aiges

aiges

AI Serving framework loader

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AIGES is a core component of the Athena Serving Framework, designed as a universal encapsulation tool for AI developers to deploy AI algorithm models and engines quickly. By integrating AIGES, you can deploy AI algorithm models and engines rapidly and host them on the Athena Serving Framework, utilizing supporting auxiliary systems for networking, distribution strategies, data processing, etc. The Athena Serving Framework aims to accelerate the cloud service of AI algorithm models and engines, providing multiple guarantees for cloud service stability through cloud-native architecture. You can efficiently and securely deploy, upgrade, scale, operate, and monitor models and engines without focusing on underlying infrastructure and service-related development, governance, and operations.

README:

AI Service Engine

Forks Stars Build Status GitHub release GitHub contributors License: Apache2.0

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背景

AIGES是 Athena Serving Framework中的核心组件,它是一个个专为AI能力开发者打造的AI算法模型、引擎的通用封装工具。 您可以通过集成AIGES,快速部署AI算法模型、引擎,并托管于Athena Serving Framework,即可使用网络、分发策略、数据处理等配套辅助系统。 Athena Serving Framework 致力于加速AI算法模型、引擎云服务化,并借助云原生架构,为云服务的稳定提供多重保障。 您无需关注底层基础设施及服务化相关的开发、治理和运维,即可高效、安全地对模型、引擎进行部署、升级、扩缩、运营和监控。

上新!!!

👉👉👉快速了解 Cgo模式GRPC模式区别

整体架构

img

使用工作流(AthenaServing)

img

特性

☑ 支持模型推理成RPC服务(Serving框架会转成HTTP服务)

☑ 支持C代码推理

☑ 支持Python代码推理

☑ 支持once(非流式)推理、流式推理

☑ 支持配置中心,服务发现

☑ 支持负载均衡配置

☑ 支持HTTP/GRPC服务

☑ Cgo模式/GRPC模式切换 [go 和 python通信方式]

SDK

👉👉👉Python

AI协议

参见: 👉👉👉ase-proto

准备环境

python 版本请选用 3.9+ 也可以下载我们的docker镜像

如下流程可在容器环境中进行 (无需gpu):

docker run -itd --name mnist2 -p 1889:1888 public.ecr.aws/iflytek-open/aiges-gpu:10.1-1.17-3.9.13-ubuntu1804-v3.0-alpha11 bash

您也可以自己准备环境, 直接下载二进制在您自己的任何环境上运行aiges.

0. 装sdk

pip3 install aiges==0.5.0 -i https://pypi.python.org/simple

1. 下载加载器

  1. wget https://github.com/iflytek/aiges/releases/download/v3.0-alpha11/aiges_3.0-alpha11_linux_amd64.tar.gz

初始化 python wrapper 项目

通过aiges创建一个名为mnist的项目

python3 -m aiges create -n mnist

2. 初始项目结构

root# tree mnist/
mnist/
├── Dockerfile
├── README.md
├── requirements.txt
└── wrapper
    ├── test_data
    │   └── test.png
    └── wrapper.py

3. 解压加载器 [docker提供的镜像默认有AIservice,您可以用下述命令更新最新的AIservice binary]

tar zxvf aiges_3.0-alpha11_linux_amd64.tar.gz -C mnist

首次执行:

root@505a3a0e670c:/home/aiges# ./AIservice
加载器运行方法:

- 本地模式运行
1: ./AIservice -init  , 初始化配置文件 aiges.toml (若存在,则不会替换)
2: ./AIservice -m=0 , 仅用于本地模式运行
3: ./AIservice -mnist , 下载mnistdemo
- 配置中心模式 (开源计划删除)
- 更多参数选项: 请执行 ./AIservice -h

此时项目结构如下

➜  mnist git:(master) ✗ tree -L 3 .
.
├── AIservice
├── Dockerfile
├── include
│   ├── type.h
│   └── wrapper.h
├── library
│   ├── libahsc.so
│   ├── libIce.so.34
│   └── libIceUtil.so.34
├── README.md
├── requirements.txt
└── wrapper
    ├── test_data
    │   └── test.png
    └── wrapper.py

