{ "communityAttemptedAt": "2026-09-26T23:25:40.078539+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-26T23:25:40.078539+00:00", "frameworkAttemptedAt": "2026-09-26T23:25:40.078539+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34198, "officialConfigError": null, "officialConfigValid": true, "successCount": 15456, "successRate": 0.4519562547517399, "wilsonLowerBound": 0.4466870773777446 }, "vllm": { "framework": "vllm", "modelCount": 38181, "officialConfigError": null, "officialConfigValid": true, "successCount": 10784, "successRate": 0.28244414761268694, "wilsonLowerBound": 0.2779504935644781 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10334, "officialConfigError": null, "officialConfigValid": true, "successCount": 4335, "successRate": 0.4194890652215986, "wilsonLowerBound": 0.4100061738757588 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64122, "officialConfigError": null, "officialConfigValid": true, "successCount": 12091, "successRate": 0.18856242787186925, "wilsonLowerBound": 0.18555345441815213 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 21815, "officialConfigError": null, "officialConfigValid": true, "successCount": 4507, "successRate": 0.20660096264038505, "wilsonLowerBound": 0.20128017173109503 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6790, "officialConfigError": null, "officialConfigValid": true, "successCount": 74, "successRate": 0.010898379970544918, "wilsonLowerBound": 0.008690623081188628 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26395, "officialConfigError": null, "officialConfigValid": true, "successCount": 3245, "successRate": 0.12293995074824778, "wilsonLowerBound": 0.11903325889759624 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16482, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10168668850867613, "wilsonLowerBound": 0.0971649021199942 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12568, "officialConfigError": null, "officialConfigValid": true, "successCount": 5201, "successRate": 0.41382877148313174, "wilsonLowerBound": 0.4052455373267606 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24408, "officialConfigError": null, "officialConfigValid": true, "successCount": 3794, "successRate": 0.15544083906915765, "wilsonLowerBound": 0.15094953339266573 }, "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": 45990, "officialConfigError": null, "officialConfigValid": true, "successCount": 11448, "successRate": 0.24892367906066537, "wilsonLowerBound": 0.2449929180062535 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23506, "officialConfigError": null, "officialConfigValid": true, "successCount": 3092, "successRate": 0.13154088317876286, "wilsonLowerBound": 0.12728014870742704 }, "vllm": { "framework": "vllm", "modelCount": 86763, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11253644986918387, "wilsonLowerBound": 0.11045071994022279 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42219, "officialConfigError": null, "officialConfigValid": true, "successCount": 5187, "successRate": 0.1228593761102821, "wilsonLowerBound": 0.1197622275807068 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 36647, "officialConfigError": null, "officialConfigValid": true, "successCount": 3507, "successRate": 0.09569678281987612, "wilsonLowerBound": 0.09272710607385085 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 89842, "officialConfigError": null, "officialConfigValid": true, "successCount": 21666, "successRate": 0.24115669731306072, "wilsonLowerBound": 0.2383704832017292 }, "transformers": { "framework": "transformers", "modelCount": 5353, "officialConfigError": null, "officialConfigValid": true, "successCount": 577, "successRate": 0.10779002428544741, "wilsonLowerBound": 0.09976182124253666 }, "vllm": { "framework": "vllm", "modelCount": 112719, "officialConfigError": null, "officialConfigValid": true, "successCount": 16523, "successRate": 0.1465857575031716, "wilsonLowerBound": 0.14453297651148447 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19385, "officialConfigError": null, "officialConfigValid": true, "successCount": 3680, "successRate": 0.1898375032241424, "wilsonLowerBound": 0.18437838455653657 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43109, "officialConfigError": null, "officialConfigValid": true, "successCount": 5601, "successRate": 0.1299264654712473, "wilsonLowerBound": 0.1267854699564439 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7136, "officialConfigError": null, "officialConfigValid": true, "successCount": 612, "successRate": 0.08576233183856502, "wilsonLowerBound": 0.07948623330640471 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32116, "officialConfigError": null, "officialConfigValid": true, "successCount": 5988, "successRate": 0.1864491219329929, "wilsonLowerBound": 