{ "communityAttemptedAt": "2026-10-02T04:24:28.368658+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-02T04:24:28.368658+00:00", "frameworkAttemptedAt": "2026-10-02T02:13:23.059240+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40545, "officialConfigError": null, "officialConfigValid": true, "successCount": 19782, "successRate": 0.4879023307436182, "wilsonLowerBound": 0.48303817599291515 }, "vllm": { "framework": "vllm", "modelCount": 54249, "officialConfigError": null, "officialConfigValid": true, "successCount": 15023, "successRate": 0.2769267636269793, "wilsonLowerBound": 0.2731770626962107 }, "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": 3409, "officialConfigError": null, "officialConfigValid": true, "successCount": 974, "successRate": 0.2857142857142857, "wilsonLowerBound": 0.2707970367849107 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35072, "officialConfigError": null, "officialConfigValid": true, "successCount": 16111, "successRate": 0.45936929744525545, "wilsonLowerBound": 0.4541583967587836 }, "vllm": { "framework": "vllm", "modelCount": 38886, "officialConfigError": null, "officialConfigValid": true, "successCount": 10876, "successRate": 0.2796893483515918, "wilsonLowerBound": 0.2752500204823082 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11099, "officialConfigError": null, "officialConfigValid": true, "successCount": 4647, "successRate": 0.41868636814127397, "wilsonLowerBound": 0.4095377146583366 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64155, "officialConfigError": null, "officialConfigValid": true, "successCount": 12094, "successRate": 0.1885121970228353, "wilsonLowerBound": 0.18550430522194783 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 24837, "officialConfigError": null, "officialConfigValid": true, "successCount": 5110, "successRate": 0.20574143415066232, "wilsonLowerBound": 0.20075966691535382 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7168, "officialConfigError": null, "officialConfigValid": true, "successCount": 83, "successRate": 0.011579241071428572, "wilsonLowerBound": 0.009351074208078165 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26492, "officialConfigError": null, "officialConfigValid": true, "successCount": 3258, "successRate": 0.1229805224218632, "wilsonLowerBound": 0.11908032262801024 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16494, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10161270765126713, "wilsonLowerBound": 0.09709403773620466 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13608, "officialConfigError": null, "officialConfigValid": true, "successCount": 5540, "successRate": 0.4071134626690182, "wilsonLowerBound": 0.3988860789330616 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24511, "officialConfigError": null, "officialConfigValid": true, "successCount": 3797, "successRate": 0.15491004039002898, "wilsonLowerBound": 0.15043447726727807 }, "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": 48008, "officialConfigError": null, "officialConfigValid": true, "successCount": 11950, "successRate": 0.24891684719213464, "wilsonLowerBound": 0.24506918272375913 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23628, "officialConfigError": null, "officialConfigValid": true, "successCount": 3104, "successRate": 0.1313695615371593, "wilsonLowerBound": 0.1271220960106869 }, "vllm": { "framework": "vllm", "modelCount": 86829, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11249697681650139, "wilsonLowerBound": 0.11041235689948715 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43666, "officialConfigError": null, "officialConfigValid": true, "successCount": 5317, "successRate": 0.12176521778958457, "wilsonLowerBound": 0.11873118017419912 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 40303, "officialConfigError": null, "officialConfigValid": true, "successCount": 3566, "successRate": 0.08847976577425998, "wilsonLowerBound": 0.08574620816399568 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90818, "officialConfigError": null, "officialConfigValid": true, "successCount": 22245, "successRate": 0.2449404303111718, "wilsonLowerBound": 0.24215426697804973 }, "transformers": { "framework": "transformers", "modelCount": 5428, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10685335298452468, "wilsonLowerBound": 0.09891112169743176 }, "vllm": { "framework": "vllm", "modelCount": 112774, "officialConfigError": null, "officialConfigValid": true, "successCount": 16528, "successRate": 0.1465586039335308, "wilsonLowerBound": 0.1445064799212527 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20894, "officialConfigError": null, "officialConfigValid": true, "successCount": 3759, "successRate": 0.1799081075906959, "wilsonLowerBound": 0.1747587247628604 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43322, "officialConfigError": null, "officialConfigValid": true, "successCount": 5638, "successRate": 0.1301417293753751, "wilsonLowerBound": 0.12700613577569259 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7517, "officialConfigError": null, "officialConfigValid": true, "successCount": 670, "successRate": 0.08913130238126912, "wilsonLowerBound": 