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Memoize for Observables in Typescript

I am looking for the best way of implementing an optimization for very expensive method that takes multiple parameters and returns an Observable. Is there an elegant way of doing it?

What I am looking for is prettier version of this:

class Example {

constructor(
       private databaseService: DatabaseService, 
       private someService: SomeService) 

expensive(param1: string, param2: string) : Observable<string> {
    if (isMemoraized(param1,param2) { 
       return Observable.create(observer=>
         observer.next(memorizedValue(param1, param2));
         observer.complete();
    } else {
        return Observable.create(observer=>{
           Observable.forkJoin([
           this.databaseService.getValue(param1, param2),
           this.someService.fetchDataFromServer(param2)].subscribe( 
          results => {
        let result = results[0] + ' ' + results[1];
        memorizeValue([param1,param2], result);
        observer.next(result);
        observer.complete();
        });
        });
    }
}
}

Any help appreciated!

like image 538
karruma Avatar asked Oct 17 '25 11:10

karruma


2 Answers

You can create a decorator to memoize the results in run-time for every decorated function:

function Memoized() {
  return function(
    target: any,
    propertyKey: string,
    descriptor: PropertyDescriptor
  ) {
    const method = descriptor.value; // references the method being decorated
    let cacheMember = propertyKey + "CacheMember";

    // the Observable function
    if (!descriptor.value) {
      throw new Error("use MemoizeDecorator only on services methods");
    }

    descriptor.value = function(...args) {
      if (!target[cacheMember]) {
        let returnedObservable = method.apply(this, args);
        if (!(returnedObservable instanceof Observable)) {
          throw new Error(
            `method decorated with Memoized Decorator must return Observable`
          );
        }

        target[cacheMember] = returnedObservable.pipe(
          publishReplay(),
          refCount()
        );
      }

      return target[cacheMember];
    };
  };
}

Usage:

@Memoized()
expensive(param1: string, param2: string) : Observable<string> {
// ...the expensive task
}

Warning! Decorators are stage 2 proposal of js! Don't use decorators without transpiling your code (Typescript supports it completely)

like image 120
Eylon Sultan Avatar answered Oct 20 '25 02:10

Eylon Sultan


There are a number of memoization packages available on NPM. For TypeScript, I'd recommend typescript-memoize, which will provide you with a decorator you can use to memoize your methods.

For example:

import {Memoize} from 'typescript-memoize';

class Example {

    @Memoize((param1: string, param2: string) => {
        return param1 + ';' + param2;
    })
    expensive(param1: string, param2: string) : Observable<string> {
        // ...
    }
}
like image 28
fny Avatar answered Oct 20 '25 02:10

fny



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