Functions in programming have a number of important characteristics. Knowing them enables us to determine more accurately how best to break code into functions and when we actually need to define them.
Determinacy
The built-in JavaScript Math.random() function returns a random number between 0 and 1:
The function is necessary and useful, but inconvenient in debugging and testing. This is because it can return different values for the same input (including missing arguments). Functions like this are called nondeterministic.
For example, functions that operate with system time are nondeterministic. For example, the Date.now() function returns a new value each time:
Here's an example with an input. Imagine a getAge(), function that takes as input the year of birth and returns the age:
Though running a function again right now will return the same value, a year from now it will be different. That is, a function is considered nondeterministic if it behaves that way at least once.
Deterministic functions, on the other hand, behave predictably. They always give the same result for the same input. These are the functions in mathematics.
It is interesting that, for example, the console.log() — function is deterministic. The point is that it always returns the same value for any input data. This is the undefined value, not what is printed on the screen, as one might think. Printing is a side effect, we'll talk about it a little later.
Calling console.log('Hexlet - Big Bang') performed two actions:
- Output the Hexlet - Big Bang message to the terminal (or browser console, depending on the runtime)
- Returned the undefined value. Whatever message we print, the return value will always be undefined.
A function also becomes nondeterministic if it accesses not only its arguments but also external data, such as global variables, environment variables, and so on. This is because the external data can change and the function will produce a different result, even if the same arguments are passed to it.
The getCurrentShell() function accesses the SHELL environment variable. But at different times and in different environments, the value of this variable may be different.
Generally speaking, we cannot say that no determinacy is an absolute evil. Many programs and websites require a function that returns a random number or calculates the current date. On the other hand, it is in our power to divide the code so that it has as many deterministic parts as possible. A general recommendation when dealing with determinacy is to write a deterministic function if nothing is in your way. Don't use global variables, create functions that depend only on their own arguments.
The concept of Determinacy is not limited to programming or mathematics. Almost any process can be viewed through it. For example, flipping a coin is a nondeterministic process; the result is random.
Side effects
The second key feature of the functions is the presence of side effects. Side effects are any interactions with the external environment. These include file operations such as writing to a file, reading a file, sending or receiving data over the network, and even output to the console.
In addition, changes to external variables (e.g., global ones) and inputs when they are passed by reference are considered side effects.
Computation (logic), on the other hand, has no side effects. For example, a function that sums up two numbers given as arguments.
Side effects are one of the biggest challenges in development. Their presence makes code logic and testing much more difficult. Leads to a huge number of errors. When working with files alone, the number of possible errors is measured in hundreds: from running out of disk space to trying to read data from a non-existent file. To keep code from such errors requires a large number of checks and protection mechanisms.
It is impossible to write any useful program without side effects. Whatever important calculations she does, their result must somehow be demonstrated. In the simplest case, you have to display it on the screen, which automatically leads us to side effects:
In real-world applications, however, it usually comes down to interacting with the database or sending queries over the network.
There is no way to get rid of side effects altogether, but their effect on the program can be minimized. Generally, there aren't many side effects in a common program relative to the rest of the code, and they occur only at the beginning and at the end. For example, a program that converts a file from text format to PDF ideally performs exactly two side effects:
- Reads the file at the beginning of the program.
- Writes the result of the program to a new file.
Between these two points is the main work, which contains the pure algorithmic part. The side effects will then only reside in the top layer of the application, and the core part that does the main work will remain pure.
Increment and decrement are the only basic arithmetic operations in JS that have side effects (they change the variable value itself). This is why they are difficult to work with in compound expressions. They can lead to errors so hard to catch that many languages have refused to introduce them at all (Ruby and Python have none).
An ideal function in terms of convenience is called pure. A pure function is a deterministic function that produces no side effects. Such a function depends only on its input arguments and always behaves predictably.
Pure functions have a number of key advantages:
- It's easy to test them. It is enough to pass the required parameters to the input of the function and see the expected output.
- They are safe to re-run, which is especially relevant in asynchronous code or in the case of multithreaded code.
- They are easy to combine to get new behavior without having to rewrite the program (more on that later in the course).
Well-designed programs try to isolate side effects in a small part of the application so that most of the code remains pure.
Right now, this may sound rather abstract. Understanding this topic requires more than just comprehending the words before you but also a knack for the complexity of working through a mishmash of side effects. We will raise the topic of cleanliness on a regular basis. It's especially hard to work out in projects, on live code.
