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<link rel="preload" as="image" href="https://hexlet.io/rails/active_storage/representations/proxy/eyJfcmFpbHMiOnsiZGF0YSI6MTIzNTMsInB1ciI6ImJsb2JfaWQifX0=--f1948fb0c5a45a6d76671a1a32b8cf6f0b53ee57/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJ3ZWJwIiwicmVzaXplX3RvX2xpbWl0IjpbNDAwLDQwMF0sInNhdmVyIjp7InF1YWxpdHkiOjg1fX0sInB1ciI6InZhcmlhdGlvbiJ9fQ==--5b6f46dacd1af664f27558553a58076185091823/Software%20code%20testing-cuate.png"/><link rel="preload" as="image" href="/vite/assets/development-BVihs_d5.png"/><div id="app" data-page="{"component":"web/courses/lessons/theory_unit","props":{"errors":{},"locale":"en","language":"en","httpsHost":"https://hexlet.io","host":"hexlet.io","colorScheme":"light","auth":{"user":{"id":null,"last_viewed_notification_id":null,"email":null,"state":null,"first_name":"","last_name":"","current_program":null,"current_team":null,"full_name":"","guest":true,"can_use_paid_features":false,"is_hexlet_employee":false,"sanitized_phone_number":"","can_subscribe":true,"can_renew_education":false}},"cloudflareTurnstileSiteKey":"0x4AAAAAAA15KmeFXzd2H0Xo","vkIdClientId":"51586979","yandexIdClientId":null,"formAuthToken":"qJAGeTJ7gwe32ATpjHBlYvhfvqE2wLiUUokjgQcyM737VmtPExC459DS-wE-7lKj9PUw-vreopjwDOmSSu7sZg","topics":[],"lesson":{"exercise":{"id":2076,"slug":"js_data_abstraction_invariants_exercise","name":null,"state":"active","kind":"exercise","language":"javascript","locale":"en","has_web_view":false,"has_test_view":false,"reviewable":true,"readme":"## rational.js\n\nImplement an abstraction for handling rational numbers, that includes the following functions:\n\n* The `makeRational()` constructor takes the numerator and denominator and returns a fraction in the form of an object\n* The `getNumer()` selector returns the numerator\n* The `getDenom()` selector returns the denominator\n* The addition `add()` sums the given fractions\n* The subtraction `sub()` finds the difference between two fractions\n\nDo not forget to implement the fraction normalization that suits you.\n\n```javascript\nconst rat1 = makeRational(3, 9);\ngetNumer(rat1); // 1\ngetDenom(rat1); // 3\n\nconst rat2 = makeRational(10, 3);\n\nconst rat3 = add(rat1, rat2);\nratToString(rat3); // '11/3'\n\nconst rat4 = sub(rat1, rat2);\nratToString(rat4); // '-3/1'\n```\n\n### Tips\n\n* [Arithmetic with fractions](https://en.wikipedia.org/wiki/Fraction#Arithmetic_with_fractions)\n* The `getGcd()` function finds the greatest common divisor of two numbers (already imported into the module)\n* The `ratToString()` function returns a string representation of a number (used for debugging)\n* Assume that a denominator is always a positive number and a numerator can be negative\n","prepared_readme":"## rational.js\n\nImplement an abstraction for handling rational numbers, that includes the following functions:\n\n* The `makeRational()` constructor takes the numerator and denominator and returns a fraction in the form of an object\n* The `getNumer()` selector returns the numerator\n* The `getDenom()` selector returns the denominator\n* The addition `add()` sums the given fractions\n* The subtraction `sub()` finds the difference between two fractions\n\nDo not forget to implement the fraction normalization that suits you.\n\n```javascript\nconst rat1 = makeRational(3, 9);\ngetNumer(rat1); // 1\ngetDenom(rat1); // 3\n\nconst rat2 = makeRational(10, 3);\n\nconst rat3 = add(rat1, rat2);\nratToString(rat3); // '11/3'\n\nconst rat4 = sub(rat1, rat2);\nratToString(rat4); // '-3/1'\n```\n\n### Tips\n\n* [Arithmetic with fractions](https://en.wikipedia.org/wiki/Fraction#Arithmetic_with_fractions)\n* The `getGcd()` function finds the greatest common divisor of two numbers (already imported into the module)\n* The `ratToString()` function returns a string representation of a number (used for debugging)\n* Assume that a denominator is always a positive number and a numerator can be negative\n","has_solution":true,"entity_name":"Invariants"},"units":[{"id":6910,"name":"theory","url":"/courses/js-data-abstraction/lessons/invariants/theory_unit"},{"id":6911,"name":"quiz","url":"/courses/js-data-abstraction/lessons/invariants/quiz_unit"},{"id":6915,"name":"exercise","url":"/courses/js-data-abstraction/lessons/invariants/exercise_unit"}],"links":[],"ordered_units":[{"id":6910,"name":"theory","url":"/courses/js-data-abstraction/lessons/invariants/theory_unit"},{"id":6911,"name":"quiz","url":"/courses/js-data-abstraction/lessons/invariants/quiz_unit"},{"id":6915,"name":"exercise","url":"/courses/js-data-abstraction/lessons/invariants/exercise_unit"}],"id":3044,"slug":"invariants","state":"approved","name":"Invariants","course_order":470,"goal":"Get acquainted with the concept of data hiding and analyze examples","self_study":null,"theory_video_provider":null,"theory_video_uid":null,"theory":"Abstraction allows us to avoid thinking about the implementation details and focus on usage. Moreover, if necessary, you can always rewrite the abstraction implementation without stressing about breaking the code that uses it. But there's another important reason to use abstraction, finding invariants.\n\nAn invariant in programming is a logical expression that defines the consistency of a state or data set.