Add exercise on parallel and sequential traversing
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2 changed files with 104 additions and 27 deletions
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@ -2,6 +2,8 @@ import { option } from 'fp-ts';
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import {
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getValidCountryCodeOfCountryNames,
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giveCurrencyOfCountryToUser,
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performAsyncComputationInParallel,
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performAsyncComputationInSequence,
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} from './exo5';
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describe('exo5', () => {
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@ -38,4 +40,19 @@ describe('exo5', () => {
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expect(result).toStrictEqual(option.none);
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});
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});
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describe('performAsyncComputationInParallel', () => {
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it('should return the same value for each element with the same value', async () => {
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const result = await performAsyncComputationInParallel([1, 1, 1])();
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expect(result).toStrictEqual([1, 1, 1]);
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});
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});
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describe('performAsyncComputationInSequence', () => {
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it('should return an increasing value for each element with the same value', async () => {
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const result = await performAsyncComputationInSequence([1, 1, 1])();
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expect(result).toStrictEqual([1, 2, 3]);
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});
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});
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});
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114
src/exo5/exo5.ts
114
src/exo5/exo5.ts
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@ -6,9 +6,19 @@ import { pipe } from 'fp-ts/lib/function';
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import { Option } from 'fp-ts/lib/Option';
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import { ReadonlyRecord } from 'fp-ts/lib/ReadonlyRecord';
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import { Task } from 'fp-ts/lib/Task';
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import { unimplemented, unimplementedAsync } from '../utils';
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import { sleep, unimplemented, unimplementedAsync } from '../utils';
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// TBD
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// When using many different Functors in a complex application, we can easily
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// get to a point when we have many nested types that we would like to 'merge',
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// like `Task<Option<Task<A>>>` or `Either<E,ReadonlyArray<Either<E,A>>>`
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// It would be nice to have a way to 'move up' the similar types in order to
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// chain them, like merging the `Task` to have a `Task<Option<A>>` or the
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// `Either` to have a `Either<E,ReadonlyArray<A>>`
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//
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// That's precisely the concept of `traverse`. It will allow us to transform
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// a `Option<Task<A>>` to a `Task<Option<A>>` so we can chain it with another
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// `Task` for example, or to transform a `ReadonlyArray<Either<E,A>>` to a
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// `Either<E,ReadonlyArray<A>>`
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///////////////////////////////////////////////////////////////////////////////
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// SETUP //
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@ -25,10 +35,9 @@ export const countryNameToCountryCode: ReadonlyRecord<string, CountryCode> = {
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// Let's simulate the call to an api which would return the currency when
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// providing a country code. For the sake of simplicity, let's consider that it
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// cannot fail so the signature is
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// `getCountryCurrency: (countryCode: CountryCode) => Task<Currency>`
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// cannot fail.
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type Currency = 'EUR' | 'DOLLAR';
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export const getCountryCurrency =
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export const getCountryCurrency: (countryCode: CountryCode) => Task<Currency> =
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(countryCode: CountryCode): Task<Currency> =>
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async () => {
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if (countryCode === 'US') {
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@ -37,19 +46,19 @@ export const getCountryCurrency =
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return 'EUR';
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};
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// Let's simulate a request to the user to provide a country name
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// Let's simulate a way for the user to provide a country name.
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// Let's consider that it cannot fail and let's add the possibility to set
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// user's response as a parameter for easier testing
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// `getCountryNameFromUser: (countryName: string) => Task<string>`
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export const getCountryNameFromUser = (countryName: string) =>
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task.of(countryName);
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// the user's response as a parameter for easier testing.
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export const getCountryNameFromUser: (countryName: string) => Task<string> = (
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countryName: string,
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) => task.of(countryName);
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// Here's a function to retrieve the countryCode from a country name if it is
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// matching a country we support. This method returns an `option` as we cannot
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// matching a country we support. This method returns an `Option` as we cannot
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// return anything if the given string is not matching a country name we know
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// `getCountryCode: (countryName: string) => Option<CountryCode>`
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export const getCountryCode = (countryName: string) =>
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readonlyRecord.lookup(countryName)(countryNameToCountryCode);
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export const getCountryCode: (countryName: string) => Option<CountryCode> = (
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countryName: string,
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) => readonlyRecord.lookup(countryName)(countryNameToCountryCode);
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///////////////////////////////////////////////////////////////////////////////
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// TRAVERSING OPTIONS //
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@ -57,8 +66,8 @@ export const getCountryCode = (countryName: string) =>
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// With all these functions, we can simulate a program that would ask for a
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// country name and return its currency if it knows the country.
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// A naive implementation would be mapping on each `task` and `option` to call the
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// correct method:
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// A naive implementation would be mapping on each `Task` and `Option` to call
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// the correct method:
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export const naiveGiveCurrencyOfCountryToUser = (
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countryNameFromUserMock: string,
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) =>
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@ -68,12 +77,13 @@ export const naiveGiveCurrencyOfCountryToUser = (
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task.map(option.map(getCountryCurrency)),
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);
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// The result type of this method is: `Task<Option<Task<Currency>>>`
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// Not ideal, right? We would need to await the first `task`, then check if it's
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// `Some` to get the `task` inside and finally await the `task` to retrieve the
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// Not ideal, right? We would need to await the first `Task`, then check if it's
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// `Some` to get the `Task` inside and finally await the `Task` to retrieve the
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// currency.