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This is a function by which we separate pure code from code that interprets a boolean value (as `'yes'` or `'no'`) and produces a side effect (printing).\n\nAn example of such separation and good abstractions is in the teacher's solution.\n","prepared_readme":"## prime.js\n\nImplement and export as default a function that checks if the passed number is prime and prints `yes` or `no` to the screen.\n\n### Examples\n\n```javascript\nsayPrimeOrNot(5); // 'yes'\nsayPrimeOrNot(4); // 'no'\n```\n\n### Tips\n\nOur goal here is to learn how to separate pure code from one with side effects.\n\nTo do this, separate the method of checking the [primality](https://en.wikipedia.org/wiki/Prime_number) into a separate function that returns a boolean value. This is a function by which we separate pure code from code that interprets a boolean value (as `'yes'` or `'no'`) and produces a side effect (printing).\n\nAn example of such separation and good abstractions is in the teacher's solution.\n","has_solution":true,"entity_name":"Pure functions"},"units":[{"id":6639,"name":"theory","url":"/courses/js-functions/lessons/pure-functions/theory_unit"},{"id":6640,"name":"quiz","url":"/courses/js-functions/lessons/pure-functions/quiz_unit"},{"id":6671,"name":"exercise","url":"/courses/js-functions/lessons/pure-functions/exercise_unit"}],"links":[{"id":422493,"name":"Side effect","url":"https://en.wikipedia.org/wiki/Side_effect_(computer_science)"},{"id":422494,"name":"Deterministic algorithm","url":"https://en.wikipedia.org/wiki/Deterministic_algorithm"}],"ordered_units":[{"id":6639,"name":"theory","url":"/courses/js-functions/lessons/pure-functions/theory_unit"},{"id":6640,"name":"quiz","url":"/courses/js-functions/lessons/pure-functions/quiz_unit"},{"id":6671,"name":"exercise","url":"/courses/js-functions/lessons/pure-functions/exercise_unit"}],"id":2910,"slug":"pure-functions","state":"approved","name":"Pure functions","course_order":30,"goal":"Learn about the concepts of determinism and side effects","self_study":null,"theory_video_provider":null,"theory_video_uid":null,"theory":"Functions in programming have a number of important characteristics. Knowing them enables us to determine more accurately how best to break code into functions and when we actually need to define them.\n\n## Determinacy\n\nThe built-in JavaScript [Math.random()](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Math/random) function returns a random number between *0* and *1*:\n\n```javascript\nMath.random(); // 0.9337432365797949\nMath.random(); // 0.5550694016887598\n```\n\nThe function is necessary and useful, but inconvenient in debugging and testing. This is because it can return different values for the same input (including missing arguments). Functions like this are called nondeterministic.\n\nFor example, functions that operate with system time are nondeterministic. For example, the [Date.now()](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Date/now) function returns a new value each time:\n\n```javascript\n// Returns current time in milliseconds\nDate.now(); // 1571909874844\nDate.now(); // 1571909876648\n```\n\nHere's an example with an input. Imagine a `getAge()`, function that takes as input the year of birth and returns the age:\n\n```javascript\ngetAge(2000); // ?\n```\n\nThough running a function again right now will return the same value, a year from now it will be different. That is, a function is considered nondeterministic if it behaves that way at least once.\n\nDeterministic functions, on the other hand, behave predictably. They always give the same result for the same input. These are the functions in mathematics.\n\nIt is interesting that, for example, the `console.log()` — function is deterministic. The point is that it always returns the same value for any input data. This is the `undefined` value, not what is printed on the screen, as one might think. Printing is a side effect, we'll talk about it a little later.\n\n```javascript\nconsole.log('Hexlet – Big Bang');\n```\n\nCalling `console.log('Hexlet - Big Bang')` performed two actions:\n\n* Output the *Hexlet - Big Bang* message to the terminal (or browser console, depending on the runtime)\n* Returned the `undefined` value. Whatever message we print, the return value will always be `undefined`.\n\nA function also becomes nondeterministic if it accesses not only its arguments but also external data, such as global variables, environment variables, and so on. This is because the external data can change and the function will produce a different result, even if the same arguments are passed to it.