\n\nLet's look at an example. When we supplied the constructor and selectors for rational numbers, we implicitly had the following invariants:\n\n```javascript\nconst num = makeRational(numer, denom);\nnumer === getNumer(num); // true\ndenom === getDenom(num); // true\n\n// Or considering normalization\n// numer / denom === getNumer(num) / getDenom(num);\n```\n\nBy passing the numerator and denominator to the rational number constructor, we expect to get the same numbers if we apply the selectors to that rational number. This is how we determine if the abstraction is done correctly. This code is practically a test!\n\nInvariants exist for any operation. And sometimes they're pretty tricky. For example, rational numbers can be compared to each other but not directly because the same fractions can be represented in different ways: *1/2* and *2/4*. Code that doesn't take this fact into account won't work correctly:\n\n```javascript\nconst num1 = makeRational(2, 4);\nconst num2 = makeRational(8, 16);\n\nconsole.log(num1 === num2); // false\n```\n\nThe action of reducing a fraction is called *normalization*. This includes several operations, such as shortening a fraction, determining the sign, and moving the sign to the numerator. Normalization can be done in different ways. The most obvious one is to execute it during fraction creation, inside the `makeRational()` function. The other is to perform normalization when accessing the fraction using `getNumer()` and `getDenom()`. The latter method has the disadvantage that normalization happens with every call. This can be avoided by using [memoization](https://en.wikipedia.org/wiki/Memoization).\n\nGiven the new inputs, it's clear that the invariant linking the constructor and selectors need to be modified. The `getNumer()` and `getDenom()` functions should return the normalized values and not the raw ones.\n\n```javascript\nconst num = makeRational(10, 20);\ngetNumer(num); // 1\ngetDenom(num); // 2\n```\n\nThe abstraction not only hides the implementation from us, but it preserves the invariants. Any code without abstraction is fraught with the risk of internal transformations that can remain unnoticed:\n\n```javascript\n// Traversing the constructor\n\n// This data is not normalized because the constructor was not used\nconst num = { numer: 10, denom: 20 };\n\n// Not what it is supposed to return (normalized return is expected):\ngetNumer(num); // 10\ngetDenom(num); // 20\n\n// Direct modification\n\nconst num = makeRational(10, 20);\n// there can be no normalization here, since it's a direct change\nnum.numer = 40 \n\ngetNumer(num); // 40\ngetDenom(num); // 20\n```\n\nI.e., working with data directly and avoiding abstraction can easily break invariants provided by additional logic in the constructor or selectors. So it's important to use the code the way the authors intended.\n\nLooking at the examples above, you may have one genuine question. Is it possible to forbid direct access to data? Generally, yes. This approach is called data hiding. Usually, languages use a [special syntax](https://github.com/tc39/proposal-class-fields#private-fields) to hide data. However, data hiding can be done without using special tools: it requires higher-order functions. This method implies building abstractions with anonymous functions, closures, and message passing (more in SICP). <!---If you want to learn more about this, try our [JS: Compound data](https://ru.hexlet.io/courses/compound_data) course.--->\n"},"lessonMember":null,"courseMember":null,"course":{"start_lesson":{"exercise":null,"units":[{"id":6897,"name":"theory","url":"/courses/js-data-abstraction/lessons/intro/theory_unit"}],"links":[],"ordered_units":[{"id":6897,"name":"theory","url":"/courses/js-data-abstraction/lessons/intro/theory_unit"}],"id":3037,"slug":"intro","state":"approved","name":"About course","course_order":10,"goal":"Learn about the course, its structure, objectives, and goals","self_study":null,"theory_video_provider":null,"theory_video_uid":null,"theory":"Abstraction is the primary way to handle complexity in programming. It allows you to escape the implementation details and focus on the essentials.\n\nA good abstraction example is the array sort function. It doesn't matter how it's implemented; what matters is that it leads to the result we're interested in.\n\nAnother example is higher-order functions, such as `map`, `filter`, and `reduce`, which allow you to process collections without thinking about what goes on under the hood. Collections even don't have to be flat; you can build such functions for any complex structures, such as trees. And due to this abstraction, we can focus on the processing itself rather than the data traversal technicalities.\n\nOn the other hand, the data itself often has a complex structure. Representing a user in an unconventional system may require defining dozens or hundreds of different parameters and the associated data. In situations like this, it's a good idea to hide this structure behind a set of functions, which cover the internal complexity and simplify code support. This is called data-driven abstraction.\n\nIn this course, we'll learn some basic principles of program design, and how to model and represent objects from the real (and imaginary) world via a program. We'll design a library for working with graphical primitives, such as points, segments, and shapes. This library is lucid enough for everyone to understand (even visually), and it's pretty handy to express with code.