Code rarely works perfectly the first time, even for experienced developers. But the more skilled a developer is, the better they are at debugging the code, meaning analyzing and fixing bugs.
Debugging skills do not just happen. You should start developing them as early as possible. While learning, you will do assignments and practice, which will help you gain experience. Over time, analyzing and correcting errors will become a habit if you spend enough time practicing.
How to find errors in your code
You can debug faulty code by trial and error, but it is long and unproductive. It is much easier to understand the problem first and start fixing it then. Understanding is the essential step. Without it, no further steps are possible.
Before debugging the code, you need to figure out what is wrong with it.
We can do it in two steps:
Step 1. Study traceback. It is a list of all function calls from the program start to the point of failure. Traceback helps understand how the program ran, including which functions were called successfully and which had problems. Each traceback entry points to the file, the line, and the function we called.
Suppose you have written code in users.eu and decided to run the main() function on line 4. The traceback entry will look like this:
As you can see, not only are the file and line specified here, but also the module name. You can tell where the problem is. It could be in your code or some library you did not write but still used.
Step 2. When the traceback reaches the problem area, it will display an error message. For example, this:
You will quickly understand the message:
The name create is not defined
This error most often occurs due to a typo in the name. You need to check this point. Without knowledge of English, too, you can figure it out if you use a dictionary or an online translator.
Now we will see how the traceback and the error message look together:
You can see the whole chain of events in the example above: the program successfully handled the main() function, moved on to the create() function, and encountered an error in the name.
Besides NameError, Python has many other errors, which fall into three groups.
Types of errors
The most straightforward errors are syntactic ones. They are due solely to the fact that the code runs incorrectly. For example, we used the wrong quotes.
When these errors are output, you will see the SyntaxError: phrase. When you debug the code, you should look at the spot with the error. Let us look at an example. Here the syntax error occurred because this quotation mark ' was used instead of ":
The second large group of errors is programming errors. These can include:
- Calling a function that does not exist
- Using an undeclared variable
- Passing the wrong arguments (for example, arguments of the wrong type)
These errors are more difficult to correct than syntactic errors. Usually, they result from faulty logic in another earlier call.
The last type is logical errors. The situation can be hard to fix because the program generally works but gives the wrong result with some values. In most cases, the problem lies in faulty logic. For example, instead of adding, the program performs a subtraction:
Debugging methods
There are many ways to debug programs, but they all have one thing in common: You need to analyze how variable values change as the code runs.
Let us look at a specific example. Below is a function that counts the sum of the numbers from the start number to the finish number. If start equals three and finish equals five, the program should calculate: 3 + 4 + 5.
Here is the code:
There is an error in this code. In the sum_of_series() function, we see two main variables: n and result. From this, we can conclude we need to see what values the variables get at each iteration. After that, it will not be hard to find the error.
There is one handy way to keep track of variable values during code execution - visual debuggers. They are built into popular code editors and allow you to execute a program step by step and see all the changes visually. If you want to learn more about debuggers, you can Google Python Debuggers.
There is no debugger in the Hexlet environment, so we use another approach here — debug printing. The essence is the same as in the visual debugger. The only difference is that you use the regular screen printout to output the values of the variables. The editor automatically switches to the OUTPUT tab during the check. Here we see what the printed output is on the screen. Let us look at an example:
Here you can see that there is one less iteration of the loop than necessary. For some reason, it does not add for the last number marked as finish. Indeed, if you look at the definition, you will see that it uses n < finish instead of n <= finish. We could find the error thanks to debugging. Here, we used the < sign instead of <=.
There is nothing wrong with making mistakes. Experienced developers make them just as often as beginners. Writing perfect code is hard to learn, but you can develop debugging skills and an eye for bugs.
Newbies think experienced developers can look at code and immediately understand the error. Yes, experience helps make you better at finding bugs. But it is not that simple. It is hard to tell what went wrong from the code snippet. If you need advice from an experienced developer, it is better to show the error message rather than the faulty code.