0.08289804929966357 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 201, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.1791044776119403, "wilsonLowerBound": 0.13226856106642715 }, "vllm": { "framework": "vllm", "modelCount": 32873, "officialConfigError": null, "officialConfigValid": true, "successCount": 6268, "successRate": 0.19067319684847747, "wilsonLowerBound": 0.18646281750687724 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61341, "officialConfigError": null, "officialConfigValid": true, "successCount": 12407, "successRate": 0.20226276063318172, "wilsonLowerBound": 0.1991026116139711 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11786, "officialConfigError": null, "officialConfigValid": true, "successCount": 3466, "successRate": 0.2940777193280163, "wilsonLowerBound": 0.2859200037943707 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14581, "officialConfigError": null, "officialConfigValid": true, "successCount": 3642, "successRate": 0.24977710719429394, "wilsonLowerBound": 0.24281721489999952 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 65094, "officialConfigError": null, "officialConfigValid": true, "successCount": 17864, "successRate": 0.27443389559713643, "wilsonLowerBound": 0.27101926522548553 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 428, "officialConfigError": null, "officialConfigValid": true, "successCount": 272, "successRate": 0.6355140186915887, "wilsonLowerBound": 0.5888986724758345 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47584, "officialConfigError": null, "officialConfigValid": true, "successCount": 21104, "successRate": 0.4435104236718225, "wilsonLowerBound": 0.4390513483361823 }, "vllm": { "framework": "vllm", "modelCount": 38282, "officialConfigError": null, "officialConfigValid": true, "successCount": 4195, "successRate": 0.10958152656601014, "wilsonLowerBound": 0.10649147635961181 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 828, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6284, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030553787396562698, "wilsonLowerBound": 0.026576919854083197 }, "vllm": { "framework": "vllm", "modelCount": 10057, "officialConfigError": null, "officialConfigValid": true, "successCount": 750, "successRate": 0.0745749229392463, "wilsonLowerBound": 0.06960138633482998 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6677, "officialConfigError": null, "officialConfigValid": true, "successCount": 2898, "successRate": 0.43402725775048673, "wilsonLowerBound": 0.4221801995055546 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7401, "officialConfigError": null, "officialConfigValid": true, "successCount": 243, "successRate": 0.032833400891771385, "wilsonLowerBound": 0.029009650170403356 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15074, "officialConfigError": null, "officialConfigValid": true, "successCount": 4819, "successRate": 0.31968953164389013, "wilsonLowerBound": 0.3122913661338052 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27483, "officialConfigError": null, "officialConfigValid": true, "successCount": 14023, "successRate": 0.5102426954844813, "wilsonLowerBound": 0.5043314674936931 }, "vllm": { "framework": "vllm", "modelCount": 65015, "officialConfigError": null, "officialConfigValid": true, "successCount": 6828, "successRate": 0.1050219180189187, "wilsonLowerBound": 0.10268855711562187 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13134, "officialConfigError": null, "officialConfigValid": true, "successCount": 2055, "successRate": 0.15646413887619917, "wilsonLowerBound": 0.15035146738081506 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-02T04:30:24.456218+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1299.3120000000001, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9537522473969897, "queueFactor": 0.9964580145100775, "queueWeight": 0.9964580145100775, "recentSuccess": 38, "recentSuccessRate": 0.304, "recentTerminal": 125, "recentWilsonLowerBound": 0.23020209041460138, "running": 8, "selectionWeight": 0.9503740707757287, "stale": false, "submissionEligible": true, "throughputPerHour": 20.833333333333332, "waiting": 27069 }, "Ascend_910-b4": { "available": true, "backlogHours": 1368.1875, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.8417673203060572, "queueFactor": 0.9887674912284928, "queueWeight": 0.9887674912284928, "recentSuccess": 50, "recentSuccessRate": 0.390625, "recentTerminal": 128, "recentWilsonLowerBound": 0.3104688157120751, "running": 8, "selectionWeight": 1.821079652725644, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 29188 }, "Biren_166m": { "available": true, "backlogHours": 162.54545454545456, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3147954820661617, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 28, "recentSuccessRate": 0.1958041958041958, "recentTerminal": 143, "recentWilsonLowerBound": 0.1390874232541636, "running": 8, "selectionWeight": 0.4092341266860102, "stale": false, "submissionEligible": false, "throughputPerHour": 23.833333333333332, "waiting": 3874 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1712.3333333333333, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6352299204469238, "queueFactor": 