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jimmy.xj
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Update README.md
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‎README.md‎

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@@ -26,6 +26,8 @@ DevOps-Eval is a comprehensive evaluation suite specifically designed for founda
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##📜 Table of Contents
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-[🏆 Leaderboard](#-leaderboard)
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-[👀 DevOps](#-devops)
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-[🔥 AIOps](#-aiops)
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-[⏬ Data](#-data)
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-[👀 Notes](#-notes)
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-[🔥 AIOps Sample Example](#-aiops-sample-example)
@@ -36,19 +38,19 @@ DevOps-Eval is a comprehensive evaluation suite specifically designed for founda
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##🏆 Leaderboard
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Below are zero-shot and five-shot accuracies from the models that we evaluate in the initial release. We note that five-shot performance is better than zero-shot for many instruction-tuned models.
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###DevOps
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####Zero Shot
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|**ModelName**| plan| code| build| test| release| deploy| operate| monitor|**AVG**|
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|:------------------------:|:-----:|:-----:|:-----:|:------:|:--------:|:------:|:-------:|:--------:|:-----------:|
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|**DevOps-Model-14B-Chat**| 60.61| 78.35| 84.86| 84.65| 87.26| 82.75| 81.34| 79.17|**80.34**|
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|**DevOps-Model-14B-Base**| 54.55| 77.82| 83.49| 85.96| 86.32| 81.96| 85.82| 82.41|**80.26**|
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|**DevOpsPal-14B-Chat**| 60.61| 78.35| 84.86| 84.65| 87.26| 82.75| 81.34| 79.17|**80.34**|
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|**DevOpsPal-14B-Base**| 54.55| 77.82| 83.49| 85.96| 86.32| 81.96| 85.82| 82.41|**80.26**|
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| Qwen-14B-Chat| 60.61| 75.4| 85.32| 84.21| 89.62| 82.75| 83.58| 80.56| 79.28|
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| Qwen-14B-Base| 57.58| 73.81| 84.4| 85.53| 86.32| 81.18| 82.09| 80.09| 77.92|
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| Baichuan2-13B-Base| 60.61| 69.42| 79.82| 79.82| 82.55| 81.18| 85.07| 83.8| 75.10|
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| Baichuan2-13B-Chat| 60.61| 68.43| 77.98| 80.7| 81.6| 83.53| 82.09| 84.72| 74.60|
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|**DevOps-Model-7B-Chat**| 54.55| 69.11| 83.94| 82.02| 76.89| 80| 79.85| 77.78|**74.00**|
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|**DevOps-Model-7B-Base**| 54.55| 68.96| 82.11| 78.95| 80.66| 76.47| 79.85| 78.7|**73.55**|
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|**DevOpsPal-7B-Chat**| 54.55| 69.11| 83.94| 82.02| 76.89| 80| 79.85| 77.78|**74.00**|
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|**DevOpsPal-7B-Base**| 54.55| 68.96| 82.11| 78.95| 80.66| 76.47| 79.85| 78.7|**73.55**|
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| Qwen-7B-Base| 53.03| 68.13| 78.9| 75.44| 80.19| 80| 83.58| 80.09| 73.13|
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| Qwen-7B-Chat| 57.58| 66.01| 80.28| 79.82| 76.89| 77.65| 80.6| 79.17| 71.96|
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| Baichuan2-7B-Chat| 54.55| 63.66| 77.98| 76.32| 71.7| 73.33| 75.37| 79.63| 68.17|
@@ -61,21 +63,59 @@ Below are zero-shot and five-shot accuracies from the models that we evaluate in