\n\nMain course subjects:\n\n* Subject area \n* Ontology\n* Level design (abstraction barriers)\n* Invariants\n"},"id":299,"slug":"js-data-abstraction","challenges_count":1,"name":"JS: Building abstractions with data","allow_indexing":true,"state":"approved","course_state":"finished","pricing_type":"paid","description":"Programming is not just about computing: any nontrivial program models within itself the domain for which it was designed. For example, Hexlet works with the Course, Project, Student and other entities; they can interact and are somewhat related. This is what is called an abstraction. 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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>Abstraction allows us to avoid thinking about the implementation details and focus on usage. Moreover, if necessary, you can always rewrite the abstraction implementation without stressing about breaking the code that uses it. But there's another important reason to use abstraction, finding invariants.</p>
<p>An invariant in programming is a logical expression that defines the consistency of a state or data set.</p>
<p>Let's look at an example. When we supplied the constructor and selectors for rational numbers, we implicitly had the following invariants:</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 num = makeRational(numer, denom);
numer === getNumer(num); // true
denom === getDenom(num); // true
// Or considering normalization
// numer / denom === getNumer(num) / getDenom(num);</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>By passing the numerator and denominator to the rational number constructor, we expect to get the same numbers if we apply the selectors to that rational number. This is how we determine if the abstraction is done correctly. This code is practically a test!</p>
<p>Invariants exist for any operation. And sometimes they're pretty tricky. For example, rational numbers can be compared to each other but not directly because the same fractions can be represented in different ways: <em>1/2</em> and <em>2/4</em>. Code that doesn't take this fact into account won't work correctly:</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 num1 = makeRational(2, 4);
const num2 = makeRational(8, 16);
console.log(num1 === num2); // false</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 action of reducing a fraction is called <em>normalization</em>. This includes several operations, such as shortening a fraction, determining the sign, and moving the sign to the numerator. Normalization can be done in different ways. The most obvious one is to execute it during fraction creation, inside 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">makeRational()</code> function. The other is to perform normalization when accessing the fraction using <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">getNumer()</code> and <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">getDenom()</code>. The latter method has the disadvantage that normalization happens with every call. This can be avoided by using <a style="text-decoration:underline" class="mantine-focus-auto m_849cf0da m_b6d8b162 mantine-Text-root mantine-Anchor-root" data-underline="hover" href="https://en.wikipedia.org/wiki/Memoization" rel="noopener noreferrer" target="_blank">memoization</a>.</p>
<p>Given the new inputs, it's clear that the invariant linking the constructor and selectors need to be modified. 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">getNumer()</code> and <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">getDenom()</code> functions should return the normalized values and not the raw ones.</p>
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getNumer(num); // 1
getDenom(num); // 2</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 abstraction not only hides the implementation from us, but it preserves the invariants. Any code without abstraction is fraught with the risk of internal transformations that can remain unnoticed:</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">// Traversing the constructor
// This data is not normalized because the constructor was not used
const num = { numer: 10, denom: 20 };
// Not what it is supposed to return (normalized return is expected):
getNumer(num); // 10
getDenom(num); // 20
// Direct modification
const num = makeRational(10, 20);
// there can be no normalization here, since it's a direct change
num.numer = 40
getNumer(num); // 40
getDenom(num); // 20</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>I.e., working with data directly and avoiding abstraction can easily break invariants provided by additional logic in the constructor or selectors. So it's important to use the code the way the authors intended.</p>
<p>Looking at the examples above, you may have one genuine question. Is it possible to forbid direct access to data? Generally, yes. This approach is called data hiding. Usually, languages use a <a style="text-decoration:underline" class="mantine-focus-auto m_849cf0da m_b6d8b162 mantine-Text-root mantine-Anchor-root" data-underline="hover" href="https://github.com/tc39/proposal-class-fields#private-fields" rel="noopener noreferrer" target="_blank">special syntax</a> to hide data. However, data hiding can be done without using special tools: it requires higher-order functions. 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