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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":"1vWs0tWVT_sHt0wSCMe7EpoyoVykH3ZOp7IiB7wcTb-FM8Hk9P50G2C9s_q6WYzTlpgvB2gBbEIFN-gU8cCSZA","topics":[],"lesson":{"exercise":{"id":2741,"slug":"python_basics_palindrome_exercise","name":null,"state":"active","kind":"exercise","language":"python","locale":"en","has_web_view":false,"has_test_view":false,"reviewable":true,"readme":"*Palindrome* — a word or phrase that reads the same forwards and backwards\nExamples:\n\n- \"level\"\n- \"racecar\"\n- \"madam\"\n- \"No lemon, no melon\"\n\n## src/solution.py\n\nРеализуйте функцию `is_palindrome()`, которая принимает на вход слово, определяет, является ли оно палиндромом, а затем возвращает логическое значение.\n\nImplement the function `is_palindrome()`, which takes a word as input, determines if it is a palindrome, and returns a boolean value.\n\n```python\nfrom solution import is_palindrome\nis_palindrome('') # True an empty string is also considered a palindrome\nis_palindrome('radar') # True\nis_palindrome('a') # True\nis_palindrome('abs') # False\nis_palindrome('No lemon, no melon') # True\n```\n","prepared_readme":"*Palindrome* — a word or phrase that reads the same forwards and backwards\nExamples:\n\n- \"level\"\n- \"racecar\"\n- \"madam\"\n- \"No lemon, no melon\"\n\n## src/solution.py\n\nРеализуйте функцию `is_palindrome()`, которая принимает на вход слово, определяет, является ли оно палиндромом, а затем возвращает логическое значение.\n\nImplement the function `is_palindrome()`, which takes a word as input, determines if it is a palindrome, and returns a boolean value.\n\n```python\nfrom solution import is_palindrome\nis_palindrome('') # True an empty string is also considered a palindrome\nis_palindrome('radar') # True\nis_palindrome('a') # True\nis_palindrome('abs') # False\nis_palindrome('No lemon, no melon') # True\n```\n","has_solution":true,"entity_name":"Debugging"},"units":[{"id":8990,"name":"theory","url":"/courses/python-basics/lessons/debug/theory_unit"},{"id":9393,"name":"quiz","url":"/courses/python-basics/lessons/debug/quiz_unit"},{"id":9998,"name":"exercise","url":"/courses/python-basics/lessons/debug/exercise_unit"}],"links":[{"id":424714,"name":"How to find bugs in the code?","url":"https://help.hexlet.io/en/articles/111500-kak-nayti-oshibki-v-kode"},{"id":424715,"name":"pdb — The Python Debugger","url":"https://docs.python.org/3/library/pdb.html"}],"ordered_units":[{"id":8990,"name":"theory","url":"/courses/python-basics/lessons/debug/theory_unit"},{"id":9393,"name":"quiz","url":"/courses/python-basics/lessons/debug/quiz_unit"},{"id":9998,"name":"exercise","url":"/courses/python-basics/lessons/debug/exercise_unit"}],"id":3970,"slug":"debug","state":"approved","name":"Debugging","course_order":380,"goal":"Learning how to find bugs in the code","self_study":null,"theory_video_provider":null,"theory_video_uid":null,"theory":"Code rarely works perfectly the first time, even for experienced developers. But the more skilled a developer is, the better they are at **debugging** the code, meaning analyzing and fixing bugs.\n\nDebugging skills do not just happen. You should start developing them as early as possible. While learning, you will do assignments and practice, which will help you gain experience. Over time, analyzing and correcting errors will become a habit if you spend enough time practicing.\n\n## How to find errors in your code\n\nYou can debug faulty code by trial and error, but it is long and unproductive. It is much easier to understand the problem first and start fixing it then. Understanding is the essential step. Without it, no further steps are possible.\n\nBefore debugging the code, you need to figure out what is wrong with it.\n\nWe can do it in two steps:\n\n**Step 1**. Study **traceback**. It is a list of all function calls from the program start to the point of failure. Traceback helps understand how the program ran, including which functions were called successfully and which had problems. Each traceback entry points to the file, the line, and the function we called.\n\nSuppose you have written code in `users.eu` and decided to run the `main()` function on line 4. The traceback entry will look like this:\n\n```bash\n File \"users.eu\", line 4, in <module>\n main()\n```\n\nAs you can see, not only are the file and line specified here, but also the module name. You can tell where the problem is. It could be in your code or some library you did not write but still used.\n\n**Step 2**. When the traceback reaches the problem area, it will display **an error message**. For example, this:\n\n```bash\nNameError: name 'create' is not defined\n```\n\nYou will quickly understand the message:\n\n> The name `create` is not defined\n\nThis error most often occurs due to a typo in the name. You need to check this point. Without knowledge of English, too, you can figure it out if you use a dictionary or an online translator.