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Airflow 支持如回填等较少的重要功能,这有助于运行用户特定框架的具有指定时间的任何任务。用户通过自由回填整个DAG的方式,可以在添加新功能后重新处理历史数据以应对数据丢失,Airflow还支持并发管理并发任务。 而Jenkins仅在检查作业配置时执行并发任务,其余情况下为并行执行。它还支持在多台机器上分配工作,以方便它可以轻松驱动便于测试、构建和部署的任务,它还提供了如 GitHub、Java、PHP 等多种接入形式。 -如果您的主要工作是处理代码工程的自动化测试、集成及上线,那么推荐使用 Jenkins 来管理您的任务,并且Jenkins结构简单,您可以快速掌握。 -虽然 Airflow有一定的学习成本,但是有大量工作量的经验丰富的开发人员会发现Airflow更方便。该软件的对外暴露的能力将使他们能够轻松地完成无数任务。 +如果您的主要工作是代码的自动化测试、集成和上线等,那么推荐使用 Jenkins 来进行这些任务的编排与串联,因为Jenkins结构简单,您可以快速掌握。 +虽然 Airflow有一定的学习成本,但是有大量工作量的经验丰富的开发人员会发现Airflow更方便,该软件的对外暴露的能力将使他们能够轻松地完成无数任务。 下面的章节将对AirFlow核心概念和使用方法进行详细描述。 @@ -62,6 +58,11 @@ Airflow中,流水线以DAG(有向无环图,Directed Acyclic Graph)形式展 * 算子(Operator)
每个算子可以看做是DAG中的一个环节,多个算子通过串联组成一个DAG,算子也是任务的静态描述。 + +下图5-1展示了Airflow的交互界面,在这个界面上可以创建任务,对具体的任务使用进行代码编辑等操作。 +![images/chapter-5-1.png](images/chapter-5-1.png) +图5-1 Airflow操作界面 + Airflow之所以能够被广泛使用,离不开它的以下特性: * 高伸缩性 @@ -75,7 +76,7 @@ Airflow之所以能够被广泛使用,离不开它的以下特性: #### 安装 Airflow -本文在github MLOpsInAction仓库中集成好了Airflow镜像定制、服务启动的脚本。本文采用devops的方法,通过docker安装airflow,用户可以在Linux、Mac、Windows WSL Ubuntu系统上执行下面脚本,即可实现Airflow服务启动。 +本文在github MLOpsInAction仓库中集成好了Airflow镜像定制、服务启动的脚本。本文采用devops的方法,通过docker安装Airflow,用户可以在Linux、Mac、Windows WSL Ubuntu系统上执行下面脚本,即可实现Airflow服务启动。 ```shell # git pull https://github.com/ybz21/MLOpsInAction.git # cd MLOpsInAction/airflow @@ -95,7 +96,7 @@ Airflow之所以能够被广泛使用,离不开它的以下特性: #### 构建流水线 在日常生活中,我们经常会被垃圾邮件、垃圾短信以及各种垃圾消息困扰,如何通过使用机器学习的方式,将这些垃圾信息进行自动分类并过滤,减少生活工作中的不必要的烦扰成为一个较好的问题。 并且随着时间的推移,垃圾邮件、短信等样本会产生一定的变化(如几个月前的垃圾邮件主题主要集中在某几个领域,现在的垃圾邮件主题集中在另几个新领域),因此模型需要定时更新,以能随着时间的推移,模型效果没有太大的下降。 -本节以训练一个垃圾信息分类器为例,利用Airflow构建一个定时下载训练数据、重训练、下载推理数据、推理的Pipeline。 +本节以训练一个垃圾信息分类器为案例,利用Airflow构建一个定时下载训练数据、重训练、下载推理数据、推理的Pipeline。 该Pipeline具有一定的可迁移性,如果您的业务具有数据变更快且需要定期更新模型或者需要定时执行离线批量预测任务,可以基于本节中的Pipeline进行改造。 代码的仓库地址见:https://github.com/ybz21/MLOpsInAction ,下面是流水线构建的详细步骤 @@ -309,8 +310,13 @@ if __name__ == '__main__': * 运行 -在上述步骤完成后,在Web浏览器中进入Airflow的控制台,可以看到有一个名为ml_pipeline的dag,我们可以手动触发流水线,当观测到如下图5-3所示的流水线状态变为成功后,便可在airflow的工作目录的data目录下看到最新的推理结果数据。 -至此,利用Airflow构建一个定时下载数据、训练、推理的垃圾信息分类的业务完成了。 +在上述步骤完成后,在Web浏览器中进入Airflow的控制台,可以看到有一个名为ml_pipeline的dag,我们可以手动触发流水线,当观测到如下图5-3所示的流水线状态变为成功后,便可在airflow的工作目录的data目录下看到最新的推理结果数据,即sms_cls_inference_result.csv。 +该文件为对sms_cls_inference.csv的处理结果,其格式如下: +``` +spam Free entry in 2 a wkly comp to win FA Cup final tkts 21st May 2005. Text FA to 87121 to receive entry question(std txt rate)T&C's apply 08452810075over18's +ham U dun say so early hor... U c already then say... +``` +其中每一行的第一个单词为分类结果,其分为ham和spam,其中ham代表正常信息,spam代表垃圾信息。ham或spam后的一段话为处理的信息。如上文结果中,第一行明显是一个广告,引导消费者发短信,因此被判为垃圾信息。 至此,利用Airflow构建一个定时下载数据、训练、推理的垃圾信息分类的业务完成了。 ![images/chapter-5-3.png](images/chapter-5-3.png) 图5-3 Airflow DAG执行详情 @@ -328,7 +334,7 @@ MLflow(官方网站地址:https://mlflow.org/ ,源码地址:https://gith * 4 针对模型的全生命周期管理的需求,提供集中式协同管理,包括模型版本管理、模型状态转换、数据标注。 其中第1、3、4两个功能点解决了3.1.5章节的问题3(版本化及重现)。 -MLflow从开发者的角度出发,为开发者提供代码、模型追踪,方便开发者对不同历史版本的代码和模型进行比较。基于上述功能,MLflow适用于以下场景: +MLflow从开发者的角度出发,为开发者提供代码、模型追踪,方便开发者对不同历史版本的代码和模型进行比较。基于上述功能,MLflow可以实现模型或代码的持续集成、持续交付、持续训练工作,具体适用于以下场景: * 团队对机器学习代码、超参数、模型等进行版本管理,方便对历史版本进行追溯,降低机器学习模型重训练、模型调优的工作量。 * 数据科学或机器学习团队需要对模型的存储有较好的管控能力。 @@ -393,9 +399,12 @@ MLflow从开发者的角度出发,为开发者提供代码、模型追踪, 并拉取MLflow的依赖组件:mysql、minio等,最终将整个服务启动起来。 #### 构建流水线 -本节以UCI心脏病数据集为例,使用MLflow工具构建从数据下载、特征处理、模型训练、模型上线的pipeline。 +本节以UCI心脏病数据集为例,使用MLflow工具构建从数据下载、特征处理、模型训练、模型上线的机器学习案例Pipeline。该Pipeline流程如下图5-5所示: +![images/chapter-5-5.png](images/chapter-5-5.png) + +图5-5 基于MLflow的机器学习案例Pipeline流程 -UCI心脏病数据集包含76个属性,但是所有已发布的实验都引用了其中14个属性的子集。本文选取的数据集(https://www.kaggle.com/datasets/redwankarimsony/heart-disease-data) 包含16个属性。比14个属性多出id和database两个属性,下面是这16个属性的名称、含义、类型及解释说明。 +其中,下载的数据集——UCI心脏病数据集包含76个属性,但是所有已发布的实验都引用了其中14个属性的子集。本文选取的数据集(https://www.kaggle.com/datasets/redwankarimsony/heart-disease-data) 包含16个属性。比14个属性多出id和database两个属性,下面是这16个属性的名称、含义、类型及解释说明。 | 列名 | 含义 | 类型 | 说明 | | ---- | ---- | ---- |---- | @@ -500,6 +509,7 @@ if __name__ == '__main__': * 3.2 pipeline-特征处理 +创建feature.py,其内容如下所示 ```python import mlflow import click @@ -559,10 +569,11 @@ if __name__ == '__main__': task() ``` -该步骤包含了对原始数据进行数据预处理,数据特征工程,最终将数据进行存储,并使用追踪的手段将数据log下来。 +该文件包含了对原始数据进行数据预处理,数据特征工程,最终将数据进行存储,并使用追踪的手段将数据log下来。 * 3.3 pipeline-算法训练 - 创建train.py,内容如下 + +创建train.py,内容如下 ```python import mlflow import click @@ -644,16 +655,16 @@ EOF # mlflow run heart_disease_cls ``` -上述脚本运行完成后,在浏览器中输入网址 http://127.0.0.1:5000,即可看到如图5-5所示的Pipeline运行成功界面: -![images/chapter-5-5.png](images/chapter-5-5.png) -图5-5 Pipeline运行成功界面 +上述脚本运行完成后,在浏览器中输入网址 http://127.0.0.1:5000,即可看到如图5-6所示的Pipeline运行成功界面: +![images/chapter-5-6.png](images/chapter-5-6.png) +图5-6 Pipeline运行成功界面 * 5 模型上线 -从上图6-5界面中,点击列表栏中的第一栏的第一个子栏,即为train.py的执行步骤,点击该步骤,进入如下图5-6所示训练步骤详情页面, +从上图6-5界面中,点击列表栏中的第一栏的第一个子栏,即为train.py的执行步骤,点击该步骤,进入如下图5-7所示训练步骤详情页面, 在该页面可以看到模型的效果指标,训练时记录的指标、参数等信息。 -![images/chapter-5-6.png](images/chapter-5-6.png) +![images/chapter-5-7.png](images/chapter-5-7.png) 图5-6 训练步骤详情页 您还可以更改3.3 pipeline-算法训练步骤中的算法,对比不同算法产生的模型的效果指标,从中选出最优的模型,然后进入训练详情页,点击如图6-6所示的右下角的register model将模型发布到模型仓库,并在模型仓库将该模型的stage改为Production(可产品化),然后使用线面命令对模型仓库的服务进行上线即可 @@ -692,6 +703,17 @@ Multi-Tenancy组件为Kubeflow提供了多租户的能力。 Kubeflow天然支持TensorFlow、Pytorch、MXNet、MPI、Chainer等ML框架的任务的提交和运行。 Kubeflow的某些部分(如Kubeflow pipelines)建立在Argo之上,Argo更具有普适性,其目的是可以编排任何任务,而Kubeflow则专注于与机器学习相关的任务,例如实验跟踪,超参数调整和模型部署。 +下表5-2展示了 + +| Pipeline | 优点 | 缺点 | 适用场景或人群 | +| ---- | ---- | ---- |---- | +| Airflow | 平台较为成熟,Python技术栈,对DAG支持较好 | 需要一定的Python能力 | 适用于按照某种定时策略,运行一些如数据ETL、模型重训练等批量任务的场景| +| MLflow | 对代码、模型追踪功能较强 | 对Pipeline的DAG的工具、组件等支持较差 | 适用于对模型持续开发迭代过程中有记录和追溯需求的团队或个人 | +| TFX | 与Tensorflow等谷歌已有机器学习框架结合较好 | 代码态,缺少图形化界面 | 适用于对Tensorflow API较为熟悉并有一定实践,并想基于此做端到端的、工程化的产品的团队或个人 | +| Argo | 依托Kubernetes(云原生),较为轻量 | 需要有Kubernetes的经验,有一定的学习成本 | 适用于已有产品或项目与Kubernetes生态结合较好,并且希望将自己的所有任务一Kubernetes Job形式运行的团队 | +| Kubeflow | 生态强大,有各种机器学习周边的工具 | 学习成本相较Argo又上了一个台阶 | 适用于对Kubernetes有一定的经验,并且对Kubeflow生态组件功能有一些强需求的场景,如需要其模型网格服务等能力 | + +表5-2各Pipeline优缺点及试用场景 ## 5.5 小结 通过上文对Airflow和MLflow两种Pipeline的介绍和实战,我们不难发现:Airflow更适合对任务按照不同的触发规则进行调度,MLflow更倾向于不断实验,并对实验过程进行记录、对比分析。 如果您有较为成熟的业务系统,需要的是按照不同的执行规则,不同的任务串联方式进行业务处理的话,建议您选用Airflow。如果您目前在MLOps效果的探索阶段,建议您使用MLflow进行探索阶段的全生命周期最终。 