# Into the dataverse - Get started with `@theatre/dataverse` This guide will help you to get started with `dataverse`, the reactive dataflow library that [Theatre.js](https://www.theatrejs.com) is built on. It is inspired by ideas in [functional reactive programming](https://en.wikipedia.org/wiki/Functional_reactive_programming) and it is optimised for interactivity and animation. ## Main concepts A good analogy for `dataverse` would be a spreadsheet editor application. In a spreadsheet editor you have cells that store values, cells that store functions, that manipulate the values of other cells. The cells have identifiers (e.g. `A1`, `B3`, etc...) that are used to reference them in the functions. These are similar to the set of tools that `dataverse` provides for manipulating data. Here's a quick comparison: | `dataverse` | Spreadsheet editor analogy | role | | ----------------------- | ----------------------------------- | ---------------------------------------------------------------------------------- | | sources (`Box`, `Atom`) | a cell that holds a value | `Box`: holds a simple value, `Atom`: holds an object with (sub)props to be tracked | | derivations | functions | changes recorded on the value of an `Box` or `Atom` | | pointers | addresses of the cells (`A1`, `B3`) | they point to a (sub)prop of an `Atom` | Note that some concepts in `dataverse` go beyond the spreadsheet analogy. ## Practical Introduction Here we collected a few examples that introduce the main concepts/tools in `dataverse` through practical examples. We strongly recommend running the examples on your local machine (see the [Setup](#setup) section to see how to configure your local environment before running the examples). 0. [Setup your local environment for running the examples](#setup) 1. [`Box`](#box-store-simple-values) 2. [Observe values](#observe-values) 3. [`map()`](#map) 4. [`prism()`](#prism) - [A basic example](#a-basic-example) - [`prism.state()` and `prism.effect()`](#prismstate-and-prismeffect) - [Other methods of `prism()`](#other-methods-of-prism) 5. [`usePrism()` (from `@theatre/react`)](#useprism) 6. [`Atom`](#atom) - [`Atom` vs `Box`](#atom-vs-box) - [`Pointers`](#pointers) - [Update the value of an `Atom`](#update-the-value-of-an-atom) 7. [`Ticker`](#ticker-and-studioticker) ### Setup You are encouraged to follow the examples on your machine by cloning the [`theatre-js/theatre`](https://github.com/theatre-js/theatre/) repo and creating a new directory and file called `dataverse/index.tsx` in `theatre/packages/playground/src/personal/` (this directory is already added to `.gitignore`, so you don't have to worry about that). ### `Box`: store simple values Let's start with creating a variable that holds a simple value, which we can change and observe later: ```typescript import {Box} from '@theatre/dataverse' // `theatre/packages/playground/src/personal/dataverse/index.tsx` const variableB = new Box('some value') console.log(variableB.get()) // prints 'some value' in the console ``` > As you can see there's a naming convention here for boxes (`variableB`), > pointers (`variableP`), derivations (`variableP`), etc... Now we can change the value: ```typescript variableB.set('some new value') console.log(variableB.get()) // prints 'some new value' in the console ``` ### Observe values Let's say you want to watch the value of `variableB` for changes and execute a callback when it does change. ```typescript import {Box} from '@theatre/dataverse' const variableB = new Box('some value') // Change the value of variableB to a random number in every 1000 ms const interval = setInterval(() => { variableB.set(Math.random().toString()) console.log('isHot?', variableB.derivation.isHot) }, 1000) // Watch `variableB` changes and print a message to the console when the value of // `variableB` changes const untap = variableB.derivation.changesWithoutValues().tap(() => { console.log('value of variableB changed', variableB.derivation.getValue()) }) // Stop observing `variableB` after 5000 ms setTimeout(untap, 5000) // Clear the interval after 7000 ms setTimeout(() => { clearInterval(interval) console.log('Interval cleared.') }, 7000) ``` A few notes about the example above: - `variableB.derivation.changesWithoutValues()` returns a tappable that we can tap into (observe). - The `tap()` method returns the `untap()` function which unsubscribes the observer function - As long as `variableB` is tapped (observed) `variableB.derivation.isHot` will bet set to `true` automatically What if you want to keep a derivation hot manually even if there's no tappable attached to it anymore? In this case you can use the `keepHot()` method as seen below: out this modified version of the previous example: ```typescript variableB.set('some new value') console.log(variableB.get()) // prints 'some new value' in the console // Change the value of variableB to a random number in every 1000 ms const interval = setInterval(() => { variableB.set(Math.random().toString()) // This will print 'isHot? true' every time, since we kept // the derivation hot by calling the 'keepHot()' method console.log('isHot?', variableB.derivation.isHot) }, 1000) // Watch `variableB` changes