0.9560437689542753, "queueWeight": 0.9560437689542753, "recentSuccess": 16, "recentSuccessRate": 0.2962962962962963, "recentTerminal": 54, "recentWilsonLowerBound": 0.19137265695067046, "running": 7, "selectionWeight": 0.6073076072966016, "stale": false, "submissionEligible": true, "throughputPerHour": 9.0, "waiting": 15411 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 420.780487804878, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2937117656448387, "queueFactor": 1.1800697643454492, "queueWeight": 1.1800697643454492, "recentSuccess": 24, "recentSuccessRate": 0.1951219512195122, "recentTerminal": 123, "recentWilsonLowerBound": 0.1347729686621224, "running": 7, "selectionWeight": 0.3466003740699906, "stale": false, "submissionEligible": false, "throughputPerHour": 20.5, "waiting": 8626 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 36.90163934426229, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 9, "recentSuccessRate": 0.02459016393442623, "recentTerminal": 366, "recentWilsonLowerBound": 0.012989689368877408, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 61.0, "waiting": 2251 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 128.184, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.09841963408728456, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 29, "recentSuccessRate": 0.116, "recentTerminal": 250, "recentWilsonLowerBound": 0.08199108127964577, "running": 1, "selectionWeight": 0.12794552431346992, "stale": false, "submissionEligible": false, "throughputPerHour": 41.666666666666664, "waiting": 5341 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2862.5454545454545, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5136282601407615, "queueFactor": 0.8851220566706204, "queueWeight": 0.8851220566706204, "recentSuccess": 10, "recentSuccessRate": 0.30303030303030304, "recentTerminal": 33, "recentWilsonLowerBound": 0.17375347814547226, "running": 2, "selectionWeight": 0.45462370197994323, "stale": false, "submissionEligible": true, "throughputPerHour": 5.5, "waiting": 15744 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 323.8222222222222, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5529664074357195, "queueFactor": 1.2273545152270207, "queueWeight": 1.2273545152270207, "recentSuccess": 33, "recentSuccessRate": 0.24444444444444444, "recentTerminal": 135, "recentWilsonLowerBound": 0.17968077622878312, "running": 8, "selectionWeight": 0.6786858169350947, "stale": false, "submissionEligible": true, "throughputPerHour": 22.5, "waiting": 7286 }, "MetaX_c-500": { "available": true, "backlogHours": 703.2954545454546, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.33361457974707087, "queueFactor": 1.0925601357940407, "queueWeight": 1.0925601357940407, "recentSuccess": 19, "recentSuccessRate": 0.2159090909090909, "recentTerminal": 88, "recentWilsonLowerBound": 0.1428071398331893, "running": 4, "selectionWeight": 0.3644939905513316, "stale": false, "submissionEligible": false, "throughputPerHour": 14.666666666666666, "waiting": 10315 }, "Mthreads_s4000": { "available": true, "backlogHours": 1945.0588235294117, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.937942275224315, "queueWeight": 0.937942275224315, "recentSuccess": 32, "recentSuccessRate": 0.47058823529411764, "recentTerminal": 68, "recentWilsonLowerBound": 0.3567291108779441, "running": 4, "selectionWeight": 2.3448556880607874, "stale": false, "submissionEligible": true, "throughputPerHour": 11.333333333333334, "waiting": 22044 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3097.2727272727275, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8794489244745012, "queueFactor": 0.8747200969828663, "queueWeight": 0.8747200969828663, "recentSuccess": 12, "recentSuccessRate": 0.36363636363636365, "recentTerminal": 33, "recentWilsonLowerBound": 0.22186966167959873, "running": 2, "selectionWeight": 0.7692716485078132, "stale": false, "submissionEligible": true, "throughputPerHour": 5.5, "waiting": 17035 }, "Vastai_va16": { "available": true, "backlogHours": 1524.1967213114756, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9728813284726718, "queueWeight": 0.9728813284726718, "recentSuccess": 6, "recentSuccessRate": 0.09836065573770492, "recentTerminal": 61, "recentWilsonLowerBound": 0.04586395136730972, "running": 16, "selectionWeight": 0.04864406642363359, "stale": false, "submissionEligible": false, "throughputPerHour": 10.166666666666666, "waiting": 15496 }, "hygon_k100-ai": { "available": true, "backlogHours": 1238.5625, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.880917722939537, "queueFactor": 1.0036408578060023, "queueWeight": 1.0036408578060023, "recentSuccess": 39, "recentSuccessRate": 0.40625, "recentTerminal": 96, "recentWilsonLowerBound": 0.3134514434260545, "running": 6, "selectionWeight": 1.8877658769135497, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 19817 } }, "queueAttemptedAt": "2026-10-02T04:24:28.368658+00:00", "queueError": null, "queueUpdatedAt": "2026-10-02T04:24:28.368658+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "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 }