{ "communityAttemptedAt": "2026-10-10T07:21:36.667848+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-10T07:21:36.667848+00:00", "frameworkAttemptedAt": "2026-10-10T02:17:10.668899+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41882, "officialConfigError": null, "officialConfigValid": true, "successCount": 20735, "successRate": 0.4950814192254429, "wilsonLowerBound": 0.490293679621033 }, "vllm": { "framework": "vllm", "modelCount": 56061, "officialConfigError": null, "officialConfigValid": true, "successCount": 15293, "successRate": 0.27279213713633366, "wilsonLowerBound": 0.2691208183687658 }, "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": 4207, "officialConfigError": null, "officialConfigValid": true, "successCount": 1261, "successRate": 0.299738531019729, "wilsonLowerBound": 0.28608203557616674 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36651, "officialConfigError": null, "officialConfigValid": true, "successCount": 17159, "successRate": 0.4681727647267469, "wilsonLowerBound": 0.46306777148598294 }, "vllm": { "framework": "vllm", "modelCount": 39613, "officialConfigError": null, "officialConfigValid": true, "successCount": 10991, "successRate": 0.2774594198874107, "wilsonLowerBound": 0.27307187646756 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12464, "officialConfigError": null, "officialConfigValid": true, "successCount": 5242, "successRate": 0.4205712451861361, "wilsonLowerBound": 0.4119304513007424 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64211, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.1883789381881609, "wilsonLowerBound": 0.18537317918882054 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 28917, "officialConfigError": null, "officialConfigValid": true, "successCount": 6270, "successRate": 0.2168274717294325, "wilsonLowerBound": 0.21211556179053054 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7612, "officialConfigError": null, "officialConfigValid": true, "successCount": 103, "successRate": 0.013531266421439831, "wilsonLowerBound": 0.011170250578487015 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26603, "officialConfigError": null, "officialConfigValid": true, "successCount": 3268, "successRate": 0.12284328835093787, "wilsonLowerBound": 0.11895303348065779 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16504, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10155113911778962, "wilsonLowerBound": 0.09703506300045812 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15273, "officialConfigError": null, "officialConfigValid": true, "successCount": 6052, "successRate": 0.39625482878281937, "wilsonLowerBound": 0.38852459460937305 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24701, "officialConfigError": null, "officialConfigValid": true, "successCount": 3806, "successRate": 0.15408283065462935, "wilsonLowerBound": 0.14963429330888384 }, "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": 51023, "officialConfigError": null, "officialConfigValid": true, "successCount": 12826, "successRate": 0.2513768300570331, "wilsonLowerBound": 0.24763148947469338 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23843, "officialConfigError": null, "officialConfigValid": true, "successCount": 3126, "successRate": 0.13110766262634735, "wilsonLowerBound": 0.126882793491335 }, "vllm": { "framework": "vllm", "modelCount": 86972, "officialConfigError": null, "officialConfigValid": true, "successCount": 9771, "successRate": 0.11234650232258658, "wilsonLowerBound": 0.11026481640427387 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45863, "officialConfigError": null, "officialConfigValid": true, "successCount": 5515, "successRate": 0.12024943854523254, "wilsonLowerBound": 0.11730442354267737 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 45853, "officialConfigError": null, "officialConfigValid": true, "successCount": 3648, "successRate": 0.07955858940527337, "wilsonLowerBound": 0.07711673427743596 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 92464, "officialConfigError": null, "officialConfigValid": true, "successCount": 23099, "successRate": 0.24981614466170618, "wilsonLowerBound": 0.24703619407122826 }, "transformers": { "framework": "transformers", "modelCount": 5521, "officialConfigError": null, "officialConfigValid": true, "successCount": 583, "successRate": 0.10559681217170802, "wilsonLowerBound": 0.09776262346075357 }, "vllm": { "framework": "vllm", "modelCount": 112846, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14648281729082113, "wilsonLowerBound": 0.14443178876047075 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 55, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.01818181818181818, "wilsonLowerBound": 0.0032166975922527864 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22821, "officialConfigError": null, "officialConfigValid": true, "successCount": 3944, "successRate": 0.1728232768064502, "wilsonLowerBound": 0.16797288229607396 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43598, "officialConfigError": null, "officialConfigValid": true, "successCount": 5671, "successRate": 0.13007477407220513, "wilsonLowerBound": 0.12694971463645993 