4 directories, 11 files

4. 配置PythonGrpc模式 初始化aiges 配置

顺序执行如下:

  • export AIGES_PLUGIN_MODE=python

  • ./AIservice -init 【会在当前目录下生成一个 aiges.toml】

  • ./AIservice -m 0 -c aiges.toml -s svcName

启动引擎,此时结果如下:【注意svcName必须和aiges 的section对应,当前默认就是 svcName】

root@012d31456c50:/home/aiges/mnist# ./AIservice -m 0 -c aiges.toml  -s svcName
2022/11/15 18:22:01 widgetpy.go:26: Starting Using Python :
config.toml version:
2022/11/15 18:22:01 utils.NewLocalLog success. -> LOGLEVEL:debug, FILENAME:./log/aiges.log, MAXSIZE:3, MAXBACKUPS:3, MAXAGE:3
2022/11/15 18:22:01 host2ip->ip:0.0.0.0,port:5090
2022/11/15 18:22:01 finderSwitch:0,finderSwitchErr:<nil>
2022/11/15 18:22:01 about to deal with hermes.
2022/11/15 18:22:02 NewSessionManager success.
2022/11/15 18:22:02 NewSidGenerator success.
2022/11/15 18:22:02 fn:AbleTrace,able:false
2022/11/15 18:22:02 about to deal finder.
2022/11/15 18:22:02 about to deal metrics.
2022/11/15 18:22:02 metrics is disable
2022/11/15 18:22:02 about to deal rateLimiter.
2022/11/15 18:22:02 about to deal vCpuManager.
2022/11/15 18:22:02 about to deal bvtVerifier.
2022/11/15 18:22:02 namespace not set, use default
2022/11/15 18:22:02 bvt is disable
header pass list: []
2022-11-15T18:22:02.476+0800 [WARN]  python-plugin: plugin configured with a nil SecureConfig
2022-11-15T18:22:02.477+0800 [DEBUG] python-plugin: starting plugin: path=/bin/sh args=[sh, -c, "/usr/bin/env python -m aiges.serve"]
2022-11-15T18:22:02.478+0800 [DEBUG] python-plugin: plugin started: path=/bin/sh pid=126
2022-11-15T18:22:02.478+0800 [DEBUG] python-plugin: waiting for RPC address: path=/bin/sh
2022-11-15T18:22:02.653+0800 [DEBUG] python-plugin: using plugin: version=1
2022-11-15T18:22:02.655+0800 [DEBUG] python-plugin.stdio: received EOF, stopping recv loop: err="rpc error: code = Unimplemented desc = Method not found!"
2022-11-15T18:22:02.656+0800 [DEBUG] python-plugin.sh:  root:wrapperInit:107 - INFO:  Importing module from wrapper.py: wrapper
2022-11-15T18:22:02.657+0800 [DEBUG] python-plugin.sh:  root:wrapperInit:119 - ERROR:  module 'wrapper' has no attribute 'Wrapper'
2022/11/15 18:22:02 grpc.go:20: Call WrapperInit Failed...ret: 30001

这是因为我们的 wrapper还未准备好

5. 编写推理逻辑wrapper,以mnist项目为例

下载 mnist demo:

  • ./AIservice -mnist

默认会下载 https://github.com/iflytek/aiges_demo.git 项目,并解压到当前目录 aiges_demo

如果此命令长时间没有反应,可能是因为GFW问题, 可手动下载 https://github.com/iflytek/aiges_demo/archive/refs/tags/v1.0.0.zip

unzip 解压到当 aiges_demo目录中即可【注意手动解压可能嵌套了一层 aiges_demo_1.0.0目录】。

删除 当前mnist下默认生成的wrapper目录,替换上述的demo

  • rm -r wrapper
  • cp -ra aiges_demo/mnist/wrapper/ ./
  • cp -ra aiges_demo/mnist/requirements.txt mnist/
  • pip install -r requirements.txt
  • export AIGES_PLUGIN_MODE=python
  • export PYTHONPATH=/home/aiges/mnist/wrapper
  • 再次运行引擎 ./AIservice -m 0 -c aiges.toml -s svcName

标准输出如下:

