We can retrieve positional and named arguments in any number of *args.
Getting named arguments as dictionaries
Only named arguments can be obtained as a dictionary, which allows you to store the names in keys:
We can refer to an argument that receives this dictionary as kwargs (keyword arguments).
We write the keyword arguments after all the usual positional ones:
- *args before the first argument with the default value
- **kwargs after the last argument with the default value
Let us define a function that takes all kinds of arguments:
Do not worry. It is rare for a function to use all of these features in real-life code. Nevertheless, it is essential to understand how each type of argument declaration works and how to combine them.
Passing named arguments using dictionaries
As with positional arguments, named arguments can be passed to a function in bulk as a dictionary. To do this, you should put two asterisks before the dictionary. Here is an example:
As you can see, we also specified the regular named and wrapped arguments in a dictionary. It is both possible and convenient. Let us try to call the function f from the example at the beginning of the lesson with two sets of arguments:
- The first one is for positional arguments
- The second one is for named ones
Here is the code:
Notice how we constructed the dictionary. We did not write a literal. So, the dictionary looks even more like a stored set of arguments because we called the dict function with several named arguments.
You should also note that when replacing, these unfolding sets of arguments can be specified along with the corresponding type:
- *positional with positional arguments
- **named with named ones
Moreover, any named arguments must come after any positional arguments.
Using keyword-only arguments
Python 3 added the ability to mark the named arguments. So, we can call functions by passing those arguments by name. We can refer to them as keyword-only arguments.
We cannot pass them to the function as positional arguments. Here is an example:
The * separates ordinary arguments we can specify by name and position from strictly named arguments. This separator can only be used once in a single definition. And we cannot use it in functions with *args.
It is not logical, but that is how it happened. You can declare functions that take only strictly named arguments, but you should put an asterisk at the beginning of the argument list.
This example shows a way to describe arguments. The first argument is the name of the file to open. The file name is always present because you need to open something. Moreover, we usually associate its meaning with the function name. Therefore, this argument cannot be named.
But writable and binary are optional arguments. Which also take the seemingly meaningless values True and False. We will not please many people with a call open_file('raw.dat', True, True). Therefore, we declare the options such we can only give them explicitly.
Calling functions and the order of arguments
When calling functions, we have more freedom to set the order. We can mix single-named arguments with substitutions for positional sets. Here is an example of such a call:
Let us talk about another feature. It is a function with a signature like f(x, *args) where we cannot specify the x argument by name and expand the parameter set simultaneously. You cannot do anything like this: f(*foo, x=42).
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<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":"r8Bh8PkrGPlR8D9lcn4jP8GrHNckUI41S-BM6NfQalP8BgzG2EAjGTb6wI3A4BT-zQGSjOhOlDnpZYb7mgy1iA","topics":[],"lesson":{"exercise":null,"units":[{"id":9079,"name":"theory","url":"/courses/python-functions/lessons/more-keyword-arguments/theory_unit"}],"links":[],"ordered_units":[{"id":9079,"name":"theory","url":"/courses/python-functions/lessons/more-keyword-arguments/theory_unit"}],"id":4047,"slug":"more-keyword-arguments","state":"approved","name":"More about named arguments","course_order":300,"goal":"Learning how to work with named arguments and declare keyword-only arguments","self_study":null,"theory_video_provider":null,"theory_video_uid":null,"theory":"We can retrieve positional and named arguments in any number of `*args`.\n\n## Getting named arguments as dictionaries\n\nOnly named arguments can be obtained as a dictionary, which allows you to store the names in keys:\n\n```Python\ndef g(**kwargs):\n return kwargs\n\ng(x=1, y=2, z=None)\n# {'x': 1, 'y': 2, 'z': None}\n```\n\nWe can refer to an argument that receives this dictionary as `kwargs` (_keyword arguments_).