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|**ModelName**| plan| code| build| test| release| deploy| operate| monitor|**AVG**|
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|:------------------------:|:-----:|:-----:|:-----:|:------:|:--------:|:------:|:-------:|:--------:|:---------:|
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|**DevOps-Model-14B-Chat**|63.64| 79.49| 81.65| 85.96| 86.79| 86.67| 89.55| 81.48|**81.77**|
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|**DevOps-Model-14B-Base**| 62.12| 80.55| 82.57| 85.53| 85.85| 84.71| 85.07| 80.09|**81.70**|
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|**DevOpsPal-14B-Chat**|63.64| 79.49| 81.65| 85.96| 86.79| 86.67| 89.55| 81.48|**81.77**|
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|**DevOpsPal-14B-Base**| 62.12| 80.55| 82.57| 85.53| 85.85| 84.71| 85.07| 80.09|**81.70**|
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| Qwen-14B-Chat| 65.15| 76| 82.57| 85.53| 84.91| 84.31| 85.82| 81.48| 79.55|
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| Qwen-14B-Base| 66.67| 76.15| 84.4| 85.53| 86.32| 80.39| 86.57| 80.56| 79.51|
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| Baichuan2-13B-Base| 63.64| 71.39| 80.73| 82.46| 81.13| 84.31| 91.79| 85.19| 77.09|
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| Qwen-7B-Base| 75.76| 72.52| 78.9| 81.14| 83.96| 81.18| 85.07| 81.94| 77.02|
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| Baichuan2-13B-Chat| 62.12| 69.95| 76.61| 84.21| 83.49| 79.61| 88.06| 80.56| 75.32|
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|**DevOps-Model-7B-Chat**| 66.67| 69.95| 83.94| 81.14| 80.19| 82.75| 82.84| 76.85|**75.25**|
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|**DevOps-Model-7B-Base**| 69.7| 69.49| 82.11| 81.14| 82.55| 82.35| 80.6| 79.17|**75.17**|
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|**DevOpsPal-7B-Chat**| 66.67| 69.95| 83.94| 81.14| 80.19| 82.75| 82.84| 76.85|**75.25**|
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|**DevOpsPal-7B-Base**| 69.7| 69.49| 82.11| 81.14| 82.55| 82.35| 80.6| 79.17|**75.17**|
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| Qwen-7B-Chat| 65.15| 66.54| 82.57| 81.58| 81.6| 81.18| 80.6| 81.02| 73.62|
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| Baichuan2-7B-Base| 60.61| 67.22| 76.61| 75| 77.83| 78.43| 80.6| 79.63| 72.11|
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| Internlm-7B-Chat| 60.61| 63.06| 79.82| 80.26| 67.92| 75.69| 73.88| 77.31| 71.09|
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| Baichuan2-7B-Chat| 60.61| 64.95| 81.19| 75.88| 71.23| 75.69| 78.36| 79.17| 70.49|
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| Internlm-7B-Base| 62.12| 65.25| 77.52| 80.7| 74.06| 78.82| 79.85| 75.46| 69.17|
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###AIOps
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####Zero Shot
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|**ModelName**| LogParsing| RootCauseAnalysis| TimeSeriesAnomalyDetection| TimeSeriesClassification|**AVG**|
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|:-------------------:|:------------:|:------------------:|:---------------------------:|:-------------------------:|:-------:|
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| Qwen-14B-Base| 66.29| 58.8| 25.33| 43.5| 49.27|
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| DevOpsPal-14B—Base| 63.14| 53.6| 23.33| 43.5| 46.55|
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| DevOpsPal-14B—Chat| 60| 56| 24| 43| 46.18|
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| Qwen-14B-Chat| 64.57| 51.6| 22.67| 36| 45|
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| Qwen-7B-Base| 50| 39.2| 22.67| 54| 40.82|
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| Qwen-7B-Chat| 57.43| 38.8| 22.33| 39.5| 40.36|
