基于Paddle Serving&百度智能边缘BIE的边缘AI解决方案[通俗易懂]

基于Paddle Serving&百度智能边缘BIE的边缘AI解决方案[通俗易懂]PaddleServing作为飞桨(PaddlePaddle)开源的服务化部署服务化方案,提供了C++Serving和PythonPipeline两套框架,旨在帮助深度学习开发者和企…

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Paddle Serving作为飞桨(PaddlePaddle)开源的服务化部署服务化方案,提供了C++ Serving和Python Pipeline两套框架,旨在帮助深度学习开发者和企业提供高性能、灵活易用的工业级在线推理服务,助力人工智能落地应用。在最新的Paddle Serving v0.7.0中,提供了丰富的模型示例,总计有42个,具体模型信息可查看Model_Zoo:

https://github.com/PaddlePaddle/Serving/blob/v0.7.0/doc/Model_Zoo_CN.md。

百度智能边缘(Baidu Intelligent Edge,BIE)由 云端管理平台和BAETYL 开源边缘计算框架两部分组成,实现将云计算能力拓展至用户现场,可以提供临时离线、低延时的计算服务,包括消息规则、函数计算、AI 推断。智能边缘配合百度智能云,形成“云管理,端计算”的端云一体解决方案。

通过Paddle Serving赋能BIE,可以实现产业级的边缘AI服务发布解决方案,达到如下的云边端能力:

  • 管理边缘节点:纳管多种类型的边缘节点,包括服务器、边缘计算盒子。如果边缘侧是一个多机集群,也支持通过BIE统一管理。

  • 状态检查:支持监控边缘节点运行状态、资源使用(CPU、内存、GPU、磁盘、网络流量等)。

  • 下发Serving:支持云端将Paddle Serving下发至边缘侧,作为边缘侧服务化推理 + Serving版本升级。

  • 下发模型:支持云端动态下发PaddlePaddle模型至边缘侧,模型版本升级。

38ea9d2a07c814e848f46b8b58c259b2.png

以下教程详细描述使用Paddle Serving和BIE实现云边端服务发布的能力。主要包括实验准备、模型准备、Paddle Serving镜像准备、模型应用创建、模型应用部署、测试验证、测试效果展示。

1

试验设备

一台x86架构的ubuntu 18.04虚拟机,不依赖GPU

2

模型文件准备

1.在宿主机上下载Paddle Serving代码

git clone https://github.com/PaddlePaddle/Serving.git

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2.下载模型,参考文档:

https://github.com/PaddlePaddle/Serving/tree/v0.7.0/examples/Pipeline/PaddleDetection/yolov3

# 进入到yolov3实例模型目录
cd Serving/examples/Pipeline/PaddleDetection/yolov3/
# 下载模型
wget --no-check-certificate https://paddle-serving.bj.bcebos.com/pddet_demo/2.0/yolov3_darknet53_270e_coco.tar
# 解压模型
tar xf yolov3_darknet53_270e_coco.tar
# 解压以后删除模型压缩包
rm -r yolov3_darknet53_270e_coco.tar

3.制作模型压缩包

cd Serving/examples/Pipeline/PaddleDetection/yolov3/
压缩当前目录下的文件
zip -r paddle_serving_yolov3_darknet53_270e_coco.zip ./*
# 查看md5
md5sum paddle_serving_yolov3_darknet53_270e_coco.zip 
7a2ca27f2f444c6ac169d19922ff89ab  paddle_serving_yolov3_darknet53_270e_coco.zip

4.将模型上传到bos

3

Paddle Serving镜像准备

1.下载Paddle Serving开发镜像

docker pull registry.baidubce.com/paddlepaddle/serving:0.7.0-devel

2.运行Paddle Serving开发镜像

docker run --rm -dit --name pipeline_serving_demo registry.baidubce.com/paddlepaddle/serving:0.7.0-devel bash

3.Paddle Serving开发镜像当中安装依赖程序

# 进入容器
docker exec -it pipeline_serving_demo bash
# 下载代码
git clone https://github.com/PaddlePaddle/Serving.git
# 进入Paddle Serving代码目录
cd Serving
# 安装依赖
pip3 install -r python/requirements.txt -i https://pypi.tuna.tsinghua.edu.cn/simple

# CPU环境安装内容如下

# 安装Paddle Serving
pip3 install paddle-serving-client==0.7.0 -i https://pypi.tuna.tsinghua.edu.cn/simple
pip3 install paddle-serving-server==0.7.0 -i https://pypi.tuna.tsinghua.edu.cn/simple 
pip3 install paddle-serving-app==0.7.0 -i https://pypi.tuna.tsinghua.edu.cn/simple 