\n\nWe write the keyword arguments after all the usual positional ones:\n\n* `*args` before the first argument with the default value\n* `**kwargs` after the last argument with the default value\n\nLet us define a function that takes all kinds of arguments:\n\n```Python\ndef f(x, y, *args, kx=None, ky=42, **kwargs):\n return (x, y, args, kx, ky, kwargs)\n\nf(1, 2, 3, 4, kx='a', ky='b', kz='c')\n# (1, 2, (3, 4), 'a', 'b', {'kz': 'c'})\n```\n\nDo not worry. It is rare for a function to use all of these features in real-life code. Nevertheless, it is essential to understand how each type of argument declaration works and how to combine them.\n\n## Passing named arguments using dictionaries\n\nAs with positional arguments, named arguments can be passed to a function in bulk as a dictionary. To do this, you should put two asterisks before the dictionary. Here is an example:\n\n```Python\ndef coords(x, y):\n return (x, y)\n\ncoords(x=1, **{'y': 2})\n# (1, 2)\n```\n\nAs you can see, we also specified the regular named and wrapped arguments in a dictionary. It is both possible and convenient. Let us try to call the function `f` from the example at the beginning of the lesson with two sets of arguments:\n\n* The first one is for positional arguments\n* The second one is for named ones\n\nHere is the code:\n\n```Python\npositional = (2, 3)\nnamed = dict(ky='b', kz='c')\nf(1, *positional, 4, kx='a', **named)\n# (1, 2, (3, 4), 'a', 'b', {'kz': 'c'})\n```\n\nNotice how we constructed the dictionary. We did not write a literal. So, the dictionary looks even more like a stored set of arguments because we called the `dict` function with several named arguments.\n\nYou should also note that when replacing, these unfolding sets of arguments can be specified along with the corresponding type:\n\n* `*positional` with positional arguments\n* `**named` with named ones\n\nMoreover, any named arguments must come after any positional arguments.\n\n## Using keyword-only arguments\n\n[Python 3](https://www.Python.org/dev/peps/pep-3102 ) added the ability to mark the named arguments. So, we can call functions by passing those arguments by name. We can refer to them as **keyword-only arguments**.\n\nWe cannot pass them to the function as positional arguments. Here is an example:\n\n```Python\ndef open_file(name, *, writable=False, binary=False):\n …\n\nf1 = open_file('foo.txt', writable=True)\nf2 = open_file('bar.bin', binary=True)\nf3 = open_file('raw.dat', True, True)\n# TypeError: `open_file()` takes 1 positional argument, but 3 were given\n```\n\nThe `*` separates ordinary arguments we can specify by name and position from strictly named arguments. This separator can only be used once in a single definition. And we cannot use it in functions with `*args`.\n\nIt is not logical, but that is how it happened. You can declare functions that take only strictly named arguments, but you should put an asterisk at the beginning of the argument list.\n\nThis example shows a way to describe arguments. The first argument is the name of the file to open. The file name is always present because you need to open something. Moreover, we usually associate its meaning with the function name. Therefore, this argument cannot be named.\n\nBut `writable` and `binary` are optional arguments. Which also take the seemingly meaningless values `True` and `False`. We will not please many people with a call `open_file('raw.dat', True, True)`. Therefore, we declare the options such we can only give them explicitly.\n\n## Calling functions and the order of arguments\n\nWhen calling functions, we have more freedom to set the order. We can mix single-named arguments with substitutions for positional sets. Here is an example of such a call:\n\n```Python\nfoo = [1, 2, 3]\nbar = \"abc\"\n# The function `f` is the same as in the first section of the lesson\nf(kx=42, *foo, ky=100, *bar)\n# (1, 2, (3, 'a', 'b', 'c'), 42, 100, {})\n```\n\nLet us talk about another feature. It is a function with a signature like `f(x, *args)` where we cannot specify the `x` argument by name and expand the parameter set simultaneously. You cannot do anything like this: `f(*foo, x=42)`.\n"},"lessonMember":null,"courseMember":null,"course":{"start_lesson":{"exercise":null,"units":[{"id":9076,"name":"theory","url":"/courses/python-functions/lessons/about/theory_unit"}],"links":[],"ordered_units":[{"id":9076,"name":"theory","url":"/courses/python-functions/lessons/about/theory_unit"}],"id":4044,"slug":"about","state":"approved","name":"Introduction","course_order":1,"goal":"Learning about the structure, goals, and objectives of the course","self_study":null,"theory_video_provider":null,"theory_video_uid":null,"theory":"Functions are a powerful tool with extensive capabilities. So far, we have looked at the simplest types of functions: named functions. In addition, Python has anonymous functions, which greatly expand the language's expression capabilities. When describing and calling functions, we have mainly used **positional arguments**. Now, we pass them in a strictly defined order.