSuccess": 50, "recentSuccessRate": 0.3597122302158273, "recentTerminal": 139, "recentWilsonLowerBound": 0.28469128755250095, "running": 8, "selectionWeight": 2.1394236405702753, "stale": false, "submissionEligible": true, "throughputPerHour": 23.166666666666668, "waiting": 27687 }, "Ascend_910-b4": { "available": true, "backlogHours": 1480.046511627907, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9849334227161634, "queueWeight": 0.9849334227161634, "recentSuccess": 50, "recentSuccessRate": 0.3875968992248062, "recentTerminal": 129, "recentWilsonLowerBound": 0.3079326844457963, "running": 8, "selectionWeight": 2.4623335567904086, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 31821 }, "Biren_166m": { "available": true, "backlogHours": 148.32258064516128, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.21858812699878205, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 27, "recentSuccessRate": 0.14516129032258066, "recentTerminal": 186, "recentWilsonLowerBound": 0.10171950180324031, "running": 8, "selectionWeight": 0.2841645650984167, "stale": false, "submissionEligible": true, "throughputPerHour": 31.0, "waiting": 4598 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1576.764705882353, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4309732437981006, "queueFactor": 0.9756255069271602, "queueWeight": 0.9756255069271602, "recentSuccess": 15, "recentSuccessRate": 0.22058823529411764, "recentTerminal": 68, "recentWilsonLowerBound": 0.1384889157967965, "running": 7, "selectionWeight": 0.4204684894525645, "stale": false, "submissionEligible": true, "throughputPerHour": 11.333333333333334, "waiting": 17870 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 485.80165289256195, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.42129918080883566, "queueFactor": 1.1640706284884987, "queueWeight": 1.1640706284884987, "recentSuccess": 24, "recentSuccessRate": 0.19834710743801653, "recentTerminal": 121, "recentWilsonLowerBound": 0.13706713532662643, "running": 8, "selectionWeight": 0.490422002185831, "stale": false, "submissionEligible": true, "throughputPerHour": 20.166666666666668, "waiting": 9797 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 127.8433734939759, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.06893935160708498, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 16, "recentSuccessRate": 0.0963855421686747, "recentTerminal": 166, "recentWilsonLowerBound": 0.060201111371260656, "running": 26, "selectionWeight": 0.08962115708921047, "stale": false, "submissionEligible": true, "throughputPerHour": 27.666666666666668, "waiting": 3537 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 247.92513368983956, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.1253066737966607, "queueFactor": 1.2876567125890201, "queueWeight": 1.2876567125890201, "recentSuccess": 22, "recentSuccessRate": 0.11764705882352941, "recentTerminal": 187, "recentWilsonLowerBound": 0.07898820407454138, "running": 6, "selectionWeight": 0.16135197964647283, "stale": false, "submissionEligible": true, "throughputPerHour": 31.166666666666668, "waiting": 7727 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2548.5789473684213, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.3644548761185056, "queueFactor": 0.9078277750915005, "queueWeight": 0.9078277750915005, "recentSuccess": 14, "recentSuccessRate": 0.3684210526315789, "recentTerminal": 38, "recentWilsonLowerBound": 0.23384013155413794, "running": 2, "selectionWeight": 1.2386900343994118, "stale": false, "submissionEligible": true, "throughputPerHour": 6.333333333333333, "waiting": 16141 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 509.1428571428571, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.8320024244073074, "queueFactor": 1.1559052367729643, "queueWeight": 1.1559052367729643, "recentSuccess": 29, "recentSuccessRate": 0.25892857142857145, "recentTerminal": 112, "recentWilsonLowerBound": 0.18675273129699618, "running": 8, "selectionWeight": 0.961715959380209, "stale": false, "submissionEligible": true, "throughputPerHour": 18.666666666666668, "waiting": 9504 }, "MetaX_c-500": { "available": true, "backlogHours": 741.3548387096774, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6837983310220335, "queueFactor": 1.092557394272157, "queueWeight": 1.092557394272157, "recentSuccess": 23, "recentSuccessRate": 0.24731182795698925, "recentTerminal": 93, "recentWilsonLowerBound": 0.17082099814063503, "running": 4, "selectionWeight": 0.7470889227490827, "stale": false, "submissionEligible": true, "throughputPerHour": 15.5, "waiting": 11491 }, "Mthreads_s4000": { "available": true, "backlogHours": 2992.153846153846, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.32869096425970384, "queueFactor": 0.8862384569392563, "queueWeight": 0.8862384569392563, "recentSuccess": 11, "recentSuccessRate": 0.21153846153846154, "recentTerminal": 52, "recentWilsonLowerBound": 0.12244245849448493, "running": 4, "selectionWeight": 0.2912985729753962, "stale": false, "submissionEligible": true, "throughputPerHour": 8.666666666666666, "waiting": 25932 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3688.6, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.5241277124175885, "queueFactor": 0.8588532141853682, "queueWeight": 0.8588532141853682, "recentSuccess": 12, "recentSuccessRate": 0.4, "recentTerminal": 30, "recentWilsonLowerBound": 0.24590394326083398, "running": 2, "selectionWeight": 1.3090019846388383, "stale": false, "submissionEligible": true, "throughputPerHour": 5.0, "waiting": 18443 }, "Vastai_va16": { "available": true, "backlogHours": 1975.3846153846155, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9431926972250043, "queueWeight": 0.9431926972250043, "recentSuccess": 4, "recentSuccessRate": 0.07692307692307693, "recentTerminal": 52, "recentWilsonLowerBound": 0.03031885429734589, "running": 16, "selectionWeight": 0.047159634861250216, "stale": false, "submissionEligible": false, "throughputPerHour": 8.666666666666666, "waiting": 17120 }, "hygon_k100-ai": { "available": true, "backlogHours": 1558.695652173913, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.4308647118863447, "queueFactor": 0.9773136870191453, "queueWeight": 0.9773136870191453, "recentSuccess": 30, "recentSuccessRate": 0.32608695652173914, "recentTerminal": 92, "recentWilsonLowerBound": 0.2389464540974761, "running": 6, "selectionWeight": 1.3984036671992306, "stale": false, "submissionEligible": true, "throughputPerHour": 15.333333333333334, "waiting": 23900 } }, "queueAttemptedAt": "2026-10-18T21:48:44.448893+00:00", "queueError": null, "queueUpdatedAt": "2026-10-18T21:48:44.448893+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Biren_166m", "Ascend_910-b3", "Ascend_910-b4", "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 }