# 安装Paddle相关Python库
pip3 install paddlepaddle==2.2.0

加上 -i https://pypi.tuna.tsinghua.edu.cn/simple 表示使用国内源,提升下载速度,非必须,可以不加。

4.提交镜像,固化上面的安装内容

docker commit pipeline_serving_demo paddle_serving:0.7.0-cpu-py36

这里将我制作的镜像推送到了百度公有云CCR,可以直接下载使用

docker pull registry.baidubce.com/pp/paddle-serving:0.7.0-cpu-py36

4

模型应用创建

4.1创建模型文件配置项

①创建配置项paddle-yolov3-model

②点击引入文件

  • 类型:HTTP

  • URL:https://bie-document.gz.bcebos.com/paddlepaddle/paddle_serving_yolov3_darknet53_270e_coco.zip

  • 文件名称:paddle_serving_yolov3_darknet53_270e_coco.zip

  • 是否解压:是

f57e65c29532b7474ef381d6961ee05b.png

4.2创建启动脚本配置项

①创建配置项paddle-yolov3-run-script

②添加配置数据如下

  • 变量名:run.sh

  • 变量值:如下述代码

#! /usr/bin/env bash
cd /home/work/yolov3
python3 web_service.py

3be36c227088008d77b1b45c788b89fc.png

4.3创建paddle-serving应用并挂载

①创建应用paddle-serving

②配置服务

  • 基础信息:

名称:paddle-serving

镜像:paddle-serving:0.7.0-cpu-py36

卷配置:

/home/work/script:运行脚本位置,与启动参数一致

/home/work/yolov3:模型位置,与运行脚本一致

启动参数

/bin/bash

/home/work/script/run.sh,与前面的卷配置一致

afbf26e983ff15317820fb4711708abc.png

4ced75e9764ba0dac5e5c57c8411d522.png

5

模型应用部署

1.进入到paddle-serving

2.定位到目标节点,点击单节点匹配,选择目标节点paddle-serving-test。等待几分钟,部署状态将变为已部署。

1dfdfc751e500ac267a9faef3132abc2.png

3.进入边缘节点,可以查看服务在边缘测的运行状态,如下图所示:

792c4741ad4ac0aa91db22c14adeaa6d.png

6

测试验证

6.1使用paddle-serving-client验证

①ssh登录边缘节点

②查看边缘节点BIE应用状态

kubectl get pod -n baetyl-edge
NAME                             READY   STATUS    RESTARTS   AGE
paddle-serving-dd6d8986c-d89k7   1/1     Running   0          3m7s

③进入边缘容器

kubectl exec -it paddle-serving-dd6d8986c-d89k7 -n baetyl-edge /bin/bash
# 进去以后,工作目录为/home
λ paddle-serving-dd6d8986c-d89k7 /home 
# 查看/home/work目录,检查云端模型是否下发成功
λ paddle-serving-dd6d8986c-d89k7 /home/work cd /home/work/
λ paddle-serving-dd6d8986c-d89k7 /home/work ls
script/  yolov3/

④执行测试命令

# 进入yolov3目录
λ paddle-serving-dd6d8986c-d89k7 /home/work/yolov3 cd /home/work/yolov3/
# 查看内容
λ paddle-serving-dd6d8986c-d89k7 /home/work/yolov3 ls -l
total 221M
-rw-rw-r-- 1 root root 136K Dec 17 09:21 000000570688.jpg
-rw-rw-r-- 1 root root  509 Dec 17 09:21 benchmark_config.yaml
-rw-rw-r-- 1 root root 4.2K Dec 17 09:21 benchmark.py
-rw-rw-r-- 1 root root 2.1K Dec 17 09:21 benchmark.sh
-rw-rw-r-- 1 root root 1.5K Dec 17 09:21 config.yml
-rw-rw-r-- 1 root root  621 Dec 17 09:21 label_list.txt
-rwxr-xr-x 1 root root 220M Dec 17 09:21 paddle_serving_yolov3_darknet53_270e_coco.zip
-rw-rw-r-- 1 root root 1.2K Dec 17 09:21 pipeline_http_client.py
drwxr-xr-x 2 root root 4.0K Dec 17 09:26 PipelineServingLogs/
-rw-r--r-- 1 root root   89 Dec 17 09:26 ProcessInfo.json
-rw-rw-r-- 1 root root  368 Dec 17 09:21 README_CN.md
-rw-rw-r-- 1 root root  374 Dec 17 09:21 README.md
drwxr-xr-x 2 root root 4.0K Dec 17 09:21 serving_client/
drwxr-xr-x 2 root root 4.0K Dec 17 09:21 serving_server/
-rw-rw-r-- 1 root root 2.8K Dec 17 09:21 web_service.py
λ paddle-serving-dd6d8986c-d89k7 /home/work/yolov3 python3 
# 执行客户端测试脚本
pipeline_http_client.py