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| DevOpsPal-7B—Chat| 56.57| 30.4| 25.33| 45| 40|
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| Baichuan2-13B-Chat| 64| 18| 21.33| 37.5| 37.09|
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| Baichuan2-7B-Chat| 60.86| 10| 28| 34.5| 35.55|
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| Baichuan2-7B-Base| 53.43| 12.8| 27.67| 36.5| 34.09|
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| Internlm-7B—Base| 48.57| 18.8| 23.33| 37.5| 32.91|
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| Baichuan2-13B-Base| 54| 12.4| 23| 34.5| 32.55|
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| DevOpsPal-7B—Base| 46.57| 20.8| 25| 34| 32.55|
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| Internlm-7B—Chat| 58.86| 8.8| 22.33| 28.5| 32|
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####One Shot
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|**ModelName**| LogParsing| RootCauseAnalysis| TimeSeriesAnomalyDetection| TimeSeriesClassification|**AVG**|
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|:-------------------:|:------------:|:------------------:|:---------------------------:|:-------------------------:|:-------:|
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| DevOpsPal-14B—Chat| 66.29| 80.8| 23.33| 44.5| 53.91|
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| Qwen-14B-Base| 64.29| 74.4| 28| 48.5| 53.82|
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| DevOpsPal-14B—Base| 60| 74| 25.33| 43.5| 50.73|
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| Qwen-14B-Chat| 49.71| 65.6| 28.67| 48| 47.27|
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| Qwen-7B-Base| 56| 60.8| 27.67| 44| 47.18|
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| DevOpsPal-7B—Base| 52.86| 44.4| 28| 44.5| 42.64|
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| Qwen-7B-Chat| 54.57| 52| 29.67| 26.5| 42.09|
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| Baichuan2-13B-Base| 56| 43.2| 24.33| 41| 41.73|
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| Baichuan2-13B-Chat| 57.43| 44.4| 25| 25.5| 39.82|
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| Baichuan2-7B-Base| 48.29| 40.4| 27| 42| 39.55|
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| Baichuan2-7B-Chat| 58.57| 31.6| 27| 31.5| 38.91|
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| DevOpsPal-7B—Chat| 56.57| 27.2| 25.33| 41.5| 38.64|
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| Internlm-7B—Base| 48| 33.2| 29| 35| 37.09|
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| Internlm-7B—Chat| 62.57| 12.8| 22.33| 21| 32.73|
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##⏬ Data
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####Download
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* Method 1: Download the zip file (you can also simply open the following link with the browser):

‎README_zh.md‎

Lines changed: 48 additions & 8 deletions
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@@ -26,6 +26,8 @@ DevOps-Eval是一个专门为DevOps领域大模型设计的综合评估数据集
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##📜 目录
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-[🏆 排行榜](#-排行榜)
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-[👀 DevOps](#-devops)
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-[🔥 AIOps](#-aiops)
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-[⏬ 数据](#-数据)
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-[👀 说明](#-说明)
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-[🔥 AIOps样本示例](#-AIOps样本示例)
@@ -41,14 +43,14 @@ DevOps-Eval是一个专门为DevOps领域大模型设计的综合评估数据集
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|**模型**| plan| code| build| test| release| deploy| operate| monitor|**平均分**|
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|:------------------------:|:-----:|:-----:|:-----:|:------:|:--------:|:------:|:-------:|:--------:|:---------:|