diff --git a/images/chapter-5-5.png b/images/chapter-5-5.png index 1b8d348a6598ea31d768426762cbe14313ef7f28..1df2dc7d4cade26fbf5dd41af33ceb3291674566 100644 GIT binary patch literal 5742 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zPq7wQ(yjWqo_pu*-|zM*e53l8yETe=mTp`Ai(#wElm*Eef25|y@q)jG;&}75L;Jhh zn)RpQ>GemReoKw_?uXhfo5|VdI96l7)x46SPuL>8YJVJ>?f(T(_d@sfeICt-u;;mu z{sa+_eKS+8@~PnPo@x5%(kRea%zWikc`vg<*;uxzQdn~99!0;F=p*~P&<;=3fdwHK zpwxAVwC`}Z8kV@2Z2HIlY_ZS|n-T|{3Rd7;6}uT)SXmWh3KwYkut3a!g|t#ux_)N_ z4SzmNNpM~_cUk|n8gi`JC_|{s_?a<16QEDVXPGXdt&t@5dtfn+Gu1_0RRS{84%uiUAzLV;XsCq5{c zNF+YhfL~wKc)e1h)@A*3MG0Cil0mY)g&7!nAU&6GQH^ZCQAcUo#Jerz+GPUD& z?NduEvg(riV`e9NAA3JrgN;Z!T5wQppTfH}XI#7gA1EW(wNIz`zH&%wG^e@{p#o2K z&w`xpQur}!ceA`M(?0ezdorET3AVb%KQ(a`rzV?j0%c Date: Fri, 25 Nov 2022 18:15:21 +0800 Subject: [PATCH 2/3] fix chapter-5 --- chapter-5.md | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/chapter-5.md b/chapter-5.md index 775e406..3fa325b 100644 --- a/chapter-5.md +++ b/chapter-5.md @@ -78,8 +78,8 @@ Airflow之所以能够被广泛使用,离不开它的以下特性: 本文在github MLOpsInAction仓库中集成好了Airflow镜像定制、服务启动的脚本。本文采用devops的方法,通过docker安装Airflow,用户可以在Linux、Mac、Windows WSL Ubuntu系统上执行下面脚本,即可实现Airflow服务启动。 ```shell -# git pull https://github.com/ybz21/MLOpsInAction.git -# cd MLOpsInAction/airflow +# git clone git@github.com:StarTogether/mlops-book-demo.git +# cd mlops-book-demo/chapter-5/airflow # sh start.sh ``` 其中start.sh包含两部分: 一部分是对官方的apache/airflow镜像做定制化,另一部分是使用docker-compose启动Airflow服务及其支撑组件。如果您想将本文的安装方法使用到自己的业务上,可以对这两部分进行改造,下面是这两部分的说明。 @@ -98,7 +98,7 @@ Airflow之所以能够被广泛使用,离不开它的以下特性: 并且随着时间的推移,垃圾邮件、短信等样本会产生一定的变化(如几个月前的垃圾邮件主题主要集中在某几个领域,现在的垃圾邮件主题集中在另几个新领域),因此模型需要定时更新,以能随着时间的推移,模型效果没有太大的下降。 本节以训练一个垃圾信息分类器为案例,利用Airflow构建一个定时下载训练数据、重训练、下载推理数据、推理的Pipeline。 该Pipeline具有一定的可迁移性,如果您的业务具有数据变更快且需要定期更新模型或者需要定时执行离线批量预测任务,可以基于本节中的Pipeline进行改造。 -代码的仓库地址见:https://github.com/ybz21/MLOpsInAction ,下面是流水线构建的详细步骤 +代码的仓库地址见:https://github.com/StarTogether/mlops-book-demo/tree/main/chapter-5/mlflow ,下面是流水线构建的详细步骤 * 1 定义DAG @@ -195,10 +195,10 @@ def main(): os.makedirs(data_dir) if args.mode == 'train': - data_url = 'https://github.com/ybz21/MLOpsInAction/raw/master/data/sms_cls_train.csv' + data_url = 'https://github.com/StarTogether/mlops-book-demo/raw/master/chapter-5/data/sms_cls_train.csv' data_path = os.path.join(data_dir, "sms_cls_train.csv") else: - data_url = 'https://github.com/ybz21/MLOpsInAction/raw/master/data/sms_cls_inference.csv' + data_url = 'https://github.com/StarTogether/mlops-book-demo/raw/master/chapter-5/data/sms_cls_inference.csv' data_path = os.path.join(data_dir, "sms_cls_inference.csv") response = requests.get(data_url) @@ -390,8 +390,8 @@ MLflow从开发者的角度出发,为开发者提供代码、模型追踪, 由于tracking服务器依赖database、对象存储等组件,且服务器依赖较多的python库,安装部署过程较为复杂,本文基于devops的概念,使用docker,在服务器或则个人电脑本地的命令行工具中运行以下命令即可将。 ``` -# git clone https://github.com/ybz21/mlflow-docker-compose.git -# cd mlflow-docker-compose +# git clone git@github.com:StarTogether/mlops-book-demo.git +# cd mlops-book-demo/chapter-5/mlflow/mlflow-docker-compose # docker-compose up -d --build # cd - ``` @@ -491,7 +491,7 @@ current_dir = os.path.dirname(__file__) @click.command(help="Run download") def task(): with mlflow.start_run() as mlrun: - url = 'https://github.com/ybz21/MLOpsInAction/raw/master/data/heart_disease_uci.csv' + url = 'https://github.com/StarTogether/mlops-book-demo/raw/master/chapter-5/data/heart_disease_uci.csv' file_dir = os.path.join(current_dir, "data") filepath = os.path.join(file_dir, "raw.csv") os.system(f"mkdir -p {file_dir}") @@ -664,7 +664,7 @@ EOF 从上图6-5界面中,点击列表栏中的第一栏的第一个子栏,即为train.py的执行步骤,点击该步骤,进入如下图5-7所示训练步骤详情页面, 在该页面可以看到模型的效果指标,训练时记录的指标、参数等信息。 -![images/chapter-5-7.png](images/chapter-5-7.png) +![images/chapter-5-6.png](images/chapter-5-6.png) 图5-6 训练步骤详情页 您还可以更改3.3 pipeline-算法训练步骤中的算法,对比不同算法产生的模型的效果指标,从中选出最优的模型,然后进入训练详情页,点击如图6-6所示的右下角的register model将模型发布到模型仓库,并在模型仓库将该模型的stage改为Production(可产品化),然后使用线面命令对模型仓库的服务进行上线即可 -- Gitee From 681e44356c968a58662dc81fa2b302b8ddce23f5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E9=A2=9C=E4=B8=99=E6=94=BF?= Date: Tue, 29 Nov 2022 10:21:06 +0800 Subject: [PATCH 3/3] fix chapter-5 --- MLOps-chapter-5.docx | Bin 531301 -> 457004 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