\n\n```javascript\nconst getCurrentShell = () => process.env.SHELL;\n\ngetCurrentShell(); // /bin/bash\n```\n\nThe `getCurrentShell()` function accesses the `SHELL` environment variable. But at different times and in different environments, the value of this variable may be different.\n\nGenerally speaking, we cannot say that no determinacy is an absolute evil. Many programs and websites require a function that returns a random number or calculates the current date. On the other hand, it is in our power to divide the code so that it has as many deterministic parts as possible. A general recommendation when dealing with determinacy is to write a deterministic function if nothing is in your way. Don't use global variables, create functions that depend only on their own arguments.\n\nThe concept of Determinacy is not limited to programming or mathematics. Almost any process can be viewed through it. For example, flipping a coin is a nondeterministic process; the result is random.\n\n## Side effects\n\nThe second key feature of the functions is the presence of side effects. Side effects are any interactions with the external environment. These include file operations such as writing to a file, reading a file, sending or receiving data over the network, and even output to the console.\n\n```javascript\nconst someFunction = () => {\n // The function fetch performs an HTTP request\n // HTTP request is a side effect\n fetch('https://hexlet.io/courses');\n};\n```\n\nIn addition, changes to external variables (e.g., global ones) and inputs when they are passed by reference are considered side effects.\n\n```javascript\nconst someFunction = (obj) => {\n // Some kind of logic\n // Side effect. Changing the input argument.\n obj.key = 'value';\n};\n```\n\nComputation (logic), on the other hand, has no side effects. For example, a function that sums up two numbers given as arguments.\n\n```javascript\nconst sum = (num1, num2) => num1 + num2;\n```\n\nSide effects are one of the biggest challenges in development. Their presence makes code logic and testing much more difficult. Leads to a huge number of errors. When working with files alone, the number of possible errors is measured in hundreds: from running out of disk space to trying to read data from a non-existent file. To keep code from such errors requires a large number of checks and protection mechanisms.\n\nIt is impossible to write any useful program without side effects. Whatever important calculations she does, their result must somehow be demonstrated. In the simplest case, you have to display it on the screen, which automatically leads us to side effects:\n\n```javascript\nconsole.log(sum(4, 11)); // => 15\n```\n\nIn real-world applications, however, it usually comes down to interacting with the database or sending queries over the network.\n\nThere is no way to get rid of side effects altogether, but their effect on the program can be minimized. Generally, there aren't many side effects in a common program relative to the rest of the code, and they occur only at the beginning and at the end. For example, a program that converts a file from text format to PDF ideally performs exactly two side effects:\n\n1. Reads the file at the beginning of the program.\n1. Writes the result of the program to a new file.\n\nBetween these two points is the main work, which contains the pure algorithmic part. The side effects will then only reside in the top layer of the application, and the core part that does the main work will remain pure.\n\n_Increment and decrement are the only basic arithmetic operations in JS that have side effects (they change the variable value itself). This is why they are difficult to work with in compound expressions. They can lead to errors so hard to catch that many languages have refused to introduce them at all (Ruby and Python have none)._\n<!--[coding standards](https://github.com/leonidlebedev/javascript-airbnb#variables--unary-increment-decrement) JS coding standards prohibit to use them.._-->\n\n## Net functions\n\n\n\nAn ideal function in terms of convenience is called pure. A pure function is a deterministic function that produces no side effects. Such a function depends only on its input arguments and always behaves predictably.\n\nPure functions have a number of key advantages:\n\n* It's easy to test them. 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It's especially hard to work out in projects, on live code.