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|**DevOps-Model-14B-Chat**| 60.61| 78.35| 84.86| 84.65| 87.26| 82.75| 81.34| 79.17|**80.34**|
45-
|**DevOps-Model-14B-Base**| 54.55| 77.82| 83.49| 85.96| 86.32| 81.96| 85.82| 82.41|**80.26**|
46+
|**DevOpsPal-14B-Chat**| 60.61| 78.35| 84.86| 84.65| 87.26| 82.75| 81.34| 79.17|**80.34**|
47+
|**DevOpsPal-14B-Base**| 54.55| 77.82| 83.49| 85.96| 86.32| 81.96| 85.82| 82.41|**80.26**|
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| Qwen-14B-Chat| 60.61| 75.4| 85.32| 84.21| 89.62| 82.75| 83.58| 80.56| 79.28|
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| Qwen-14B-Base| 57.58| 73.81| 84.4| 85.53| 86.32| 81.18| 82.09| 80.09| 77.92|
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| Baichuan2-13B-Base| 60.61| 69.42| 79.82| 79.82| 82.55| 81.18| 85.07| 83.8| 75.10|
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| Baichuan2-13B-Chat| 60.61| 68.43| 77.98| 80.7| 81.6| 83.53| 82.09| 84.72| 74.60|
50-
|**DevOps-Model-7B-Chat**| 54.55| 69.11| 83.94| 82.02| 76.89| 80| 79.85| 77.78|**74.00**|
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|**DevOps-Model-7B-Base**| 54.55| 68.96| 82.11| 78.95| 80.66| 76.47| 79.85| 78.7|**73.55**|
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|**DevOpsPal-7B-Chat**| 54.55| 69.11| 83.94| 82.02| 76.89| 80| 79.85| 77.78|**74.00**|
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|**DevOpsPal-7B-Base**| 54.55| 68.96| 82.11| 78.95| 80.66| 76.47| 79.85| 78.7|**73.55**|
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| Qwen-7B-Base| 53.03| 68.13| 78.9| 75.44| 80.19| 80| 83.58| 80.09| 73.13|
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| Qwen-7B-Chat| 57.58| 66.01| 80.28| 79.82| 76.89| 77.65| 80.6| 79.17| 71.96|
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| Baichuan2-7B-Chat| 54.55| 63.66| 77.98| 76.32| 71.7| 73.33| 75.37| 79.63| 68.17|
@@ -61,21 +63,59 @@ DevOps-Eval是一个专门为DevOps领域大模型设计的综合评估数据集
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|**模型**| plan| code| build| test| release| deploy| operate| monitor|**平均分**|
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|:------------------------:|:-----:|:-----:|:-----:|:------:|:--------:|:------:|:-------:|:--------:|:---------:|
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|**DevOps-Model-14B-Chat**|63.64| 79.49| 81.65| 85.96| 86.79| 86.67| 89.55| 81.48|**81.77**|
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|**DevOps-Model-14B-Base**| 62.12| 80.55| 82.57| 85.53| 85.85| 84.71| 85.07| 80.09|**81.70**|
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|**DevOpsPal-14B-Chat**|63.64| 79.49| 81.65| 85.96| 86.79| 86.67| 89.55| 81.48|**81.77**|
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|**DevOpsPal-14B-Base**| 62.12| 80.55| 82.57| 85.53| 85.85| 84.71| 85.07| 80.09|**81.70**|
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| Qwen-14B-Chat| 65.15| 76| 82.57| 85.53| 84.91| 84.31| 85.82| 81.48| 79.55|
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| Qwen-14B-Base| 66.67| 76.15| 84.4| 85.53| 86.32| 80.39| 86.57| 80.56| 79.51|
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| Baichuan2-13B-Base| 63.64| 71.39| 80.73| 82.46| 81.13| 84.31| 91.79| 85.19| 77.09|
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| Qwen-7B-Base| 75.76| 72.52| 78.9| 81.14| 83.96| 81.18| 85.07| 81.94| 77.02|
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| Baichuan2-13B-Chat| 62.12| 69.95| 76.61| 84.21| 83.49| 79.61| 88.06| 80.56| 75.32|
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|**DevOps-Model-7B-Chat**| 66.67| 69.95| 83.94| 81.14| 80.19| 82.75| 82.84| 76.85|**75.25**|
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|**DevOps-Model-7B-Base**| 69.7| 69.49| 82.11| 81.14| 82.55| 82.35| 80.6| 79.17|**75.17**|
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|**DevOpsPal-7B-Chat**| 66.67| 69.95| 83.94| 81.14| 80.19| 82.75| 82.84| 76.85|**75.25**|