and print a message to the console when the value of // `variableB` changes const untap = variableB.derivation.changesWithoutValues().tap(() => { console.log('value of variableB changed', variableB.derivation.getValue()) }) // Stop observing `variableB` after 5000 ms setTimeout(untap, 5000) // Keep the derivation hot variableB.derivation.keepHot() // Clear the interval after 7000 ms setTimeout(() => { clearInterval(interval) console.log('Interval cleared.') }, 7000) ``` ### `map()` It is also possible to create a derivation based on an existing derivation: ```typescript const niceNumberB = new Box(5) const isNiceNumberEvenD = niceNumberB.derivation.map((v) => v % 2 === 0) // the following line will print '5, false' to the console console.log(niceNumberB.get(), isNiceNumberEvenD.getValue()) ``` The new derivation will be always up to date with the value of the original derivation: ```typescript import {Box} from '@theatre/dataverse' const niceNumberB = new Box(5) const isNiceNumberEvenD = niceNumberB.derivation.map((v) => v % 2 === 0 ? 'even' : 'odd', ) const untap = isNiceNumberEvenD.changesWithoutValues().tap(() => {}) const interval1 = setInterval(untap, 5000) const interval2 = setInterval(() => { niceNumberB.set(niceNumberB.get() + 1) console.log( `${niceNumberB.get()} is an ${isNiceNumberEvenD.getValue()} number.`, ) }, 1000) // clear the intervals setTimeout(() => { clearInterval(interval1) console.log('interval1 is cleared.') }, 7000) setTimeout(() => { clearInterval(interval2) console.log('interval2 is cleared.') }, 7000) ``` ### `prism()` At this point we can make derivations that track the value of an other derivation with [the `.map()` method](#map), but what if we want to track the value of multiple derivations at once for the new derivation? This is where the `prism()` function comes into play. #### A basic example Let's say that we have two derivations and we want to create a derivation that returns the product of their values. In the spreadsheet analogy it would be like having two cells with two functions and third cell that contains a function that calculates the product of the previous two cells. Whenever the first two cells recalculate their value, the third cell will also do the same. Here's how we would solve this problem in `dataverse`: ```typescript import {Box, prism} from '@theatre/dataverse' const widthB = new Box(1) const heightB = new Box(2) const padding = 5 const widthWithPaddingD = widthB.derivation.map((w) => w + padding) const heightWidthPaddingD = heightB.derivation.map((h) => h + padding) const areaD = prism(() => { return widthWithPaddingD.getValue() * heightWidthPaddingD.getValue() }) console.log('area: ', areaD.getValue()) widthB.set(10) console.log('new area: ', areaD.getValue()) ``` #### `prism.state()` and `prism.effect()` Prisms don't always follow the rules of functional programming: they can have internal states and perform side effects using the `prism.state()` and `prism.effect()` methods. Their concept and API is very similar to React's `useState()` and `useEffect()` hooks. The important thing to know about them is that: - `prism.state()` returns a state variable and a function that updates it. - `prism.effect()` receives two arguments: 1. The first one is a key (a string), which should be unique to this effect inside the prism 2. The second one is a callback function as an argument that gets executed when the derivation is created (or the dependencies in the dependency array change). The callback function may return a clean up function that runs when the derivation gets updated or removed. Let's say you want to create a derivation that tracks the position of the mouse. This would require the derivation to do the following steps: 1. Create an internal state where the position of the mouse is stored 2. Attach an event listener that listens to `mousemove` events to the `document` 3. Update the internal state of the position whenever the `mousemove` event is fired 4. Remove the event listener once the derivation is gone (clean up) This is how this derivation would look like in code: ```typescript import {prism} from '@theatre/dataverse' const mousePositionD = prism(() => { // Create an internal state (`pos`) where the position of the mouse // will be stored, and a function that updates it (`setPos`) const [pos, setPos] = prism.state('pos', {x: 0, y: 0}) // Create a side effect that attaches the `mousemove` event listeners // to the `document` prism.effect( 'setupListeners', () => { const handleMouseMove = (e: MouseEvent) => { setPos({x: e.screenX, y: e.screenY}) } document.addEventListener('mousemove', handleMouseMove) // Clean up after the derivation is gone (remove the event // listener) return () => { document.removeEventListener('mousemove', handleMouseMove) } }, [], ) return pos }) // Display the current position of the mouse using a `h2` element const p = document.createElement('h2') const {x, y} = mousePositionD.getValue() p.textContent = `Position of the cursor: [${x}, ${y}]` document.querySelector('body')?.append(p) // Update the element's content when the position of the mouse // changes mousePositionD.changesWithoutValues().tap(() => { const {x, y} = mousePositionD.getValue() p.textContent = `Position of the cursor: [${x}, ${y}]` }) ``` #### Other methods of `prism` Prism has other methods (`prism.memo()`, `prism.scope()`, `prism.ref()`, etc) inspired by React hooks, but they aren't used that much in `@theatre/core` and `@theatre/studio`. You can check out the [tests](../src/derivations/prism/prism.test.ts) or the [source code](../src/derivations/prism/prism.ts) to get more familiar with them. ### `usePrism()` You can also use derivations inside of React components with the `usePrism()` hook from the `@theatre/react` package, which accepts a dependency array for the second argument. If the prism uses a value that is not a derivation (such as a simple number, or a pointer), then you need to provide that value to the dependency array. #### A simple example Here's a simple example: we have a Box that contains the width and height of a div (let's call it `panel`). Imagine that we want to have a button that changes the width of the `panel` to a random number when clicked. ```typescript import {Box} from '@theatre/dataverse' import {usePrism} from '@theatre/react' import React from 'react' import ReactDOM from 'react-dom' // Set the original width and height const panelB = new Box({ dims: {width: 200, height: 100}, }) function changePanelWidth() { const oldValue = panelB.get() // Change `width` to a random number between 0 and 200 panelB.set({dims: {...oldValue.dims, width: Math.round(Math.random() * 200)}}) } const Comp = () => { const render = usePrism(() => { const {dims} = panelB.derivation.getValue() return ( <>
) }, [panelB]) // Note that `panelB` is in the dependency array return render } ReactDOM.render(
, document.querySelector('body'), ) ``` #### The dependency array If you remove `panelB` from the dependency array in the previous example you might see that there's no change in the functionality of the `Change the width` button. It surprisingly still works: ```typescript // ... const Comp = () => { const render = usePrism(() => { // ... }, []) // Here we removed `panelB` from the dependency array return render } // ... ``` The reason behind this behavior is that even though the value of `panelB` - the `Box` instance - is cached, the cached `Box` instance's value is still tracked inside the callback function (which uses `prism()` under the hood, and handles every derivation inside as its dependency). However, if you change the value of the `panelB` variable to another `Box` instance, then that change won't be recognized inside the callback function if `panelB` is not included in the dependency array of `usePrism()`. Let's look at another example to make things a bit more clear: ```typescript // ... // Set the original width and height const panelB = new Box({ dims: {width: 200, height: 100}, }) // Create two new `Box` instances const theme1B = new Box({backgroundColor: '#bd6888', opacity: 1}) const theme2B = new Box({backgroundColor: '#5ac777', opacity: 1}) function changePanelWidthAndThemeOpacity() { const oldValue = panelB.get() // Change `width` to a random number between 0 and 200 const width = Math.round(Math.random() * 200) panelB.set({dims: {...oldValue.dims, width}}) // Change opacity in the themes: const opacity = width > 100 ? width / 200 : width / 100 theme1B.set({...theme1B.get(), opacity}) theme2B.set({...theme2B.get(), opacity}) } // DEPENDENCY ARRAYS DEMO const Comp = () => { // Get the width of the panel const {width} = panelB.derivation.getValue().dims // If the width of the panel is greater than 100, then // set the value of the `theme` variable to `theme1B`, // otherwise use `theme2B` const theme = width > 100 ? theme1B : theme2B const render = usePrism(() => { const {dims} = panelB.derivation.getValue() const {backgroundColor, opacity} = theme.get() return ( <>
) // Note that if the `theme` variable weren't included in the // dependency array, then the background color of the div // wouldn't be updated (the opacity still would). // (Feel free to try it out.) }, [theme]) return render } // ... ``` If you omit the `theme` variable from the previous example, then the background color of the `div` element will not be updated when the value of the `theme` variable does, while the opacity would track the changes of the width. This happens, because in that case the callback function in `usePrism()` caches the value of `theme`, which is `theme1B` when `usePrims()` is called for the first time, and updates whenever `theme1B` changes. If you pass down `theme` as a dependency to `usePrism()`, then the callback function will always use new new value of `theme` (which is set to `theme2B` if the `div`'s width is smaller than or equal to `100`), whenever it changes. ### `Atom` Remember how we compared `Box`-es to cells in the spreadsheet-analogy? `Atom`-s are also like cells in the sense that they also hold a value (although they only work with objects), but there's a huge difference in how their value gets updated. #### `Atom` vs `Box` `Box` uses strict equality for comparing new and old values, while `Atom` tracks the individual properties and nested properties of an object. The following example illustrates this difference between the two pretty well: ```typescript import {Atom, Box, val, valueDerivation} from '@theatre/dataverse' const originalValue = {width: 200, height: 100} // Create a `Box` that holds an object const panelB = new Box(originalValue) console.log('old value (Box): ', panelB.derivation.getValue()) // Print the new value of `panelB` to the console // every time it changes panelB.derivation .changesWithoutValues() .tap(() => console.log('new value: (Box) ', panelB.derivation.getValue())) // Set the value of the `panelB` to a new object that has // the same properties with the same values as `panelB`. // Note that this will get recognized as a change, since // the two objects are not strictly equal. panelB.set({...panelB.get()}) // Create an `Atom` that holds an object const panelA = new Atom({width: 200, height: 100}) console.log('old value (Atom):', val(panelA.pointer)) // Create a derivation to track the value of `panelA` // There are a lot of new information here, we'll come back // to this line later. const panelFromAtomD = valueDerivation(panelA.pointer) // Print the new value of `panelA` to the console // every time it changes panelFromAtomD .changesWithoutValues() .tap(() => console.log('new value (Atom):', val(panelA.pointer))) // Since the next line sets changes the value of `panelA` to what it // already holds, it does not get recognized as a change. // The `.setIn()` method is also new, we'll cover it later. panelA.setIn(['width'], 200) // The next line will trigger a change as expected panelA.setIn(['width'], 400) ``` #### Pointers You might have wondered what `val(panelA.pointer)` meant when you read this line: ```typescript console.log('old value (Atom):', val(panelA.pointer)) ``` `dataverse` uses pointers that point to the properties and nested properties of the object that the `Atom` instance holds as its value. You can use the pointers to get the value of the property they point to, or to convert them to a derivation using the `val()` and `useDerivation()` functions: ```typescript const panelA = new Atom({width: 200, height: 100}) // Create a derivation const panelFromAtomD = valueDerivation(panelA.pointer) // Print the value of the property that belongs to the pointer // Note that `panelA.pointer` and `panelA.pointer.width` are both // pointers. console.log(val(panelA.pointer)) // prints `{width: 200, height: 100}` console.log(val(panelA.pointer.width)) // prints `100` console.log(val(panelA.pointer.height)) // prints `200` ``` #### Update the value of an `Atom` If you want to update the value of an `Atom`, you have first choose the property/nested property that you want to update. Then you can use the names of its ancestor properties in an array to define the path to the property for the `setIn()` method: ```typescript const panelA = new Atom({dims: {width: 200, height: 100}}) // Sets the value of panelA to `{dims: {width: 400, height: 100}}` panelA.setIn(['dims', 'width'], 400) ``` ### `Ticker` and `studioTicker` The `Ticker` class helps us to schedule callbacks using a strategy. One such strategy could by synchronizing the execution of certain actions with the browser's repaint schedule to avoid changes that are invisible for the user and would only worsen the performance. This could be implemented using the `studioTicker` from the `@theatre/studio` package. Here's an example: we want to increase the value of a counter variable by 1 in every 10 ms and print the current value on every repaint for 1 s: ```typescript import {Box} from '@theatre/dataverse' import studioTicker from '@theatre/studio/studioTicker' // Clear the console to make tracking the relevant logs easier console.clear() // Create a counter variable const counterB = new Box(0) // Create a variable to track the number of repaints let numberOfRepaints = 0 // Increase the value of the counter variable by 1 // in every 10 ms const interval = setInterval(() => { counterB.set(counterB.get() + 1) console.log(counterB.get()) }, 10) // Increase the number of repaints by one every time // a repaint happens const untap = counterB.derivation .changes(studioTicker) .tap((newCounterValue) => { ++numberOfRepaints console.log(`VALUE ON REPAINT: ${newCounterValue}`) }) // Clean up everything after 1 s setTimeout(() => { clearInterval(interval) untap() console.log('interval is cleared.') console.log(`Number of times when the counter got updated: ${counterB.get()}`) console.log(`Number of repaints: ${numberOfRepaints}`) }, 1000) ``` When I run the example above using a 60 Hz refresh rate monitor (or when the browser itself limits the repaints to 60 times per second), I see something like this in the console: ``` Number of times when the counter got updated: 98 Number of repaints: 60 ``` What happens is that the counter gets updated about `1000ms / 10ms = 100` times, but only 60 of these changes can be shown on screen due to the refresh rate of my monitor. The values of the counter when the repaints happen are also printed to the console: ``` ... 94 VALUE ON REPAINT: 94 95 96 VALUE ON REPAINT: 96 97 98 ... ``` ## Summary We only covered the basics, there are much more to `Box`-es, `Atom`-s and everything else in `dataverse`. You can always check the source code for more information.