返回结果如下:

{
    'err_no': 0,
    'err_msg': '',
    'key': ['bbox_result'],
    'value': ["[{'category_id': 0, 'bbox': [215.16099548339844, 438.1199951171875, 43.29920959472656, 186.94189453125], 'score': 0.9860591292381287}, {'category_id': 0, 'bbox': [404.882568359375, 463.1432800292969, 50.00750732421875, 174.96109008789062], 'score': 0.972165584564209}, {'category_id': 0, 'bbox': [259.8436279296875, 458.67169189453125, 47.04876708984375, 154.5758056640625], 'score': 0.9670743346214294}, {'category_id': 0, 'bbox': [438.247314453125, 491.875, 68.9227294921875, 145.5482177734375], 'score': 0.9092186689376831}, {'category_id': 0, 'bbox': [156.2906951904297, 505.449951171875, 57.74359130859375, 55.9661865234375], 'score': 0.7775811553001404}, {'category_id': 0, 'bbox': [28.40601921081543, 451.0614318847656, 27.93486213684082, 113.30917358398438], 'score': 0.768792986869812}, {'category_id': 0, 'bbox': [297.4198303222656, 511.6090087890625, 59.18255615234375, 76.463134765625], 'score': 0.7284609079360962}, {'category_id': 0, 'bbox': [498.0811767578125, 504.2102966308594, 35.239501953125, 134.76394653320312], 'score': 0.6112859845161438}, {'category_id': 0, 'bbox': [522.001708984375, 479.5540466308594, 63.42236328125, 156.11416625976562], 'score': 0.5191890001296997}, {'category_id': 0, 'bbox': [139.90167236328125, 483.0037841796875, 21.444671630859375, 69.7462158203125], 'score': 0.43779468536376953}, {'category_id': 0, 'bbox': [91.08878326416016, 494.5179748535156, 27.569290161132812, 55.932159423828125], 'score': 0.4112253189086914}, {'category_id': 0, 'bbox': [9.615033149719238, 462.5943908691406, 21.810187339782715, 82.98226928710938], 'score': 0.3453913629055023}, {'category_id': 0, 'bbox': [395.7669372558594, 460.096923828125, 13.82818603515625, 51.9017333984375], 'score': 0.30560365319252014}, {'category_id': 0, 'bbox': [120.70891571044922, 496.8610534667969, 25.293846130371094, 54.288909912109375], 'score': 0.21395830810070038}, {'category_id': 0, 'bbox': [595.8244018554688, 466.6758117675781, 6.93212890625, 22.802978515625], 'score': 0.212965726852417}, {'category_id': 0, 'bbox': [624.6640625, 466.89288330078125, 6.6031494140625, 23.390869140625], 'score': 0.1309354156255722}, {'category_id': 0, 'bbox': [71.72364807128906, 493.44171142578125, 23.06365966796875, 58.178955078125], 'score': 0.11486723273992538}, {'category_id': 0, 'bbox': [93.5279769897461, 494.7836608886719, 18.048110961914062, 29.617156982421875], 'score': 0.0973864197731018}, {'category_id': 0, 'bbox': [633.90625, 466.93377685546875, 5.08349609375, 22.541259765625], 'score': 0.08928193151950836}, {'category_id': 0, 'bbox': [616.2327880859375, 467.5227966308594, 6.6636962890625, 22.73602294921875], 'score': 0.07480660825967789}, {'category_id': 0, 'bbox': [330.21514892578125, 460.61785888671875, 14.3568115234375, 50.36322021484375], 'score': 0.05391114205121994}, {'category_id': 0, 'bbox': [623.5628662109375, 521.3399047851562, 15.6580810546875, 118.66009521484375], 'score': 0.05177609249949455}, {'category_id': 0, 'bbox': [118.22535705566406, 493.11846923828125, 15.311538696289062, 46.67529296875], 'score': 0.05106724426150322}, {'category_id': 0, 'bbox': [76.89163970947266, 489.4934997558594, 14.865859985351562, 36.153900146484375], 'score': 0.0509687103331089}, {'category_id': 0, 'bbox': [612.2092895507812, 466.2706604003906, 6.8411865234375, 24.82183837890625], 'score': 0.04965047165751457}, {'category_id': 0, 'bbox': [459.98687744140625, 466.3093566894531, 11.68914794921875, 34.41339111328125], 'score': 0.04907878115773201}, {'category_id': 0, 'bbox': [0.4039268493652344, 462.4938049316406, 10.412893295288086, 61.628326416015625], 'score': 0.048166826367378235}, {'category_id': 0, 'bbox': [163.0106201171875, 501.29864501953125, 14.077667236328125, 28.6602783203125], 'score': 0.043710850179195404}, {'category_id': 0, 'bbox': [42.41417694091797, 456.0679626464844, 17.12506103515625, 96.23989868164062], 'score': 0.043581727892160416}, {'category_id': 0, 'bbox': [124.59736633300781, 495.2655029296875, 14.957061767578125, 29.24896240234375], 'score': 0.032280560582876205}, {'category_id': 0, 'bbox': [322.8830261230469, 510.5441589355469, 35.19915771484375, 58.528839111328125], 'score': 0.032096412032842636}, {'category_id': 0, 'bbox': [499.7272644042969, 472.0701599121094, 6.73431396484375, 23.52752685546875], 'score': 0.03191200643777847}, {'category_id': 0, 'bbox': [635.601318359375, 472.9556579589844, 4.2603759765625, 17.8453369140625], 'score': 0.03138304129242897}, {'category_id': 0, 'bbox': [13.47295093536377, 509.2365417480469, 17.922499656677246, 59.210113525390625], 'score': 0.024998517706990242}, {'category_id': 0, 'bbox': [492.8521728515625, 474.7392883300781, 5.19732666015625, 15.8018798828125], 'score': 0.02452804334461689}, {'category_id': 0, 'bbox': [141.70277404785156, 491.10888671875, 16.059814453125, 34.2940673828125], 'score': 0.01741969771683216}, {'category_id': 0, 'bbox': [111.90968322753906, 493.1148986816406, 13.242355346679688, 30.584503173828125], 'score': 0.016763748601078987}, {'ca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    'tensors': []
}