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|**DevOpsPal-7B-Base**| 69.7| 69.49| 82.11| 81.14| 82.55| 82.35| 80.6| 79.17|**75.17**|
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| Qwen-7B-Chat| 65.15| 66.54| 82.57| 81.58| 81.6| 81.18| 80.6| 81.02| 73.62|
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| Baichuan2-7B-Base| 60.61| 67.22| 76.61| 75| 77.83| 78.43| 80.6| 79.63| 72.11|
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| Internlm-7B-Chat| 60.61| 63.06| 79.82| 80.26| 67.92| 75.69| 73.88| 77.31| 71.09|
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| Baichuan2-7B-Chat| 60.61| 64.95| 81.19| 75.88| 71.23| 75.69| 78.36| 79.17| 70.49|
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| Internlm-7B-Base| 62.12| 65.25| 77.52| 80.7| 74.06| 78.82| 79.85| 75.46| 69.17|
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###AIOps
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####Zero Shot
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|**模型**| 日志解析| 根因分析| 时序异常检测| 时序分类|**平均分**|
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|:-------------------:|:-----:|:----:|:------:|:----:|:-------:|
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| Qwen-14B-Base| 66.29| 58.8| 25.33| 43.5| 49.27|
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| DevOpsPal-14B—Base| 63.14| 53.6| 23.33| 43.5| 46.55|
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| DevOpsPal-14B—Chat| 60| 56| 24| 43| 46.18|
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| Qwen-14B-Chat| 64.57| 51.6| 22.67| 36| 45|
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| Qwen-7B-Base| 50| 39.2| 22.67| 54| 40.82|
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| Qwen-7B-Chat| 57.43| 38.8| 22.33| 39.5| 40.36|
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| DevOpsPal-7B—Chat| 56.57| 30.4| 25.33| 45| 40|
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| Baichuan2-13B-Chat| 64| 18| 21.33| 37.5| 37.09|
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| Baichuan2-7B-Chat| 60.86| 10| 28| 34.5| 35.55|
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| Baichuan2-7B-Base| 53.43| 12.8| 27.67| 36.5| 34.09|
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| Internlm-7B—Base| 48.57| 18.8| 23.33| 37.5| 32.91|
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| Baichuan2-13B-Base| 54| 12.4| 23| 34.5| 32.55|
98+
| DevOpsPal-7B—Base| 46.57| 20.8| 25| 34| 32.55|
99+
| Internlm-7B—Chat| 58.86| 8.8| 22.33| 28.5| 32|
100+
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####One Shot
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|**模型**| 日志解析| 根因分析| 时序异常检测| 时序分类|**平均分**|
103+
|:-------------------:|:------------:|:------------------:|:---------------------------:|:-------------------------:|:-------:|
104+
| DevOpsPal-14B—Chat| 66.29| 80.8| 23.33| 44.5| 53.91|
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| Qwen-14B-Base| 64.29| 74.4| 28| 48.5| 53.82|
106+
| DevOpsPal-14B—Base| 60| 74| 25.33| 43.5| 50.73|
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| Qwen-14B-Chat| 49.71| 65.6| 28.67| 48| 47.27|
108+
| Qwen-7B-Base| 56| 60.8| 27.67| 44| 47.18|
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| DevOpsPal-7B—Base| 52.86| 44.4| 28| 44.5| 42.64|
110+
| Qwen-7B-Chat| 54.57| 52| 29.67| 26.5| 42.09|
111+
| Baichuan2-13B-Base| 56| 43.2| 24.33| 41| 41.73|
112+
| Baichuan2-13B-Chat| 57.43| 44.4| 25| 25.5| 39.82|
113+
| Baichuan2-7B-Base| 48.29| 40.4| 27| 42| 39.55|
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| Baichuan2-7B-Chat| 58.57| 31.6| 27| 31.5| 38.91|
115+
| DevOpsPal-7B—Chat| 56.57| 27.2| 25.33| 41.5| 38.64|
116+
| Internlm-7B—Base| 48| 33.2| 29| 35| 37.09|
117+
| Internlm-7B—Chat| 62.57| 12.8| 22.33| 21| 32.73|
118+
79119
##⏬ 数据
80120
####下载
81121
* 方法一：下载zip压缩文件（你也可以直接用浏览器打开下面的链接）：

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