\n"},"lessonMember":null,"courseMember":null,"course":{"start_lesson":{"exercise":null,"units":[{"id":6637,"name":"theory","url":"/courses/js-functions/lessons/about/theory_unit"}],"links":[],"ordered_units":[{"id":6637,"name":"theory","url":"/courses/js-functions/lessons/about/theory_unit"}],"id":2908,"slug":"about","state":"approved","name":"About course","course_order":1,"goal":"Learn about the course, its structure, objectives, and goals","self_study":null,"theory_video_provider":null,"theory_video_uid":null,"theory":"Functions is a powerful tool with a wide range of possibilities. This course is designed to help you get to grips with the functions for real. Everything before this course is just the tip of the iceberg.\n\nIn this course, we will learn how to create functions so that code is predictable and convenient. 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__m__-_R_rdub_"><style data-mantine-styles="inline">.__m__-_R_6qrdub_{margin-top:0rem;padding-inline:var(--mantine-spacing-xs);width:100%;}@media(min-width: 48em){.__m__-_R_6qrdub_{margin-top:var(--mantine-spacing-xl);width:80%;}}@media(min-width: 62em){.__m__-_R_6qrdub_{padding-inline:var(--mantine-spacing-xl);}}</style><div style="margin-inline:auto;max-width:var(--mantine-breakpoint-xl)" class="__m__-_R_6qrdub_"><div style="color:var(--mantine-color-dimmed)" class="m_4451eb3a mantine-Center-root" data-inline="true"><div style="--ti-size:var(--ti-size-xs);--ti-bg:transparent;--ti-color:var(--mantine-color-indigo-light-color);--ti-bd:calc(0.0625rem * var(--mantine-scale)) solid transparent;margin-inline-end:calc(0.125rem * var(--mantine-scale));color:inherit" class="m_7341320d mantine-ThemeIcon-root" data-variant="transparent" data-size="xs"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="tabler-icon tabler-icon-lock "><path d="M5 13a2 2 0 0 1 2 -2h10a2 2 0 0 1 2 2v6a2 2 0 0 1 -2 2h-10a2 2 0 0 1 -2 -2v-6"></path><path d="M11 16a1 1 0 1 0 2 0a1 1 0 0 0 -2 0"></path><path d="M8 11v-4a4 4 0 1 1 8 0v4"></path></svg></div><p style="font-size:var(--mantine-font-size-sm)" class="mantine-focus-auto m_b6d8b162 mantine-Text-root">JS: Functions</p></div><h1 style="--title-fw:var(--mantine-h1-font-weight);--title-lh:var(--mantine-h1-line-height);--title-fz:var(--mantine-h1-font-size);margin-bottom:var(--mantine-spacing-xl)" class="m_8a5d1357 mantine-Title-root" data-order="1">Theory: Pure functions</h1><script type="application/ld+json">{"@context":"https://schema.org","@type":"LearningResource","name":"Pure functions","inLanguage":"en","isPartOf":{"@type":"LearningResource","name":"JS: 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0"></path></svg></div><div class="m_667c2793 mantine-Alert-body"><div class="m_6a03f287 mantine-Alert-title"><span id="mantine-_R_remqrdub_-title" class="m_698f4f23 mantine-Alert-label">Full access to materials</span></div><div id="mantine-_R_remqrdub_-body" class="m_7fa78076 mantine-Alert-message"><div style="--group-gap:var(--mantine-spacing-md);--group-align:center;--group-justify:space-between;--group-wrap:wrap" class="m_4081bf90 mantine-Group-root"><p class="mantine-focus-auto m_b6d8b162 mantine-Text-root">Sign up and get access to this and dozens of other courses</p><a style="--button-height:var(--button-height-xs);--button-padding-x:var(--button-padding-x-xs);--button-fz:var(--mantine-font-size-xs);--button-bg:linear-gradient(45deg, var(--mantine-color-blue-filled) 0%, var(--mantine-color-cyan-filled) 100%);--button-hover:linear-gradient(45deg, var(--mantine-color-blue-filled) 0%, var(--mantine-color-cyan-filled) 100%);--button-color:var(--mantine-color-white);--button-bd:none" class="mantine-focus-auto mantine-active m_77c9d27d mantine-Button-root m_87cf2631 mantine-UnstyledButton-root" data-variant="gradient" data-size="xs" href="/u/new"><span class="m_80f1301b mantine-Button-inner"><span class="m_811560b9 mantine-Button-label">Sign up</span></span></a></div></div></div></div></div><div class="paywalled m_d08caa0 mantine-Typography-root"><p>Functions in programming have a number of important characteristics. Knowing them enables us to determine more accurately how best to break code into functions and when we actually need to define them.</p>
<h2 id="heading-2-1">Determinacy</h2>
<p>The built-in JavaScript <a style="text-decoration:underline" class="mantine-focus-auto m_849cf0da m_b6d8b162 mantine-Text-root mantine-Anchor-root" data-underline="hover" href="https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Math/random" rel="noopener noreferrer" target="_blank">Math.random()</a> function returns a random number between <em>0</em> and <em>1</em>:</p>