0.18222712215271233 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61191, "officialConfigError": null, "officialConfigValid": true, "successCount": 12401, "successRate": 0.20266052197218545, "wilsonLowerBound": 0.19949416666317507 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10062, "officialConfigError": null, "officialConfigValid": true, "successCount": 2961, "successRate": 0.29427549194991054, "wilsonLowerBound": 0.28545087928858304 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14029, "officialConfigError": null, "officialConfigValid": true, "successCount": 3529, "successRate": 0.2515503599686364, "wilsonLowerBound": 0.24443883676843695 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 63555, "officialConfigError": null, "officialConfigValid": true, "successCount": 17406, "successRate": 0.2738730233655889, "wilsonLowerBound": 0.27041970257084336 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 187, "officialConfigError": null, "officialConfigValid": true, "successCount": 125, "successRate": 0.6684491978609626, "wilsonLowerBound": 0.5981796683409485 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47174, "officialConfigError": null, "officialConfigValid": true, "successCount": 20822, "successRate": 0.4413872048162123, "wilsonLowerBound": 0.4369112081499924 }, "vllm": { "framework": "vllm", "modelCount": 37504, "officialConfigError": null, "officialConfigValid": true, "successCount": 3876, "successRate": 0.10334897610921502, "wilsonLowerBound": 0.10030855969883865 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 754, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 4.3148248291150565e-19 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6282, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030563514804202482, "wilsonLowerBound": 0.02658539726335166 }, "vllm": { "framework": "vllm", "modelCount": 10040, "officialConfigError": null, "officialConfigValid": true, "successCount": 743, "successRate": 0.07400398406374502, "wilsonLowerBound": 0.06904470201407993 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6353, "officialConfigError": null, "officialConfigValid": true, "successCount": 2739, "successRate": 0.4311348968991028, "wilsonLowerBound": 0.4190020694716365 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7391, "officialConfigError": null, "officialConfigValid": true, "successCount": 240, "successRate": 0.03247192531457178, "wilsonLowerBound": 0.02866754709140733 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13648, "officialConfigError": null, "officialConfigValid": true, "successCount": 4428, "successRate": 0.32444314185228607, "wilsonLowerBound": 0.31663893382137076 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27064, "officialConfigError": null, "officialConfigValid": true, "successCount": 13778, "successRate": 0.509089565474431, "wilsonLowerBound": 0.5031326483331547 }, "vllm": { "framework": "vllm", "modelCount": 63998, "officialConfigError": null, "officialConfigValid": true, "successCount": 6565, "successRate": 0.10258133066658333, "wilsonLowerBound": 0.10025439462268444 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12875, "officialConfigError": null, "officialConfigValid": true, "successCount": 1938, "successRate": 0.1505242718446602, "wilsonLowerBound": 0.14445179089486898 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-26T23:35:41.151765+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1371.6960000000001, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9255865936059875, "queueWeight": 0.9255865936059875, "recentSuccess": 52, "recentSuccessRate": 0.416, "recentTerminal": 125, "recentWilsonLowerBound": 0.3333576375470552, "running": 9, "selectionWeight": 2.3139664840149687, "stale": false, "submissionEligible": true, "throughputPerHour": 20.833333333333332, "waiting": 28577 }, "Biren_166m": { "available": true, "backlogHours": 122.84693877551021, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.32184972209635365, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 35, "recentSuccessRate": 0.17857142857142858, "recentTerminal": 196, "recentWilsonLowerBound": 0.13129088009696172, "running": 8, "selectionWeight": 0.41840463872525974, "stale": false, "submissionEligible": false, "throughputPerHour": 32.666666666666664, "waiting": 4013 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1079.7142857142858, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.31692288057881435, "queueFactor": 0.9594214177725819, "queueWeight": 0.9594214177725819, "recentSuccess": 17, "recentSuccessRate": 0.20238095238095238, "recentTerminal": 84, "recentWilsonLowerBound": 0.13037349630137582, "running": 7, "selectionWeight": 0.30406259940949676, "stale": false, "submissionEligible": false, "throughputPerHour": 14.0, "waiting": 