2022/11/15 21:26:29 widgetpy.go:26: Starting Using Python :
config.toml version:
2022/11/15 21:26:29 utils.NewLocalLog success. -> LOGLEVEL:debug, FILENAME:./log/aiges.log, MAXSIZE:3, MAXBACKUPS:3, MAXAGE:3
2022/11/15 21:26:29 host2ip->ip:0.0.0.0,port:5090
2022/11/15 21:26:29 finderSwitch:0,finderSwitchErr:<nil>
2022/11/15 21:26:29 about to deal with hermes.
2022/11/15 21:26:30 NewSessionManager success.
2022/11/15 21:26:30 NewSidGenerator success.
2022/11/15 21:26:30 fn:AbleTrace,able:false
2022/11/15 21:26:30 about to deal finder.
2022/11/15 21:26:30 about to deal metrics.
2022/11/15 21:26:30 metrics is disable
2022/11/15 21:26:30 about to deal rateLimiter.
2022/11/15 21:26:30 about to deal vCpuManager.
2022/11/15 21:26:30 about to deal bvtVerifier.
2022/11/15 21:26:30 namespace not set, use default
2022/11/15 21:26:30 bvt is disable
header pass list: []
[GIN-debug] [WARNING] Creating an Engine instance with the Logger and Recovery middleware already attached.

[GIN-debug] [WARNING] Running in "debug" mode. Switch to "release" mode in production.
 - using env:	export GIN_MODE=release
 - using code:	gin.SetMode(gin.ReleaseMode)

[GIN-debug] GET    /v1/svcName               --> github.com/xfyun/aiges/httproto.(*Server).ginHandler.func1 (3 handlers)
[GIN-debug] POST   /v1/svcName               --> github.com/xfyun/aiges/httproto.(*Server).ginHandler.func1 (3 handlers)
[GIN-debug] PUT    /v1/svcName               --> github.com/xfyun/aiges/httproto.(*Server).ginHandler.func1 (3 handlers)
[GIN-debug] PATCH  /v1/svcName               --> github.com/xfyun/aiges/httproto.(*Server).ginHandler.func1 (3 handlers)
[GIN-debug] HEAD   /v1/svcName               --> github.com/xfyun/aiges/httproto.(*Server).ginHandler.func1 (3 handlers)
2022-11-15T21:26:30.116+0800 [WARN]  python-plugin: plugin configured with a nil SecureConfig
2022-11-15T21:26:30.116+0800 [DEBUG] python-plugin: starting plugin: path=/bin/sh args=[sh, -c, "/usr/bin/env python -m aiges.serve"]
[GIN-debug] OPTIONS /v1/svcName               --> github.com/xfyun/aiges/httproto.(*Server).ginHandler.func1 (3 handlers)
[GIN-debug] DELETE /v1/svcName               --> github.com/xfyun/aiges/httproto.(*Server).ginHandler.func1 (3 handlers)
[GIN-debug] CONNECT /v1/svcName               --> github.com/xfyun/aiges/httproto.(*Server).ginHandler.func1 (3 handlers)
[GIN-debug] TRACE  /v1/svcName               --> github.com/xfyun/aiges/httproto.(*Server).ginHandler.func1 (3 handlers)
[GIN-debug] GET    /test.json                --> github.com/xfyun/aiges/httproto.getDemo (3 handlers)
2022-11-15T21:26:30.116+0800 [DEBUG] python-plugin: plugin started: path=/bin/sh pid=1081
2022-11-15T21:26:30.116+0800 [DEBUG] python-plugin: waiting for RPC address: path=/bin/sh
[GIN-debug] GET    /swagger/*any             --> github.com/swaggo/gin-swagger.CustomWrapHandler.func1 (3 handlers)
2022-11-15T21:26:30.242+0800 [DEBUG] python-plugin: using plugin: version=1
2022-11-15T21:26:30.244+0800 [DEBUG] python-plugin.stdio: received EOF, stopping recv loop: err="rpc error: code = Unimplemented desc = Method not found!"
2022-11-15T21:26:30.245+0800 [DEBUG] python-plugin.sh:  root:wrapperInit:107 - INFO:  Importing module from wrapper.py: wrapper
2022-11-15T21:26:31.642+0800 [DEBUG] python-plugin.sh:  root:_check_path:151 - WARNING:  <class 'FileNotFoundError'>
2022-11-15T21:26:31.643+0800 [DEBUG] python-plugin.sh:  root:wrapperInit:112 - INFO:  User Wrapper newed Success.. starting call user init functions...
2022-11-15T21:26:31.643+0800 [DEBUG] python-plugin.sh:  root:wrapperInit:85 - INFO:  Initializing ...
2022-11-15T21:26:31.666+0800 [DEBUG] python-plugin.sh:  root:wrapperSchema:141 - INFO:  Entering warpperSchema ...
2022-11-15T21:26:31.672+0800 [DEBUG] python-plugin.sh:  root:test_value:233 - WARNING:  test_data/0.png not exist.. check
2022-11-15T21:26:31.672+0800 [DEBUG] python-plugin.sh:  root:schema:434 - INFO:  Genrating Schema...
aiService.Init: init success!
2022/11/15 21:26:31 about to x.run
2022/11/15 21:26:31 about init interceptor
2022/11/15 21:26:31 success init interceptor
2022/11/15 21:26:31 about to call grpc.NewServer(opts...),maxRecv:4194304,maxSend:4194304
2022/11/15 21:26:31 about to call utils.RegisterXsfCallServer(x.grpcserver, srv)
2022/11/15 21:26:31 about to call reflection.Register(x.grpcserver)
2022/11/15 21:26:31 about to exec userCallback
2022/11/15 21:26:31 deal with UserHighPriority
2022/11/15 21:26:31 deal with UserNormalPriority
2022/11/15 21:26:31 deal with UserLowPriority
2022/11/15 21:26:31 about to call x.grpcserver.Serve
2022/11/15 21:26:31 about to check if the grpc service([::]:5090) is started
2022/11/15 21:26:31 grpc server([::]:5090) started successfully
2022/11/15 21:26:31 bvtVerifierInst is disable,ignore...
2022/11/15 21:26:31 about to call finderadapter.Register([::]:5090)
2022/11/15 21:26:31 about to exec fcDelayInst
2022/11/15 21:26:31 about to call fc delay task
2022/11/15 21:26:31 blocking for grpcserver.Serve

