Motov Yurii
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# সম্পর্কে |
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**FastAPI** সম্পর্কে বিস্তারিত — এর ডিজাইন, অনুপ্রেরণা ও আরও অনেক কিছু। 🤓 |
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# এনভায়রনমেন্ট ভেরিয়েবলস |
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/// tip |
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আপনি যদি "এনভায়রনমেন্ট ভেরিয়েবলস" কী এবং সেগুলো কীভাবে ব্যবহার করতে হয় সেটা জানেন, তাহলে এই অংশটি স্কিপ করে যেতে পারেন। |
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/// |
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এনভায়রনমেন্ট ভেরিয়েবল (সংক্ষেপে "**env var**" নামেও পরিচিত) হলো এমন একটি ভেরিয়েবল যা পাইথন কোডের **বাইরে**, **অপারেটিং সিস্টেমে** থাকে এবং আপনার পাইথন কোড (বা অন্যান্য প্রোগ্রাম) দ্বারা যাকে রিড করা যায়। |
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এনভায়রনমেন্ট ভেরিয়েবলস অ্যাপ্লিকেশনের **সেটিংস** পরিচালনা করতে, পাইথনের **ইনস্টলেশন** প্রক্রিয়ার অংশ হিসেবে, ইত্যাদি কাজে উপযোগী হতে পারে। |
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## Env Vars তৈরী এবং ব্যবহার |
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আপনি **শেল (টার্মিনাল)**-এ, পাইথনের প্রয়োজন ছাড়াই, এনভায়রনমেন্ট ভেরিয়েবলস **তৈরি** এবং ব্যবহার করতে পারবেনঃ |
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//// tab | লিনাক্স, ম্যাকওএস, উইন্ডোজ Bash |
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<div class="termy"> |
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```console |
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// আপনি চাইলে MY_NAME নামে একটি env var তৈরি করতে পারেন |
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$ export MY_NAME="Wade Wilson" |
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// তারপরে এটিকে চাইলে অন্যান্য প্রোগ্রামে ব্যবহার করতে পারেন |
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$ echo "Hello $MY_NAME" |
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Hello Wade Wilson |
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``` |
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</div> |
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//// |
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//// tab | উইন্ডোজ পাওয়ারশেল |
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<div class="termy"> |
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```console |
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// MY_NAME নামে env var তৈরি |
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$ $Env:MY_NAME = "Wade Wilson" |
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// অন্যান্য প্রোগ্রামে এটিকে ব্যবহার |
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$ echo "Hello $Env:MY_NAME" |
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Hello Wade Wilson |
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``` |
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</div> |
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//// |
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## পাইথনে env vars রিড করা |
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আপনি চাইলে পাইথনের **বাইরে**, টার্মিনালে (বা অন্য কোনো উপায়ে) এনভায়রনমেন্ট ভেরিয়েবলস তৈরি করতে পারেন, এবং পরে সেগুলো **পাইথনে রিড** (অ্যাক্সেস করতে) পারেন। |
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উদাহরণস্বরূপ, আপনার `main.py` নামে একটি ফাইল থাকতে পারেঃ |
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```Python hl_lines="3" |
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import os |
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name = os.getenv("MY_NAME", "World") |
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print(f"Hello {name} from Python") |
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``` |
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/// tip |
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<a href="https://docs.python.org/3.8/library/os.html#os.getenv" class="external-link" target="_blank">`os.getenv()`</a> এর দ্বিতীয় আর্গুমেন্টটি হলো এর ডিফল্ট ভ্যালু যা রিটার্ন করা হবে। |
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যদি এটি দেওয়া না হয়, ডিফল্টভাবে `None` ব্যবহৃত হবে, এখানে আমরা ডিফল্ট ভ্যালু হিসেবে `"World"` ব্যবহার করেছি। |
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/// |
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তারপরে পাইথন প্রোগ্রামটিকে নিম্নোক্তভাবে কল করা যাবেঃ |
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//// tab | লিনাক্স, ম্যাকওএস, উইন্ডোজ Bash |
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<div class="termy"> |
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```console |
