@botbuildercommunity/middleware-google-language v1.0.2
Google Cloud Platform Natural Language API Middleware
The Google Cloud Platform Natural Language API Middleware offers Bot Framework middleware components for the Google Cloud Platform Natural Language API. You will need an Google Cloud account.
Installing
npm install @botbuildercommunity/middleware-google-language --saveAuthentication
This package assumes that you have a Google Cloud Platform account. Your Google Cloud key needs to be stored on the filesystem (it's in a JSON file), and a GOOGLE_APPLICATION_CREDENTIALS environment variable should point to that file. See Google's quickstart guide for more information.
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/middleware-google-cloud';
adapter.use(new SentimentAnalysis());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 sample bot test file.
Supported middleware classes include:
SentimentAnalysisCategoryExtractionEntityExtraction
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 forSentimentAnalysiscontext.turnState.get('categoryEntities')//This is an array of object containing anameproperty and aconfidenceproperty forCategoryExtractioncontext.turnState.get('textEntities')//This is an array of strings forEntityExtraction
Note that the
CategoryExtractionmiddleware component might not return any values if the text is too little, or if the classification cannot find a match.