6.2使用postman验证

①我们知道上述yolov3模型服务的容器内端口是18082,当前我们需要在单独的一台测试机器上使用postman去调用yolov3服务接口,那么就需要将容器内的18082端口映射到宿主机上,我们在云端BIE控制台配置paddle-serving这个服务,添加端口映射,如下图所示:

c921afc908a77273d809cae976515e57.png

②下载测试图片dog.jpeg

图片链接:https://bce.bdstatic.com/doc/bce-doc/BIE/dog_831f56a.jpeg

③执行一下命令,将这张图片的base64编码输出到dog.base64文件当中

base64 -i dog.jpeg -o dog.base64

④组装postman输出参数,如下所示:

{
    "key":[
        "image"
    ],
    "value":[
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"
    ]
}

⑤postman调用url为http://[ip]:18082/yolov3/prediction,如下图所示:

3506324938d1c1f436917609749b5a93.png

⑥查看postman返回结果如下,如下图所示:

4c6d48c6f814c7a1857b602c571e27c2.png

{
    "err_no":0,
    "err_msg":"",
    "key":[
        "bbox_result"
    ],
    "value":[
        "[{'category_id': 16, 'bbox': [138.06399536132812, 54.169952392578125, 464.1486511230469, 552.6064147949219], 'score': 0.9826956987380981}, {'category_id': 57, 'bbox': [142.67298889160156, 29.47320556640625, 401.58738708496094, 564.1134033203125], 'score': 0.02150958590209484}]"
    ],
    "tensors":[
    ]
}

⑦我们看到category_id为16,查看该模型的label_list.txt,我们看到16刚好对应dog。

模型链接地址:

https://github.com/PaddlePaddle/Serving/blob/v0.7.0/examples/Pipeline/PaddleDetection/yolov3/label_list.txt

*说明:label_list当中的id,从0开始。

基于Paddle Serving + BIE的

迁移扩展能力

通过BIE部署Paddle Serving的主要思路:

1.文中所用到的paddle-serving应用和运行脚本是通用的,若想运行不同模型,只需替换下发模型文件即可。

2.GPU镜像构建逻辑与CPU镜像一致,可参考官网文档,本文统一使用CPU镜像。

Paddle Serving不断拓展异构硬件和边缘端部署能力,将与百度智能云智能边缘框架BIE深度合作。智能边缘框架BIE凭借其核心技术优势已在各领域落地部署中提供解决方案,未来,BIE将携手更多开发者共创智能边缘发展新机遇,推动边缘计算平台稳步向前,助力众多行业实现智慧化转型。

Paddle Serving即将发布v0.8.0版本将提供更多硬件上AI服务化部署,如华为昇腾310、昇腾910、海光DCU、以及英伟达Jetson。对服务化部署感兴趣的小伙伴欢迎来Paddle Serving的github了解:https://github.com/PaddlePaddle/Serving

点击“阅读原文”,即可跳转至百度智能云智能边缘官网了解更多详情~

BIE技术交流区:

6a96d5f10296b8fff3cc9a7e90bc3c6d.png

Serving服务化部署技术交流群:

c2ee999a7206cd451d221a2376b103e5.png

bea71adabb2016f8e041df378f53eb65.gif

关注公众号,获取更多技术内容~

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