\n\nNow we will see how the traceback and the error message look together:\n\n```bash\nTraceback (most recent call last):\n File \"users.eu\", line 4, in <module>\n main()\n File \"users.eu\", line 2, in main\n create()\nNameError: name 'create' is not defined\n```\n\nYou can see the whole chain of events in the example above: the program successfully handled the `main()` function, moved on to the `create()` function, and encountered an error in the name.\n\nBesides NameError, Python has many other errors, which fall into three groups.\n\n## Types of errors\n\nThe most straightforward errors are **syntactic** ones. They are due solely to the fact that the code runs incorrectly. For example, we used the wrong quotes.\n\nWhen these errors are output, you will see the `SyntaxError:` phrase. When you debug the code, you should look at the spot with the error. Let us look at an example. Here the syntax error occurred because this quotation mark `'` was used instead of `\"`:\n\n```bash\nTraceback (most recent call last):\n File \"users.eu\", line 2\n print(\"Hello\" + \"world')\n ^\nSyntaxError: EOL while scanning string literal\n```\n\nThe second large group of errors is **programming errors**. These can include:\n\n- Calling a function that does not exist\n- Using an undeclared variable\n- Passing the wrong arguments (for example, arguments of the wrong type)\n\nThese errors are more difficult to correct than syntactic errors. Usually, they result from faulty logic in another earlier call.\n\nThe last type is **logical errors**. The situation can be hard to fix because the program generally works but gives the wrong result with some values. In most cases, the problem lies in faulty logic. For example, instead of adding, the program performs a subtraction:\n\n```python\n# The function should count the sum of the numbers\n# But it counts the difference instead:\ndef sum(a, b):\n return a - b\n\n# When called like this, the error isn't obvious\n# Both addition and subtraction will have the same result\nsum(4, 0) # 4\n```\n\n## Debugging methods\n\nThere are many ways to debug programs, but they all have one thing in common: **You need to analyze how variable values change as the code runs**.\n\nLet us look at a specific example. Below is a function that counts the sum of the numbers from the `start` number to the `finish` number. If `start` equals three and `finish` equals five, the program should calculate: `3 + 4 + 5`.\n\nHere is the code:\n\n```python\ndef sum_of_series(start, finish):\n result = 0\n n = start\n while n < finish:\n result = result + n\n n = n + 1\n return result\n```\n\nThere is an error in this code. In the `sum_of_series()` function, we see two main variables: `n` and `result`. From this, we can conclude we need to see what values the variables get at each iteration. After that, it will not be hard to find the error.\n\nThere is one handy way to keep track of variable values during code execution - **visual debuggers**. They are built into popular code editors and allow you to execute a program step by step and see all the changes visually. If you want to learn more about debuggers, you can Google Python Debuggers.\n\nThere is no debugger in the Hexlet environment, so we use another approach here — **debug printing**. The essence is the same as in the visual debugger. The only difference is that you use the regular screen printout to output the values of the variables. The editor automatically switches to the `OUTPUT` tab during the check. Here we see what the printed output is on the screen. Let us look at an example:\n\n``` python\ndef sum_of_series(start, finish):\n result = 0\n n = start\n while n < finish:\n print('new iteration !!!!')\n print(n)\n result = result + n\n n = n + 1\n print(result)\n return result\n\nsum_of_series(3, 5)\n\n# New iteration\n# 3\n# 3\n# New iteration\n# 4\n# 7\n```\n\nHere you can see that there is one less iteration of the loop than necessary. For some reason, it does not add for the last number marked as `finish`. Indeed, if you look at the definition, you will see that it uses `n < finish` instead of `n <= finish`. We could find the error thanks to debugging. Here, we used the `<` sign instead of `<=`.\n\nThere is nothing wrong with making mistakes. Experienced developers make them just as often as beginners. Writing perfect code is hard to learn, but you can develop debugging skills and an eye for bugs.\n\nNewbies think experienced developers can look at code and immediately understand the error. 