\n\nPython allows functions to have **named arguments** besides positional ones. Functions in Python can take a variable number of them inside a collection object. Python functions are **first-class objects**, so we can pass, receive by reference and construct them on the fly.\n\nIn this course, we will look at working with this tool. And you will also learn about a powerful and fascinating concept, **decorators**, that allow you to do many things with functions. Basic concepts in the course:\n\n* Positional arguments\n* Named arguments\n* Variable number of arguments\n* First-class objects\n* Anonymous functions\n* Decorators\n* Higher-order functions like `map`, `filter`, and `reduce`\n"},"id":364,"slug":"python-functions","challenges_count":0,"name":"Python: Functions","allow_indexing":true,"state":"approved","course_state":"finished","pricing_type":"paid","description":"In this course, you will study functions. We will discuss first-order objects, higher-order, and unnamed lambda functions. You will learn to use functions within other functions, write wrappers to extend functionality, and work with the built-in map, filter, and reduce operations. The knowledge gained in this course will help you design concise and efficient programs and separate side effects from clean code. We created this course for those who are new to Python. 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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">Python: 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: More about named arguments</h1><script type="application/ld+json">{"@context":"https://schema.org","@type":"LearningResource","name":"More about named arguments","inLanguage":"en","isPartOf":{"@type":"LearningResource","name":"Python: 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<h2 id="heading-2-1">Getting named arguments as dictionaries</h2>
<p>Only named arguments can be obtained as a dictionary, which allows you to store the names in keys:</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">def g(**kwargs):
return kwargs
g(x=1, y=2, z=None)
# {'x': 1, 'y': 2, 'z': None}</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>We can refer to an argument that receives this dictionary as <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">kwargs</code> (<em>keyword arguments</em>).</p>
<p>We write the keyword arguments after all the usual positional ones:</p>
<ul>
<li><code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">*args</code> before the first argument with the default value</li>
<li><code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">**kwargs</code> after the last argument with the default value</li>
</ul>
<p>Let us define a function that takes all kinds of arguments:</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">def f(x, y, *args, kx=None, ky=42, **kwargs):
return (x, y, args, kx, ky, kwargs)
f(1, 2, 3, 4, kx='a', ky='b', kz='c')
# (1, 2, (3, 4), 'a', 'b', {'kz': 'c'})</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>Do not worry. It is rare for a function to use all of these features in real-life code. Nevertheless, it is essential to understand how each type of argument declaration works and how to combine them.</p>
<h2 id="heading-2-2">Passing named arguments using dictionaries</h2>
<p>As with positional arguments, named arguments can be passed to a function in bulk as a dictionary. To do this, you should put two asterisks before the dictionary. Here is an example:</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">def coords(x, y):
return (x, y)
coords(x=1, **{'y': 2})
# (1, 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>As you can see, we also specified the regular named and wrapped arguments in a dictionary. It is both possible and convenient. Let us try to call the function <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">f</code> from the example at the beginning of the lesson with two sets of arguments:</p>
<ul>
<li>The first one is for positional arguments</li>
<li>The second one is for named ones</li>
</ul>
<p>Here is the code:</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">positional = (2, 3)
named = dict(ky='b', kz='c')
f(1, *positional, 4, kx='a', **named)