默认监听 http端口是: 1888, 可从aiges.toml文件中看到

5. Postman调试

 {
	"header":{
		"appid":"123456",
		"uid":"39769795890",
		"did":"SR082321940000200",
		"imei":"8664020318693660",
		"imsi":"4600264952729100",
		"mac":"6c:92:bf:65:c6:14",
		"net_type":"wifi",
		"net_isp":"CMCC",
		"status":3,
		"res_id":""
	},
	"parameter":{
		"svcName":{
			"result":{
				"encoding":"utf8",
				"compress":"raw",
				"format":"plain",
                "data_type": "text"
			}
		}
	},
	"payload":{
		"img":{
			"encoding":"jpg",
			"status":3,
			"image":"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"
		}
		
	}
}

返回响应

{
    "header": {
        "code": 0,
        "sid": "0d9115af-0c6b-4526-a539-05b3c8aa9cfa",
        "status": 3
    },
    "payload": {
        "result": {
            "compress": "raw",
            "encoding": "utf8",
            "format": "plain",
            "seq": "0",
            "status": "3",
            "text":"{\"result\": 7, \"msg\": \"\识\别\结\果\为\数\字: 7\"}"
        }
    }
}

6. swagger调试mnist

当前默认集成了 swagger2.0 for openapi3.0.

启动后访问:

http://<yourip>:1888

如下图:

img

Try it out ! 可以复制上述 postman部分的 body进行请求。

img2

可以看到识别结果返回

  • 至此,单独的aiges加载器完成基本运行

由于alpha 是裁剪后,并刚刚合并了 http接口部分,很多功能还不完善,但是基本可以托管能力

目前已知问题:

  • python进程退出未做处理,需要跟随父进程自动退出

  • 部分运行异常暂时没时间处理

联系我们

  • focus on:

ifly

  • contact:

weixin

注意备注来源: 开源

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