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class=""><div style="--alert-color:var(--mantine-color-indigo-light-color);margin-bottom:var(--mantine-spacing-lg);font-size:var(--mantine-font-size-lg)" class="m_66836ed3 mantine-Alert-root" id="mantine-_R_remqrdub_" role="alert" aria-describedby="mantine-_R_remqrdub_-body" aria-labelledby="mantine-_R_remqrdub_-title"><div class="m_a5d60502 mantine-Alert-wrapper"><div class="m_667f2a6a mantine-Alert-icon"><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-rocket "><path d="M4 13a8 8 0 0 1 7 7a6 6 0 0 0 3 -5a9 9 0 0 0 6 -8a3 3 0 0 0 -3 -3a9 9 0 0 0 -8 6a6 6 0 0 0 -5 3"></path><path d="M7 14a6 6 0 0 0 -3 6a6 6 0 0 0 6 -3"></path><path d="M14 9a1 1 0 1 0 2 0a1 1 0 1 0 -2 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>Code rarely works perfectly the first time, even for experienced developers. But the more skilled a developer is, the better they are at <strong>debugging</strong> the code, meaning analyzing and fixing bugs.</p>
<p>Debugging skills do not just happen. You should start developing them as early as possible. While learning, you will do assignments and practice, which will help you gain experience. Over time, analyzing and correcting errors will become a habit if you spend enough time practicing.</p>
<h2 id="heading-2-1">How to find errors in your code</h2>
<p>You can debug faulty code by trial and error, but it is long and unproductive. It is much easier to understand the problem first and start fixing it then. Understanding is the essential step. Without it, no further steps are possible.</p>
<p>Before debugging the code, you need to figure out what is wrong with it.</p>
<p>We can do it in two steps:</p>
<p><strong>Step 1</strong>. Study <strong>traceback</strong>. It is a list of all function calls from the program start to the point of failure. Traceback helps understand how the program ran, including which functions were called successfully and which had problems. Each traceback entry points to the file, the line, and the function we called.</p>
<p>Suppose you have written code in <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">users.eu</code> and decided to run 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">main()</code> function on line 4. The traceback entry will look like this:</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">File "users.eu", line 4, in <module>
main()</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, not only are the file and line specified here, but also the module name. You can tell where the problem is. It could be in your code or some library you did not write but still used.</p>
<p><strong>Step 2</strong>. When the traceback reaches the problem area, it will display <strong>an error message</strong>. For example, this:</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">NameError: name 'create' is not defined</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>You will quickly understand the message:</p>
<blockquote>
<p>The name <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">create</code> is not defined</p>
</blockquote>
<p>This error most often occurs due to a typo in the name. You need to check this point. Without knowledge of English, too, you can figure it out if you use a dictionary or an online translator.</p>
<p>Now we will see how the traceback and the error message look together:</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">Traceback (most recent call last):
File "users.eu", line 4, in <module>
main()
File "users.eu", line 2, in main
create()
NameError: name 'create' is not defined</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>You can see the whole chain of events in the example above: the program successfully handled 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">main()</code> function, moved on to 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">create()</code> function, and encountered an error in the name.</p>
<p>Besides NameError, Python has many other errors, which fall into three groups.</p>
<h2 id="heading-2-2">Types of errors</h2>
<p>The most straightforward errors are <strong>syntactic</strong> ones. They are due solely to the fact that the code runs incorrectly. For example, we used the wrong quotes.</p>
<p>When these errors are output, you will see 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">SyntaxError:</code> phrase. When you debug the code, you should look at the spot with the error. Let us look at an example. Here the syntax error occurred because this quotation mark <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> was used instead of <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>:</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">Traceback (most recent call last):
File "users.eu", line 2
print("Hello" + "world')