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7911, "officialConfigError": null, "officialConfigValid": true, "successCount": 739, "successRate": 0.09341423334597396, "wilsonLowerBound": 0.08719724252136667 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34044, "officialConfigError": null, "officialConfigValid": true, "successCount": 6685, "successRate": 0.19636352954999411, "wilsonLowerBound": 0.19217804739959074 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61469, "officialConfigError": null, "officialConfigValid": true, "successCount": 12420, "successRate": 0.20205306739982756, "wilsonLowerBound": 0.19889743324247072 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14788, "officialConfigError": null, "officialConfigValid": true, "successCount": 4216, "successRate": 0.2850960238030836, "wilsonLowerBound": 0.2778760968139733 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15201, "officialConfigError": null, "officialConfigValid": true, "successCount": 3722, "successRate": 0.24485231234787186, "wilsonLowerBound": 0.23808155714566379 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67189, "officialConfigError": null, "officialConfigValid": true, "successCount": 18518, "successRate": 0.2756105910193633, "wilsonLowerBound": 0.2722448595168387 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 828, "officialConfigError": null, "officialConfigValid": true, "successCount": 498, "successRate": 0.6014492753623188, "wilsonLowerBound": 0.5677056068454613 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48229, "officialConfigError": null, "officialConfigValid": true, "successCount": 21602, "successRate": 0.44790478757593977, "wilsonLowerBound": 0.44347096355798155 }, "vllm": { "framework": "vllm", "modelCount": 39438, "officialConfigError": null, "officialConfigValid": true, "successCount": 4670, "successRate": 0.11841371266291394, "wilsonLowerBound": 0.11526198257690201 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1035, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6286, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030544066178810055, "wilsonLowerBound": 0.02656844784963345 }, "vllm": { "framework": "vllm", "modelCount": 10078, "officialConfigError": null, "officialConfigValid": true, "successCount": 759, "successRate": 0.07531256201627307, "wilsonLowerBound": 0.07032053867780093 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7154, "officialConfigError": null, "officialConfigValid": true, "successCount": 3131, "successRate": 0.437657254682695, "wilsonLowerBound": 0.42619768539694874 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7416, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03290183387270766, "wilsonLowerBound": 0.029077614020079336 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17468, "officialConfigError": null, "officialConfigValid": true, "successCount": 5199, "successRate": 0.29762995191206776, "wilsonLowerBound": 0.29089463983613106 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28121, "officialConfigError": null, "officialConfigValid": true, "successCount": 14359, "successRate": 0.5106148429998933, "wilsonLowerBound": 0.5047711024953137 }, "vllm": { "framework": "vllm", "modelCount": 66909, "officialConfigError": null, "officialConfigValid": true, "successCount": 7100, "successRate": 0.10611427461178616, "wilsonLowerBound": 0.10380316363670833 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13533, "officialConfigError": null, "officialConfigValid": true, "successCount": 2200, "successRate": 0.16256558043301558, "wilsonLowerBound": 0.15644494497346914 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-10T07:25:18.388693+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1168.027972027972, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9169493939486422, "queueFactor": 0.9551954115314567, "queueWeight": 0.9551954115314567, "recentSuccess": 47, "recentSuccessRate": 0.32867132867132864, "recentTerminal": 143, "recentWilsonLowerBound": 0.2570448191429695, "running": 8, "selectionWeight": 0.8758658537062931, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 27838 }, "Ascend_910-b4": { "available": true, "backlogHours": 1478.7096774193546, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9219933248593315, "queueWeight": 0.9219933248593315, "recentSuccess": 61, "recentSuccessRate": 0.49193548387096775, "recentTerminal": 124, "recentWilsonLowerBound": 0.40551452895084206, "running": 8, "selectionWeight": 2.3049833121483285, "stale": false, "submissionEligible": true, "throughputPerHour": 20.666666666666668, "waiting": 30560 }, "Biren_166m": { "available": true, "backlogHours": 134.951871657754, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05293353932678008, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 20, "recentSuccessRate": 0.10695187165775401, "recentTerminal": 187, "recentWilsonLowerBound": 0.07030760333182144, "running": 8, "selectionWeight": 0.0688136011248141, "stale": false, "submissionEligible": false, "throughputPerHour": 31.166666666666668, "waiting": 4206 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1387.9436619718308, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5415594877208132, "queueFactor": 0.930795850182714, "queueWeight": 0.930795850182714, "recentSuccess": 