<div style="margin-bottom:var(--mantine-spacing-lg)" class="m_e597c321 mantine-CodeHighlight-codeHighlight" dir="ltr"><div class="m_be7e9c9c mantine-CodeHighlight-controls"><button style="--ai-bg:transparent;--ai-hover:transparent;--ai-color:inherit;--ai-bd:none" class="mantine-focus-auto mantine-active m_d498bab7 mantine-CodeHighlight-control m_8d3f4000 mantine-ActionIcon-root m_87cf2631 mantine-UnstyledButton-root" data-variant="none" type="button" aria-label="Copy code"><span class="m_8d3afb97 mantine-ActionIcon-icon"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><path stroke="none" d="M0 0h24v24H0z" fill="none"></path><path d="M8 8m0 2a2 2 0 0 1 2 -2h8a2 2 0 0 1 2 2v8a2 2 0 0 1 -2 2h-8a2 2 0 0 1 -2 -2z"></path><path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2"></path></svg></span></button></div><div style="--scrollarea-scrollbar-size:calc(0.25rem * var(--mantine-scale));--sa-corner-width:0px;--sa-corner-height:0px" class="m_f744fd40 mantine-CodeHighlight-scrollarea m_d57069b5 mantine-ScrollArea-root" dir="ltr"><div style="overflow-x:hidden;overflow-y:hidden;overscroll-behavior-inline:none" class="m_c0783ff9 mantine-ScrollArea-viewport" data-scrollbars="xy"><div class="m_b1336c6 mantine-ScrollArea-content"><pre class="m_2c47c4fd mantine-CodeHighlight-pre" style="padding:0"><code class="m_5caae6d3 mantine-CodeHighlight-code">Math.random(); // 0.9337432365797949
Math.random(); // 0.5550694016887598</code></pre></div></div></div><button class="mantine-focus-auto m_c9378bc2 mantine-CodeHighlight-showCodeButton m_87cf2631 mantine-UnstyledButton-root" data-hidden="true" type="button">Expand code</button></div>
<p>The function is necessary and useful, but inconvenient in debugging and testing. This is because it can return different values for the same input (including missing arguments). Functions like this are called nondeterministic.</p>
<p>For example, functions that operate with system time are nondeterministic. For example, the <a style="text-decoration:underline" class="mantine-focus-auto m_849cf0da m_b6d8b162 mantine-Text-root mantine-Anchor-root" data-underline="hover" href="https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Date/now" rel="noopener noreferrer" target="_blank">Date.now()</a> function returns a new value each time:</p>
<div style="margin-bottom:var(--mantine-spacing-lg)" class="m_e597c321 mantine-CodeHighlight-codeHighlight" dir="ltr"><div class="m_be7e9c9c mantine-CodeHighlight-controls"><button style="--ai-bg:transparent;--ai-hover:transparent;--ai-color:inherit;--ai-bd:none" class="mantine-focus-auto mantine-active m_d498bab7 mantine-CodeHighlight-control m_8d3f4000 mantine-ActionIcon-root m_87cf2631 mantine-UnstyledButton-root" data-variant="none" type="button" aria-label="Copy code"><span class="m_8d3afb97 mantine-ActionIcon-icon"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><path stroke="none" d="M0 0h24v24H0z" fill="none"></path><path d="M8 8m0 2a2 2 0 0 1 2 -2h8a2 2 0 0 1 2 2v8a2 2 0 0 1 -2 2h-8a2 2 0 0 1 -2 -2z"></path><path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2"></path></svg></span></button></div><div style="--scrollarea-scrollbar-size:calc(0.25rem * var(--mantine-scale));--sa-corner-width:0px;--sa-corner-height:0px" class="m_f744fd40 mantine-CodeHighlight-scrollarea m_d57069b5 mantine-ScrollArea-root" dir="ltr"><div style="overflow-x:hidden;overflow-y:hidden;overscroll-behavior-inline:none" class="m_c0783ff9 mantine-ScrollArea-viewport" data-scrollbars="xy"><div class="m_b1336c6 mantine-ScrollArea-content"><pre class="m_2c47c4fd mantine-CodeHighlight-pre" style="padding:0"><code class="m_5caae6d3 mantine-CodeHighlight-code">// Returns current time in milliseconds
Date.now(); // 1571909874844
Date.now(); // 1571909876648</code></pre></div></div></div><button class="mantine-focus-auto m_c9378bc2 mantine-CodeHighlight-showCodeButton m_87cf2631 mantine-UnstyledButton-root" data-hidden="true" type="button">Expand code</button></div>
<p>Here's an example with an input. Imagine a <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">getAge()</code>, function that takes as input the year of birth and returns the age:</p>
