YoMo, a low-latency streaming data processing framework designed for edge computing

YoMo, a low-latency streaming data processing framework designed for edge computing

2022-10-28 0 712
Resource Number 47018 Last Updated 2025-02-21
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This issue recommends a low-latency streaming edge computing framework based on GO – yomo.

YoMo, a low-latency streaming data processing framework designed for edge computing插图

YoMo is a low-delay streaming data processing framework for edge computing. Based on QUIC protocol communication and Functional Reactive Programming as the programming paradigm, YOMO builds reliable and secure low-delay real-time computing applications. Tap the potential of 5G and unlock the value of real-time computing.

Feature

  • data transmission based on QUIC protocol
  • Each packet is based on TLSv1.3 security policy
  • Ensure the stability and throughput of data transmission under 5G/WiFi-6 network
  • Closer to end users with Edge-Mesh Native architecture
  • Event-driven and resilient with serverless services
  • Build applications and microservices with just a few lines of code
  • Self-developed y3-codec optimized decoding performance faster than real-time codecs
  • RX-based reactive flow calculation to improve the speed and accuracy of data processing and analysis

YoMo is suitable for

  • Internet of Things/Industrial iot /AIoT
  • Developing latency-sensitive applications
  • Handling high network latency and packet loss
  • Processing continuous high frequency data through streaming programming
  • Building complex systems with a streaming Serverless architecture

Quick Start

1 Prerequisites

Ensure that the Go compilation runtime environment is installed.

2 Installing the CLI

Binary (recommended) :

$ curl -fsSL "https://bina.egoist.sh/yomorun/cli? name=yomo" | sh

or compile from source code:

$ go install github.com/yomorun/cli/yomo@latest

Verify CLI installation successfully:

$ yomo -V

YoMo CLI version:  v0.1.8

3 Create a Serverless application

$ yomo init yomo-app-demo

Initializing the Serverless app...
Congratulations!  You have initialized the serverless function successfully.
You can enjoy the YoMo Serverless via the command:
DEV:    yomo dev -n Noise yomo-app-demo/app.go
PROD:   First run source application, eg:  go run example/source/main.go
Second: yomo run -n yomo-app-demo yomo-app-demo/app.go
$ cd yomo-app-demo

YoMo The CLI will automatically create app.go files with the following:

package main

import (
"context"
"encoding/json"
"fmt"
"time"

"github.com/yomorun/yomo/rx"
)

// NoiseData represents the structure of data
type NoiseData struct {
Noise float32 `json:"noise"` // Noise value
Time  int64   `json:"time"`  // Timestamp (ms)
From  string  `json:"from"`  // Source IP
}

var echo = func(_ context.Context,  i interface{}) (interface{}, error) {
value := i.(*NoiseData)
value.Noise = value.Noise / 10
rightNow := time.Now().UnixNano() / int64(time.Millisecond)
fmt.Println(fmt.Sprintf("[%s] %d >  value: %f =%dms", value.From, value.Time, value.Noise, rightNow-value.Time))
return value.Noise, nil
}

// Handler will handle data in Rx way
func Handler(rxstream rx.Stream) rx.Stream {
stream := rxstream.
Unmarshal(json.Unmarshal,  func() interface{} { return & NoiseData{} }).
Debounce(50).
Map(echo).
StdOut()

return stream
}

func DataTags() []byte {
return []byte{0x33}
}

4 Compile and run

Run yomo dev from terminal and you can see:

$ yomo dev
YoMo serverless function file: app.go
Create YoMo serverless instance...
YoMo serverless function building...
Success! YoMo serverless function build.
YoMo serverless function is running...
Run: /Users/xiaojianhong/Downloads/yomo-app-demo/sl.yomo
2021/06/07 12:00:06 Connecting to zipper dev.yomo.run:9000 ...
2021/06/07 12:00:07 Connected to zipper dev.yomo.run:9000
[10.10.79.50] 1623038407236 > value: 1.919251 =-25ms
[StdOut]:  1.9192511
[10.10.79.50] 1623038407336 > value: 11.370256 =-25ms
[StdOut]:  11.370256
[10.10.79.50] 1623038407436 > value: 8.672209 =-25ms
[StdOut]:  8.672209
[10.10.79.50] 1623038407536 > value: 4.826996 =-25ms
[StdOut]:  4.826996
[10.10.79.50] 1623038407636 > value: 16.201773 =-25ms
[StdOut]:  16.201773
[10.10.79.50] 1623038407737 > value: 13.875483 =-26ms
[StdOut]:  13.875483

Schematic Diagram

YoMo, a low-latency streaming data processing framework designed for edge computing插图1

—END—

Open Source protocol: Apache2.0

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