Text Analytics Middleware
The Text Analytics Middleware offers Bot Framework middleware components for the Cognitive Services Text Analytics API. You will need an Azure account, as well as a Cognitive Services resource created on Azure. Take a look at the Microsoft Text Analytics API documentation for details.
Installing
npm install @botbuildercommunity/text-analytics-middleware --save
Usage
All middleware is created and used in the same way. For example, for sentiment analysis, import the SentimentAnalysis
class from the package, and add it to your bot adapter:
import { SentimentAnalysis } from '@botbuildercommunity/text-analytics-middleware';
adapter.use(new SentimentAnalysis(YOUR_TEXT_ANALYTICS_KEY, TEXT_ANALYTICS_API_ENDPOINT, SERVICE_CLIENT_OPTIONS));
Note that the TEXT_ANALYTICS_API_ENDPOINT will be the Cognitive Services endpoint root. For example: https://eastus.api.cognitive.microsoft.com
When used, the turnState
on the TurnContext
will have a property named sentimentScore
between 0 and 1. A full example can be seen in the bot.js
bot test file.
Supported middleware classes include:
SentimentAnalysis
LanguageDetection
KeyPhrases
EntityExtraction
Each class takes the two required parameters in the example usage above (with the SERVICE_CLIENT_OPTIONS parameter being optional).
In each case, properties are added to the turnState
of the TurnContext
. You can retrieve them in your bot via:
context.turnState.get('sentimentScore')
//This is a number for SentimentAnalysis
context.turnState.get('language')
//This is a string for LanguageDetection
context.turnState.get('keyPhrases')
//This is an array of strings for KeyPhrases
context.turnState.get('textEntities')
//This is an array of EntityRecord
typesfor
EntityExtraction`