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// এখনো আমরা এনভায়রনমেন্ট ভেরিয়েবল সেট করিনি |
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$ python main.py |
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// যেহেতু env var সেট করা হয়নি, তাই আমরা ডিফল্ট ভ্যালু পাচ্ছি |
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Hello World from Python |
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// কিন্তু আমরা প্রথমে যদি একটা এনভায়রনমেন্ট ভারিয়েবল তৈরি করে নেই |
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$ export MY_NAME="Wade Wilson" |
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// এবং তারপর আবার প্রোগ্রাটিকে কল করি |
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$ python main.py |
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// এখন এটি এনভায়রনমেন্ট ভেরিয়েবল রিড করতে পারবে |
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Hello Wade Wilson from Python |
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``` |
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</div> |
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//// |
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//// tab | উইন্ডোজ পাওয়ারশেল |
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<div class="termy"> |
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```console |
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// এখনো আমরা এনভায়রনমেন্ট ভেরিয়েবল সেট করিনি |
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$ python main.py |
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// যেহেতু env var সেট করা হয়নি, তাই আমরা ডিফল্ট ভ্যালু পাচ্ছি |
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Hello World from Python |
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// কিন্তু আমরা প্রথমে যদি একটা এনভায়রনমেন্ট ভারিয়েবল তৈরি করে নেই |
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$ $Env:MY_NAME = "Wade Wilson" |
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// এবং তারপর আবার প্রোগ্রাটিকে কল করি |
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$ python main.py |
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// এখন এটি এনভায়রনমেন্ট ভেরিয়েবল রিড করতে পারবে |
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Hello Wade Wilson from Python |
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``` |
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</div> |
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//// |
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যেহেতু এনভায়রনমেন্ট ভেরিয়েবলস কোডের বাইরে সেট করা যায়, কিন্তু পরবর্তীতে কোড দ্বারা রিড করা যায়, এবং বাকি ফাইলগুলোর সাথে রাখতে (`git` এ কমিট) হয় না, তাই কনফিগারেশনস বা **সেটিংস** এর জন্য এগুলো সাধারণত ব্যবহৃত হয়ে থাকে। |
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আপনি একটি এনভায়রনমেন্ট ভেরিয়েবল শুধুমাত্র একটি **নির্দিষ্ট প্রোগ্রাম ইনভোকেশনের** জন্যও তৈরি করতে পারেন, যা শুধুমাত্র সেই প্রোগ্রামের জন্যই এভেইলেবল থাকবে এবং শুধুমাত্র তার চলাকালীন সময় পর্যন্তই সক্রিয় থাকবে। |
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এটি করতে, প্রোগ্রামটি রান করার ঠিক আগেই, একই লাইনে এনভায়রনমেন্ট ভেরিয়েবল তৈরি করুন: |
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<div class="termy"> |
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```console |
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// প্রোগ্রামটি কল করার সময় একই লাইনে MY_NAME এনভায়রনমেন্ট ভেরিয়েবল তৈরি করুন |
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$ MY_NAME="Wade Wilson" python main.py |
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// এখন এটি এনভায়রনমেন্ট ভ্যরিয়েবলটিকে রিড করতে পারবে |
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Hello Wade Wilson from Python |
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// পরবর্তীতে এনভায়রনমেন্ট ভেরিয়েবলটিকে আর ব্যবহার করা যাচ্ছে না |
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$ python main.py |
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Hello World from Python |
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``` |
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</div> |
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/// tip |
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এটি নিয়ে আরো বিস্তারিত পড়তে পারেন এখানে <a href="https://12factor.net/config" class="external-link" target="_blank">The Twelve-Factor App: Config</a>। |
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## টাইপস এবং ভ্যালিডেশন |
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এই এনভায়রনমেন্ট ভেরিয়েবলগুলো শুধুমাত্র **টেক্সট স্ট্রিংস** হ্যান্ডেল করতে পারে, যেহেতু এগুলো পাইথনের বাইরে অবস্থিত এবং অন্যান্য প্রোগ্রাম এবং সিস্টেমের বাকি অংশের (এমনকি বিভিন্ন অপারেটিং সিস্টেম যেমন লিনাক্স, উইন্ডোজ, ম্যাকওএস) সাথে সামঞ্জস্যপূর্ণ হতে হয়। |