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// Let's do better than that!
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// Use traverse to implement giveCurrencyOfCountryToUser below which returns
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// a Task<Option<Currency>>.
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// Use `traverse` to implement `giveCurrencyOfCountryToUser` below which returns
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// a `Task<Option<Currency>>`.
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//
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// HINT: Take a look at `option.traverse` to transform an `Option<Task>` to
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// a `Task<Option>`
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@ -83,7 +93,7 @@ export const giveCurrencyOfCountryToUser: (
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countryNameFromUserMock: string,
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) => Task<Option<Currency>> = () => unimplementedAsync();
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// BONUS: We don't necessarily need traverse to do this. Try implementing
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// BONUS: We don't necessarily need `traverse` to do this. Try implementing
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// `giveCurrencyOfCountryToUser` by lifting all the functions' results to
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// `TaskOption`
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@ -92,14 +102,14 @@ export const giveCurrencyOfCountryToUser: (
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///////////////////////////////////////////////////////////////////////////////
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// Let's say we want to ask multiple countries to the user. We'll have an array
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// of country names as string and we want to retrieve the country code of each.
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// of country names as `string` and we want to retrieve the country code of each.
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// Looks pretty easy:
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export const getCountryCodeOfCountryNames = (
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countryNames: ReadonlyArray<string>,
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) => countryNames.map(getCountryCode);
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// As expected, we end up with an array of `Option<CountryCode>`. We know for each
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// item of the array if we have been able to find the corresponding country code
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// or not.
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// As expected, we end up with a `ReadonlyArray<Option<CountryCode>>`. We know for
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// each item of the array if we have been able to find the corresponding country
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// code or not.
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// While this can be useful, you need to handle the option anytime you want to
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// perform any operation on each country code (let's say you want get the currency
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// of each)
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@ -112,8 +122,8 @@ export const getCountryCodeOfCountryNames = (
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// `Option<ReadonlyArray<CountryCode>>`
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// This is what traversing array is about.
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// Let's write a method that gets the country code of each element of a country
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// name array and returns an option of an array of country codes.
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// Let's write a method that gets the country code for each element of an array
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// of country names and returns an option of an array of country codes.
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//
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// HINT: while `readonlyArray.traverse` exists, you have a shortcut in the `option`
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// module: `option.traverseArray`
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@ -121,3 +131,53 @@ export const getCountryCodeOfCountryNames = (
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export const getValidCountryCodeOfCountryNames: (
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countryNames: ReadonlyArray<string>,
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) => Option<ReadonlyArray<CountryCode>> = unimplemented();
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///////////////////////////////////////////////////////////////////////////////
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// TRAVERSING ARRAYS ASYNCHRONOUSLY //
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///////////////////////////////////////////////////////////////////////////////
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// We've seen how to traverse an `array` of `option`s but this is not something
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// specific to `option`. We can traverse an `array` of any applicative functor,
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// like `either` or `task` for example.
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// When dealing with functors that perform asynchronous side effects, like
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//`task`, comes the question of parallelization. Do we want to run the
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// computation on each item of the array in parallel or one after the other?
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// Both are equally feasible with fp-ts, let's discover it!
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// Let's simulate a method that reads a number in a database, does some async
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// computation with it, replaces this number in the database by the result of
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// the computation and returns it
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const createSimulatedAsyncMethod = (): ((toAdd: number) => Task<number>) => {
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let number = 0;
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return (toAdd: number) => async () => {
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const currentValue = number;
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await sleep(100);
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number = currentValue + toAdd;
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return number;
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};
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};
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// Write a method to traverse an array by running the method
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// `simulatedAsyncMethodForParallel: (toAdd: number) => Task<number>`
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// defined below on each item in parallel.
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//
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// HINT: as was the case for `option`, you have a few helpers in the `task`
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// module to traverse arrays
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export const simulatedAsyncMethodForParallel = createSimulatedAsyncMethod();
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export const performAsyncComputationInParallel: (
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numbers: ReadonlyArray<number>,
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) => Task<ReadonlyArray<number>> = () => unimplementedAsync();
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// Write a method to traverse an array by running the method
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// `simulatedAsyncMethodForSequence: (toAdd: number) => Task<number>`
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// defined below on each item in sequence.
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//
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// HINT: as was the case for `option`, you have a few helpers in the `task`
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// module to traverse arrays
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export const simulatedAsyncMethodForSequence = createSimulatedAsyncMethod();
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export const performAsyncComputationInSequence: (
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numbers: ReadonlyArray<number>,
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) => Task<ReadonlyArray<number>> = () => unimplementedAsync();
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