^
SyntaxError: EOL while scanning string literal</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 second large group of errors is <strong>programming errors</strong>. These can include:</p>
<ul>
<li>Calling a function that does not exist</li>
<li>Using an undeclared variable</li>
<li>Passing the wrong arguments (for example, arguments of the wrong type)</li>
</ul>
<p>These errors are more difficult to correct than syntactic errors. Usually, they result from faulty logic in another earlier call.</p>
<p>The last type is <strong>logical errors</strong>. The situation can be hard to fix because the program generally works but gives the wrong result with some values. In most cases, the problem lies in faulty logic. For example, instead of adding, the program performs a subtraction:</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"># The function should count the sum of the numbers
# But it counts the difference instead:
def sum(a, b):
return a - b
# When called like this, the error isn't obvious
# Both addition and subtraction will have the same result
sum(4, 0) # 4</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>
<h2 id="heading-2-3">Debugging methods</h2>
<p>There are many ways to debug programs, but they all have one thing in common: <strong>You need to analyze how variable values change as the code runs</strong>.</p>
<p>Let us look at a specific example. Below is a function that counts the sum of the numbers from 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">start</code> number to 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">finish</code> number. If <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">start</code> equals three 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">finish</code> equals five, the program should calculate: <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">3 + 4 + 5</code>.</p>
<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">def sum_of_series(start, finish):
result = 0
n = start
while n < finish:
result = result + n
n = n + 1
return result</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>There is an error in this code. In 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">sum_of_series()</code> function, we see two main variables: <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">n</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">result</code>. From this, we can conclude we need to see what values the variables get at each iteration. After that, it will not be hard to find the error.</p>
<p>There is one handy way to keep track of variable values during code execution - <strong>visual debuggers</strong>. They are built into popular code editors and allow you to execute a program step by step and see all the changes visually. If you want to learn more about debuggers, you can Google Python Debuggers.</p>
<p>There is no debugger in the Hexlet environment, so we use another approach here — <strong>debug printing</strong>. The essence is the same as in the visual debugger. The only difference is that you use the regular screen printout to output the values of the variables. The editor automatically switches to 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">OUTPUT</code> tab during the check. Here we see what the printed output is on the screen. Let us look at 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 sum_of_series(start, finish):
result = 0
n = start
while n < finish:
print('new iteration !!!!')
print(n)
result = result + n
n = n + 1
print(result)
return result
sum_of_series(3, 5)
# New iteration
# 3
# 3
# New iteration
# 4
# 7</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 you can see that there is one less iteration of the loop than necessary. For some reason, it does not add for the last number marked 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">finish</code>. Indeed, if you look at the definition, you will see that it uses <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">n < finish</code> instead of <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">n <= finish</code>. We could find the error thanks to debugging. Here, we used 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> sign instead of <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>.</p>
<p>There is nothing wrong with making mistakes. Experienced developers make them just as often as beginners. Writing perfect code is hard to learn, but you can develop debugging skills and an eye for bugs.</p>
<p>Newbies think experienced developers can look at code and immediately understand the error. Yes, experience helps make you better at finding bugs. But it is not that simple. It is hard to tell what went wrong from the code snippet. 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