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@techolution-ai/computer-vision

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@techolution-ai/computer-vision

A JavaScript/TypeScript library for computer vision applications, providing tools for image processing, scanning, and MQTT-based messaging.

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@techolution-ai/computer-vision

A JavaScript/TypeScript library for computer vision applications, providing tools for image processing, scanning, and MQTT-based messaging.

Table of Contents

  • Features
  • Usage
  • API Reference
  • Requirements
  • License
  • Contributing
  • Support

Features

The library provides several modules:

  • Core computer vision functionality
  • Scanner module for image/video scanning
  • MQTT-based messaging system for real-time communication

Usage

Stream the video

Use scanner to stream the camera's live recording to web using useScanner hook.

import { useMemo } from 'react';

import { useScanner } from '@techolution-ai/computer-vision/scanner';

function App(){

  const scanner = useScanner({ baseUrl: 'http://0.0.0.0:8501' })
  const streamUrl = useMemo(()=>scanner.getVideoStreamUrl(),[scanner]);

  // render the image with steaming url
  return <ScanImage src={streamUrl} />
}

Listening to MQTT messages

We can use useMessages to connect, subscribe to certain topics, and can receive the messages on onMessage callback.

We must use the MessagesProvider to use useMessages hook. It can be put at the root (or one level up) to the component's tree.

import {
  MessagesProvider,
  useMessages,
} from '@techolution-ai/computer-vision/messages'


function MessagesListener() {

  const handleReceiveMessage = (topic: string, message: any) => {
    // your topic and message is here
    // add your logic here
  }

  useMessages({
    topics: ['current_status', 'products_scanned'], // subscribing to topics
    onMessage: handleReceiveMessage, // message handler
  })
}

function App(){
  <MessagesProvider url="ws://0.0.0.0:9001">
    <MessagesListener />
  </MessagesProvider>
}

Scanner with MQTT with UI

We can combine above examples to do a full integration.

We also have a ready-to-use react component: ScannerStatus with default options added which can be used to show different statuses in the UI.


import { useMemo, useState } from 'react';

import {
  ScanImage,
  useScanner,
  ScannerStatus,
  defaultStatusMap,
  TStatusMap,
} from '@techolution-ai/computer-vision/scanner';

import {
  MessagesProvider,
  useMessages,
} from '@techolution-ai/computer-vision/messages';

function MessagesListener() {
  const scanner = useScanner({ baseUrl: 'http://0.0.0.0:8501' })

  const streamUrl = useMemo(() => scanner.getVideoStreamUrl(), [scanner])

  const [statusMap, setStatusMap] = useState<TStatusMap | null>(
    defaultStatusMap,
  )

  const [status, setStatus] = useState('idle')
  const [messages, setMessages] = useState<{ topic: string; message: any }[]>([])

  const handleReceiveMessage = (topic: string, message: any) => {
    try {
      const value = JSON.parse(message.toString())

      if (topic === 'current_status') {
        setStatus(value.status)
      } else if (topic === 'item_scanned') {
        setMessages((prev) => [...prev, { topic, message: value }])
      }
    } catch (e) {
      console.error('Error parsing message:', e)
    }
  }

  useMessages({
    topics: ['current_status', 'item_scanned'],
    onMessage: handleReceiveMessage,
  })

  return (
    <ScannerStatus
      style={{
        border: '4px solid #4b2f99',
        borderRadius: 16,
        overflow: 'hidden',
        position: 'relative',
        width: '100%',
        height: '100%',
      }}
      status={status}
      statusMap={statusMap}
    >
      <ScanImage
        src={streamUrl}
        style={{
          width: '100%',
          height: '100%',
          objectFit: 'cover',
          position: 'absolute',
          top: 0,
          left: 0,
          bottom: 0,
          right: 0,
        }}
      />
    </ScannerStatus>
  )
}

function App() {
  return (
    <MessagesProvider url="ws://0.0.0.0:9001">
      <MessagesListener />
    </MessagesProvider>
  )
}

API Reference

The library exposes three main modules:

  1. Scanner Module

    • Specialized scanning capabilities
    • Import via @techolution-ai/computer-vision/scanner
  2. Messages Module

    • MQTT-based messaging system
    • Import via @techolution-ai/computer-vision/messages

MessagesProvider (component)

Provider for MQTT connection.

Props
PropTypeDefault ValueRemarks
urlstring--Required

ScannerStatus (component)

Take all HTMLDivElement props as root

Props
PropTypeDefault ValueRemarks
statusstring--Required
statusMapTStatusMap (Object)nullOptional, uses default statusMap internally if not passed

useMessages (react hook)

Props
PropTypeDefault ValueRemarks
topicsstring[]--Required
onMessage(topic:string,message:Buffer)=>voidcallback to receive messagesRequired
onErrorfunctionCallback function when an error occurs. (not implemented)
onConnectfunctionCallback function when the connection is established. (not implemented)
onClosefunctionCallback function when the connection is closed. (not implemented)

useScanner (react hook)

Props
PropTypeDefault ValueRemarks
baseUrlstring--Required
endpointsobjectCustom endpoints for the scanner API. (Optional)
APIs (returned functions)
APIRemarks
getVideoStreamUrl()Returns the URL for the video stream.
startInference()Starts the inference process.
stopInference()Stops the inference process.
captureFrame()Captures the current frame.

Requirements

  • React ≥ 16.8.0
  • Node.js ≥ 14.0.0
  • TypeScript ≥ 4.0.0 (for TypeScript users)
  • MQTT server running along with AI backend service

License

This project is licensed under the MIT License - see the LICENSE file for details.


Contributing

Please read our contributing guidelines and code of conduct before submitting pull requests.

Support

For issues and feature requests, please use the GitHub issue tracker.

Keywords

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Package last updated on 26 Nov 2024

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