# (1, 2, (3, 4), 'a', 'b', {'kz': 'c'})</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>Notice how we constructed the dictionary. We did not write a literal. So, the dictionary looks even more like a stored set of arguments because we called 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">dict</code> function with several named arguments.</p>
<p>You should also note that when replacing, these unfolding sets of arguments can be specified along with the corresponding type:</p>
<ul>
<li><code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">*positional</code> with positional arguments</li>
<li><code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">**named</code> with named ones</li>
</ul>
<p>Moreover, any named arguments must come after any positional arguments.</p>
<h2 id="heading-2-3">Using keyword-only arguments</h2>
<p><a style="text-decoration:underline" class="mantine-focus-auto m_849cf0da m_b6d8b162 mantine-Text-root mantine-Anchor-root" data-underline="hover" href="https://www.Python.org/dev/peps/pep-3102" rel="noopener noreferrer" target="_blank">Python 3</a> added the ability to mark the named arguments. So, we can call functions by passing those arguments by name. We can refer to them as <strong>keyword-only arguments</strong>.</p>
<p>We cannot pass them to the function as positional arguments. Here is an example:</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">def open_file(name, *, writable=False, binary=False):
…
f1 = open_file('foo.txt', writable=True)
f2 = open_file('bar.bin', binary=True)
f3 = open_file('raw.dat', True, True)
# TypeError: `open_file()` takes 1 positional argument, but 3 were given</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">*</code> separates ordinary arguments we can specify by name and position from strictly named arguments. This separator can only be used once in a single definition. And we cannot use it in functions with <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">*args</code>.</p>
<p>It is not logical, but that is how it happened. You can declare functions that take only strictly named arguments, but you should put an asterisk at the beginning of the argument list.</p>
<p>This example shows a way to describe arguments. The first argument is the name of the file to open. The file name is always present because you need to open something. Moreover, we usually associate its meaning with the function name. Therefore, this argument cannot be named.</p>
<p>But <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">writable</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">binary</code> are optional arguments. Which also take the seemingly meaningless values <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">True</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">False</code>. We will not please many people with a call <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">open_file('raw.dat', True, True)</code>. Therefore, we declare the options such we can only give them explicitly.</p>
<h2 id="heading-2-4">Calling functions and the order of arguments</h2>
<p>When calling functions, we have more freedom to set the order. We can mix single-named arguments with substitutions for positional sets. Here is an example of such a call:</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">foo = [1, 2, 3]
bar = "abc"
# The function `f` is the same as in the first section of the lesson
f(kx=42, *foo, ky=100, *bar)
# (1, 2, (3, 'a', 'b', 'c'), 42, 100, {})</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>Let us talk about another feature. It is a function with a signature like <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">f(x, *args)</code> where we cannot specify 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">x</code> argument by name and expand the parameter set simultaneously. You cannot do anything like this: <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">f(*foo, x=42)</code>.</p></div></div></div></div><style data-mantine-styles="inline">.__m__-_R_1bdub_{--col-flex-grow:auto;--col-flex-basis:8.333333333333334%;--col-max-width:8.333333333333334%;}@media(min-width: 48em){.__m__-_R_1bdub_{--col-flex-grow:auto;--col-flex-basis:16.666666666666668%;--col-max-width:16.666666666666668%;}}</style><div style="min-width:0rem;height:100%;min-height:0rem" class="m_96bdd299 mantine-Grid-col __m__-_R_1bdub_"><div style="margin-inline:var(--mantine-spacing-xs)" class="mantine-visible-from-sm"><button style="--button-color:var(--mantine-color-white);margin-bottom:var(--mantine-spacing-lg);text-decoration:none" class="mantine-focus-auto m_849cf0da mantine-focus-auto m_77c9d27d mantine-Button-root 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