<div style="margin-bottom:var(--mantine-spacing-lg)" class="m_e597c321 mantine-CodeHighlight-codeHighlight" dir="ltr"><div class="m_be7e9c9c mantine-CodeHighlight-controls"><button style="--ai-bg:transparent;--ai-hover:transparent;--ai-color:inherit;--ai-bd:none" class="mantine-focus-auto mantine-active m_d498bab7 mantine-CodeHighlight-control m_8d3f4000 mantine-ActionIcon-root m_87cf2631 mantine-UnstyledButton-root" data-variant="none" type="button" aria-label="Copy code"><span class="m_8d3afb97 mantine-ActionIcon-icon"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><path stroke="none" d="M0 0h24v24H0z" fill="none"></path><path d="M8 8m0 2a2 2 0 0 1 2 -2h8a2 2 0 0 1 2 2v8a2 2 0 0 1 -2 2h-8a2 2 0 0 1 -2 -2z"></path><path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2"></path></svg></span></button></div><div style="--scrollarea-scrollbar-size:calc(0.25rem * var(--mantine-scale));--sa-corner-width:0px;--sa-corner-height:0px" class="m_f744fd40 mantine-CodeHighlight-scrollarea m_d57069b5 mantine-ScrollArea-root" dir="ltr"><div style="overflow-x:hidden;overflow-y:hidden;overscroll-behavior-inline:none" class="m_c0783ff9 mantine-ScrollArea-viewport" data-scrollbars="xy"><div class="m_b1336c6 mantine-ScrollArea-content"><pre class="m_2c47c4fd mantine-CodeHighlight-pre" style="padding:0"><code class="m_5caae6d3 mantine-CodeHighlight-code">getAge(2000); // ?</code></pre></div></div></div><button class="mantine-focus-auto m_c9378bc2 mantine-CodeHighlight-showCodeButton m_87cf2631 mantine-UnstyledButton-root" data-hidden="true" type="button">Expand code</button></div>
<p>Though running a function again right now will return the same value, a year from now it will be different. That is, a function is considered nondeterministic if it behaves that way at least once.</p>
<p>Deterministic functions, on the other hand, behave predictably. They always give the same result for the same input. These are the functions in mathematics.</p>
<p>It is interesting that, for example, the <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">console.log()</code> — function is deterministic. The point is that it always returns the same value for any input data. This is the <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">undefined</code> value, not what is printed on the screen, as one might think. Printing is a side effect, we'll talk about it a little later.</p>
<div style="margin-bottom:var(--mantine-spacing-lg)" class="m_e597c321 mantine-CodeHighlight-codeHighlight" dir="ltr"><div class="m_be7e9c9c mantine-CodeHighlight-controls"><button style="--ai-bg:transparent;--ai-hover:transparent;--ai-color:inherit;--ai-bd:none" class="mantine-focus-auto mantine-active m_d498bab7 mantine-CodeHighlight-control m_8d3f4000 mantine-ActionIcon-root m_87cf2631 mantine-UnstyledButton-root" data-variant="none" type="button" aria-label="Copy code"><span class="m_8d3afb97 mantine-ActionIcon-icon"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><path stroke="none" d="M0 0h24v24H0z" fill="none"></path><path d="M8 8m0 2a2 2 0 0 1 2 -2h8a2 2 0 0 1 2 2v8a2 2 0 0 1 -2 2h-8a2 2 0 0 1 -2 -2z"></path><path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2"></path></svg></span></button></div><div style="--scrollarea-scrollbar-size:calc(0.25rem * var(--mantine-scale));--sa-corner-width:0px;--sa-corner-height:0px" class="m_f744fd40 mantine-CodeHighlight-scrollarea m_d57069b5 mantine-ScrollArea-root" dir="ltr"><div style="overflow-x:hidden;overflow-y:hidden;overscroll-behavior-inline:none" class="m_c0783ff9 mantine-ScrollArea-viewport" data-scrollbars="xy"><div class="m_b1336c6 mantine-ScrollArea-content"><pre class="m_2c47c4fd mantine-CodeHighlight-pre" style="padding:0"><code class="m_5caae6d3 mantine-CodeHighlight-code">console.log('Hexlet – Big Bang');</code></pre></div></div></div><button class="mantine-focus-auto m_c9378bc2 mantine-CodeHighlight-showCodeButton m_87cf2631 mantine-UnstyledButton-root" data-hidden="true" type="button">Expand code</button></div>
<p>Calling <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">console.log('Hexlet - Big Bang')</code> performed two actions:</p>
<ul>
<li>Output the <em>Hexlet - Big Bang</em> message to the terminal (or browser console, depending on the runtime)</li>
<li>Returned the <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">undefined</code> value. Whatever message we print, the return value will always be <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">undefined</code>.</li>
</ul>
<p>A function also becomes nondeterministic if it accesses not only its arguments but also external data, such as global variables, environment variables, and so on. This is because the external data can change and the function will produce a different result, even if the same arguments are passed to it.</p>