15116 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 472.9189189189189, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.34045445953764886, "queueFactor": 1.0858947493637958, "queueWeight": 1.0858947493637958, "recentSuccess": 22, "recentSuccessRate": 0.1981981981981982, "recentTerminal": 111, "recentWilsonLowerBound": 0.1346877647184602, "running": 7, "selectionWeight": 0.36969771000942175, "stale": false, "submissionEligible": false, "throughputPerHour": 18.5, "waiting": 8749 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 43.907407407407405, "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": 0.027777777777777776, "recentTerminal": 324, "recentWilsonLowerBound": 0.01468130680719853, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 54.0, "waiting": 2371 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 140.79611650485435, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.5497014372275042, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 45, "recentSuccessRate": 0.21844660194174756, "recentTerminal": 206, "recentWilsonLowerBound": 0.16745743653584763, "running": 12, "selectionWeight": 0.7146118683957555, "stale": false, "submissionEligible": true, "throughputPerHour": 34.333333333333336, "waiting": 4834 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2664.8333333333335, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.302385207808379, "queueFactor": 0.8378286912310189, "queueWeight": 0.8378286912310189, "recentSuccess": 14, "recentSuccessRate": 0.3888888888888889, "recentTerminal": 36, "recentWilsonLowerBound": 0.24784655417822946, "running": 2, "selectionWeight": 1.0911756941367328, "stale": false, "submissionEligible": true, "throughputPerHour": 6.0, "waiting": 15989 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 341.82142857142856, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6035290353984475, "queueFactor": 1.1400813561387302, "queueWeight": 1.1400813561387302, "recentSuccess": 39, "recentSuccessRate": 0.23214285714285715, "recentTerminal": 168, "recentWilsonLowerBound": 0.17472133401077242, "running": 8, "selectionWeight": 0.6880722011461617, "stale": false, "submissionEligible": true, "throughputPerHour": 28.0, "waiting": 9571 }, "MetaX_c-500": { "available": true, "backlogHours": 712.4494382022472, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.29753850151164, "queueFactor": 1.021157259545947, "queueWeight": 1.021157259545947, "recentSuccess": 30, "recentSuccessRate": 0.33707865168539325, "recentTerminal": 89, "recentWilsonLowerBound": 0.247426883281129, "running": 4, "selectionWeight": 1.324990860358981, "stale": false, "submissionEligible": true, "throughputPerHour": 14.833333333333334, "waiting": 10568 }, "Mthreads_s4000": { "available": true, "backlogHours": 2349.0, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.030988658297707, "queueFactor": 0.8538336840619033, "queueWeight": 0.8538336840619033, "recentSuccess": 23, "recentSuccessRate": 0.42592592592592593, "recentTerminal": 54, "recentWilsonLowerBound": 0.30331621798657443, "running": 5, "selectionWeight": 1.734126528402273, "stale": false, "submissionEligible": true, "throughputPerHour": 9.0, "waiting": 21141 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2990.3636363636365, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.30602155493815303, "queueFactor": 0.8234687751899266, "queueWeight": 0.8234687751899266, "recentSuccess": 8, "recentSuccessRate": 0.24242424242424243, "recentTerminal": 33, "recentWilsonLowerBound": 0.12831561346647294, "running": 2, "selectionWeight": 0.2519991950266377, "stale": false, "submissionEligible": false, "throughputPerHour": 5.5, "waiting": 16447 }, "Vastai_va16": { "available": true, "backlogHours": 820.1359223300971, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.9263471860992855, "queueFactor": 0.999822397151232, "queueWeight": 0.999822397151232, "recentSuccess": 30, "recentSuccessRate": 0.2912621359223301, "recentTerminal": 103, "recentWilsonLowerBound": 0.2122881553421206, "running": 16, "selectionWeight": 0.926182664200086, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 14079 }, "hygon_k100-ai": { "available": true, "backlogHours": 819.1653543307086, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.4341433523688018, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 27, "recentSuccessRate": 0.2125984251968504, "recentTerminal": 127, "recentWilsonLowerBound": 0.1504237410794609, "running": 8, "selectionWeight": 0.4341433523688018, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 17339 } }, "queueAttemptedAt": "2026-09-26T23:35:41.151765+00:00", "queueError": null, "queueUpdatedAt": "2026-09-26T23:35:41.151765+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "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 }