21, "recentSuccessRate": 0.29577464788732394, "recentTerminal": 71, "recentWilsonLowerBound": 0.20232738733765723, "running": 7, "selectionWeight": 0.5040813237976094, "stale": false, "submissionEligible": true, "throughputPerHour": 11.833333333333334, "waiting": 16424 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 390.485294117647, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.31920700882929587, "queueFactor": 1.1258214312344628, "queueWeight": 1.1258214312344628, "recentSuccess": 30, "recentSuccessRate": 0.22058823529411764, "recentTerminal": 136, "recentWilsonLowerBound": 0.15911201250331414, "running": 7, "selectionWeight": 0.35937009154026966, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 8851 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 50.41538461538462, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 1, "recentSuccessRate": 0.002564102564102564, "recentTerminal": 390, "recentWilsonLowerBound": 0.0004527589015005775, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 65.0, "waiting": 3277 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 153.5, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2160604009114327, "queueFactor": 1.2950721290140927, "queueWeight": 1.2950721290140927, "recentSuccess": 46, "recentSuccessRate": 0.17424242424242425, "recentTerminal": 264, "recentWilsonLowerBound": 0.13324740762686205, "running": 6, "selectionWeight": 0.2798138034040076, "stale": false, "submissionEligible": false, "throughputPerHour": 44.0, "waiting": 6754 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2261.268292682927, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7591234160302286, "queueFactor": 0.8650822479704398, "queueWeight": 0.8650822479704398, "recentSuccess": 15, "recentSuccessRate": 0.36585365853658536, "recentTerminal": 41, "recentWilsonLowerBound": 0.23589630416936813, "running": 2, "selectionWeight": 0.6567041912264295, "stale": false, "submissionEligible": true, "throughputPerHour": 6.833333333333333, "waiting": 15452 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 453.86086956521734, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5100392150635553, "queueFactor": 1.1007071889503495, "queueWeight": 1.1007071889503495, "recentSuccess": 31, "recentSuccessRate": 0.26956521739130435, "recentTerminal": 115, "recentWilsonLowerBound": 0.1968870391761085, "running": 4, "selectionWeight": 0.5614038306670487, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 8699 }, "MetaX_c-500": { "available": true, "backlogHours": 521.8032786885246, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3090488390116298, "queueFactor": 1.077914200902206, "queueWeight": 1.077914200902206, "recentSuccess": 27, "recentSuccessRate": 0.22131147540983606, "recentTerminal": 122, "recentWilsonLowerBound": 0.15679013737498695, "running": 4, "selectionWeight": 0.33312813234297545, "stale": false, "submissionEligible": true, "throughputPerHour": 20.333333333333332, "waiting": 10610 }, "Mthreads_s4000": { "available": true, "backlogHours": 2415.964285714286, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.5244992066985532, "queueFactor": 0.856538005008493, "queueWeight": 0.856538005008493, "recentSuccess": 25, "recentSuccessRate": 0.44642857142857145, "recentTerminal": 56, "recentWilsonLowerBound": 0.3238651625129941, "running": 4, "selectionWeight": 1.3057915091426089, "stale": false, "submissionEligible": true, "throughputPerHour": 9.333333333333334, "waiting": 22549 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2430.6976744186045, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.1539634678860356, "queueFactor": 0.8557572206055731, "queueWeight": 0.8557572206055731, "recentSuccess": 9, "recentSuccessRate": 0.20930232558139536, "recentTerminal": 43, "recentWilsonLowerBound": 0.11422705997811458, "running": 2, "selectionWeight": 0.13175534935294925, "stale": false, "submissionEligible": false, "throughputPerHour": 7.166666666666667, "waiting": 17420 }, "Vastai_va16": { "available": true, "backlogHours": 722.1395348837209, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.2722889916554166, "queueFactor": 1.0266373158594082, "queueWeight": 1.0266373158594082, "recentSuccess": 27, "recentSuccessRate": 0.20930232558139536, "recentTerminal": 129, "recentWilsonLowerBound": 0.14801989416830047, "running": 16, "selectionWeight": 0.2795420395311817, "stale": false, "submissionEligible": false, "throughputPerHour": 21.5, "waiting": 15526 }, "hygon_k100-ai": { "available": true, "backlogHours": 998.7966101694915, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.4030748310418253, "queueFactor": 0.9778869604987259, "queueWeight": 0.9778869604987259, "recentSuccess": 29, "recentSuccessRate": 0.2457627118644068, "recentTerminal": 118, "recentWilsonLowerBound": 0.17691084285864664, "running": 6, "selectionWeight": 0.394161621381028, "stale": false, "submissionEligible": true, "throughputPerHour": 19.666666666666668, "waiting": 19643 } }, "queueAttemptedAt": "2026-10-10T07:25:18.388693+00:00", "queueError": null, "queueUpdatedAt": "2026-10-10T07:25:18.388693+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Kunlunxin_p-800", "Iluvatar_mrv-100", "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 }