<div style="margin-bottom:var(--mantine-spacing-lg)" class="m_e597c321 mantine-CodeHighlight-codeHighlight" dir="ltr"><div class="m_be7e9c9c mantine-CodeHighlight-controls"><button style="--ai-bg:transparent;--ai-hover:transparent;--ai-color:inherit;--ai-bd:none" class="mantine-focus-auto mantine-active m_d498bab7 mantine-CodeHighlight-control m_8d3f4000 mantine-ActionIcon-root m_87cf2631 mantine-UnstyledButton-root" data-variant="none" type="button" aria-label="Copy code"><span class="m_8d3afb97 mantine-ActionIcon-icon"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><path stroke="none" d="M0 0h24v24H0z" fill="none"></path><path d="M8 8m0 2a2 2 0 0 1 2 -2h8a2 2 0 0 1 2 2v8a2 2 0 0 1 -2 2h-8a2 2 0 0 1 -2 -2z"></path><path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2"></path></svg></span></button></div><div style="--scrollarea-scrollbar-size:calc(0.25rem * var(--mantine-scale));--sa-corner-width:0px;--sa-corner-height:0px" class="m_f744fd40 mantine-CodeHighlight-scrollarea m_d57069b5 mantine-ScrollArea-root" dir="ltr"><div style="overflow-x:hidden;overflow-y:hidden;overscroll-behavior-inline:none" class="m_c0783ff9 mantine-ScrollArea-viewport" data-scrollbars="xy"><div class="m_b1336c6 mantine-ScrollArea-content"><pre class="m_2c47c4fd mantine-CodeHighlight-pre" style="padding:0"><code class="m_5caae6d3 mantine-CodeHighlight-code">const getCurrentShell = () => process.env.SHELL;
getCurrentShell(); // /bin/bash</code></pre></div></div></div><button class="mantine-focus-auto m_c9378bc2 mantine-CodeHighlight-showCodeButton m_87cf2631 mantine-UnstyledButton-root" data-hidden="true" type="button">Expand code</button></div>
<p>The <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">getCurrentShell()</code> function accesses the <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">SHELL</code> environment variable. But at different times and in different environments, the value of this variable may be different.</p>
<p>Generally speaking, we cannot say that no determinacy is an absolute evil. Many programs and websites require a function that returns a random number or calculates the current date. On the other hand, it is in our power to divide the code so that it has as many deterministic parts as possible. A general recommendation when dealing with determinacy is to write a deterministic function if nothing is in your way. Don't use global variables, create functions that depend only on their own arguments.</p>
<p>The concept of Determinacy is not limited to programming or mathematics. Almost any process can be viewed through it. For example, flipping a coin is a nondeterministic process; the result is random.</p>
<h2 id="heading-2-2">Side effects</h2>
<p>The second key feature of the functions is the presence of side effects. Side effects are any interactions with the external environment. These include file operations such as writing to a file, reading a file, sending or receiving data over the network, and even output to the console.</p>
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// The function fetch performs an HTTP request
// HTTP request is a side effect
fetch('https://hexlet.io/courses');
};</code></pre></div></div></div><button class="mantine-focus-auto m_c9378bc2 mantine-CodeHighlight-showCodeButton m_87cf2631 mantine-UnstyledButton-root" data-hidden="true" type="button">Expand code</button></div>
<p>In addition, changes to external variables (e.g., global ones) and inputs when they are passed by reference are considered side effects.</p>
<div style="margin-bottom:var(--mantine-spacing-lg)" class="m_e597c321 mantine-CodeHighlight-codeHighlight" dir="ltr"><div class="m_be7e9c9c mantine-CodeHighlight-controls"><button style="--ai-bg:transparent;--ai-hover:transparent;--ai-color:inherit;--ai-bd:none" class="mantine-focus-auto mantine-active m_d498bab7 mantine-CodeHighlight-control m_8d3f4000 mantine-ActionIcon-root m_87cf2631 mantine-UnstyledButton-root" data-variant="none" type="button" aria-label="Copy code"><span class="m_8d3afb97 mantine-ActionIcon-icon"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><path stroke="none" d="M0 0h24v24H0z" fill="none"></path><path d="M8 8m0 2a2 2 0 0 1 2 -2h8a2 2 0 0 1 2 2v8a2 2 0 0 1 -2 2h-8a2 2 0 0 1 -2 -2z"></path><path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2"></path></svg></span></button></div><div style="--scrollarea-scrollbar-size:calc(0.25rem * var(--mantine-scale));--sa-corner-width:0px;--sa-corner-height:0px" class="m_f744fd40 mantine-CodeHighlight-scrollarea m_d57069b5 mantine-ScrollArea-root" dir="ltr"><div style="overflow-x:hidden;overflow-y:hidden;overscroll-behavior-inline:none" class="m_c0783ff9 mantine-ScrollArea-viewport" data-scrollbars="xy"><div class="m_b1336c6 mantine-ScrollArea-content"><pre class="m_2c47c4fd mantine-CodeHighlight-pre" style="padding:0"><code class="m_5caae6d3 mantine-CodeHighlight-code">const someFunction = (obj) => {
// Some kind of logic
// Side effect. Changing the input argument.
obj.key = 'value';
};</code></pre></div></div></div><button class="mantine-focus-auto m_c9378bc2 mantine-CodeHighlight-showCodeButton m_87cf2631 mantine-UnstyledButton-root" data-hidden="true" type="button">Expand code</button></div>
<p>Computation (logic), on the other hand, has no side effects. For example, a function that sums up two numbers given as arguments.</p>
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<p>Side effects are one of the biggest challenges in development. Their presence makes code logic and testing much more difficult. Leads to a huge number of errors. When working with files alone, the number of possible errors is measured in hundreds: from running out of disk space to trying to read data from a non-existent file. To keep code from such errors requires a large number of checks and protection mechanisms.</p>
<p>It is impossible to write any useful program without side effects. Whatever important calculations she does, their result must somehow be demonstrated. In the simplest case, you have to display it on the screen, which automatically leads us to side effects:</p>
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<p>In real-world applications, however, it usually comes down to interacting with the database or sending queries over the network.</p>
<p>There is no way to get rid of side effects altogether, but their effect on the program can be minimized. Generally, there aren't many side effects in a common program relative to the rest of the code, and they occur only at the beginning and at the end. For example, a program that converts a file from text format to PDF ideally performs exactly two side effects:</p>
<ol>
<li>Reads the file at the beginning of the program.</li>
<li>Writes the result of the program to a new file.</li>
</ol>
<p>Between these two points is the main work, which contains the pure algorithmic part. The side effects will then only reside in the top layer of the application, and the core part that does the main work will remain pure.</p>
<p><em>Increment and decrement are the only basic arithmetic operations in JS that have side effects (they change the variable value itself). This is why they are difficult to work with in compound expressions. They can lead to errors so hard to catch that many languages have refused to introduce them at all (Ruby and Python have none).</em></p>
<!-- -->
<h2 id="heading-2-3">Net functions</h2>
<p><img style="--image-object-fit:contain;width:auto" class="m_9e117634 mantine-Image-root" src="/rails/active_storage/blobs/proxy/eyJfcmFpbHMiOnsiZGF0YSI6NTc1MywicHVyIjoiYmxvYl9pZCJ9fQ==--9ddaa59d409d68e686849a021ba46a4a8d6711f2/pure-functions.jpg" alt="Net functions in JavaScript" loading="lazy"/></p>
<p>An ideal function in terms of convenience is called pure. A pure function is a deterministic function that produces no side effects. Such a function depends only on its input arguments and always behaves predictably.</p>
<p>Pure functions have a number of key advantages:</p>
<ul>
<li>It's easy to test them. It is enough to pass the required parameters to the input of the function and see the expected output.</li>
<li>They are safe to re-run, which is especially relevant in asynchronous code or in the case of multithreaded code.</li>
<li>They are easy to combine to get new behavior without having to rewrite the program (more on that later in the course).</li>
</ul>
<p>Well-designed programs try to isolate side effects in a small part of the application so that most of the code remains pure.</p>
<p>Right now, this may sound rather abstract. Understanding this topic requires more than just comprehending the words before you but also a knack for the complexity of working through a mishmash of side effects. We will raise the topic of cleanliness on a regular basis. 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