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এর অর্থ হচ্ছে পাইথনে এনভায়রনমেন্ট ভেরিয়েবল থেকে রিড করা **যেকোনো ভ্যালু** একটি `str` হবে, এবং অন্য কোনো টাইপে কনভার্সন বা যেকোনো ভেলিডেশন কোডে আলাদাভাবে করতে হবে। |
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এনভায়রনমেন্ট ভেরিয়েবল ব্যবহার করে **এপ্লিকেশন সেটিংস** হ্যান্ডেল করা নিয়ে আরো বিস্তারিত জানা যাবে [Advanced User Guide - Settings and Environment Variables](./advanced/settings.md){.internal-link target=_blank}. |
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## `PATH` এনভায়রনমেন্ট ভেরিয়েবল |
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**`PATH`** নামে একটি **বিশেষ** এনভায়রনমেন্ট ভেরিয়েবল রয়েছে, যেটি প্রোগ্রাম রান করার জন্য অপারেটিং সিস্টেমস (লিনাক্স, ম্যাকওএস, উইন্ডোজ) দ্বারা ব্যবহৃত হয়। |
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`PATH` ভেরিয়েবল এর ভ্যালু হচ্ছে একটি বিশাল স্ট্রিং যা ডিরেক্টরিকে কোলন `:` দিয়ে আলাদা করার মাধ্যমে লিনাক্সে ও ম্যাকওএস এ, এবং সেমিকোলন `;` এর মাধ্যমে উইন্ডোজ এ তৈরি করা থাকে। |
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উদাহরণস্বরূপ, `PATH` ভেরিয়েবল নিচের মতো দেখতে হতে পারেঃ |
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//// tab | লিনাক্স, ম্যাকওএস |
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```plaintext |
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/usr/local/bin:/usr/bin:/bin:/usr/sbin:/sbin |
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``` |
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তারমানে হলো সিস্টেম প্রোগ্রামগুলোকে নিচের ডিরেক্টরিগুলোতে খুঁজবেঃ |
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* `/usr/local/bin` |
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* `/usr/bin` |
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* `/bin` |
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* `/usr/sbin` |
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* `/sbin` |
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//// tab | উইন্ডোজ |
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```plaintext |
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C:\Program Files\Python312\Scripts;C:\Program Files\Python312;C:\Windows\System32 |
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``` |
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তারমানে হলো সিস্টেম প্রোগ্রামগুলোকে নিচের ডিরেক্টরিগুলোতে খুঁজবেঃ |
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* `C:\Program Files\Python312\Scripts` |
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* `C:\Program Files\Python312` |
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* `C:\Windows\System32` |
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//// |
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যখন আপনি টার্মিনালে কোনো **কমান্ড** লিখবেন, অপারেটিং সিস্টেম **প্রত্যেকটি ডিরেক্টরিতে** প্রোগ্রামটি **খুঁজবে** যেগুলো `PATH` এনভায়রনমেন্ট ভেরিয়েবল এ লিস্ট করা আছে। |
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উদাহরণস্বরূপ, যখন আপনি টার্মিনালে `python` টাইপ করবেন, অপারেটিং সিস্টেম এই লিস্ট এর **প্রথম ডিরেক্টরিতে** `python` নামের একটি প্রোগ্রাম খুঁজবে। |
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যদি এটি খুঁজে পায়, তাহলে এটি প্রোগ্রামটিকে ব্যবহার করবে। অন্যথায় এটি **অন্যান্য ডিরেক্টরিগুলোতে** এটিকে খুঁজতে থাকবে। |
||||
|
|
||||
|
### পাইথন ইনস্টল এবং `PATH` আপডেট |
||||
|
|
||||
|
যখন আপনি পাইথন ইনস্টল করেন, আপনি `PATH` এনভায়রনমেন্ট ভেরিয়েবল আপডেট করতে চান কিনা সেটা জিজ্ঞেস করা হতে পারে। |
||||
|
|
||||
|
//// tab | লিনাক্স, ম্যাকওএস |
||||
|
|
||||
|
ধরা যাক আপনি পাইথন ইনস্টল করলেন এবং এটি `/opt/custompython/bin` ডিরেক্টরিতে ইনস্টল হচ্ছে। |
||||
|
|
||||
|
যদি আপনি "Yes" সিলেক্ট করে `PATH` এনভায়রনমেন্ট ভেরিয়েবল আপডেট করতে চান, তাহলে ইনস্টলার `/opt/custompython/bin` কে `PATH` এনভায়রনমেন্ট ভেরিয়েবল এ এড করে দিবে। |
||||
|
|
||||
|
এটা দেখতে এমনটা হতে পারেঃ |
||||
|
|
||||
|
```plaintext |
||||
|
/usr/local/bin:/usr/bin:/bin:/usr/sbin:/sbin:/opt/custompython/bin |
||||
|
``` |
||||
|
|
||||
|
এইভাবে, আপনি যখন টার্মিনালে `python` টাইপ করেন, সিস্টেম পাইথন প্রোগ্রামটিকে `/opt/custompython/bin` (সর্বশেষ ডিরেক্টরি) তে খুঁজে পাবে এবং এটাকে ব্যবহার করবে। |
||||
|
|
||||
|
//// |
||||
|
|
||||
|
//// tab | উইন্ডোজ |
||||
|
|
||||
|
ধরা যাক আপনি পাইথন ইনস্টল করলেন এবং এটি `C:\opt\custompython\bin` ডিরেক্টরিতে ইনস্টল হচ্ছে। |
||||
|
|
||||
|
যদি আপনি "Yes" সিলেক্ট করে `PATH` এনভায়রনমেন্ট ভেরিয়েবল আপডেট করতে চান, তাহলে ইনস্টলার `C:\opt\custompython\bin` কে `PATH` এনভায়রনমেন্ট ভেরিয়েবল এ এড করে দিবে। |
||||
|
|
||||
|
```plaintext |
||||
|
C:\Program Files\Python312\Scripts;C:\Program Files\Python312;C:\Windows\System32;C:\opt\custompython\bin |
||||
|
``` |
||||
|
|
||||
|
এইভাবে, আপনি যখন টার্মিনালে `python` টাইপ করেন, সিস্টেম পাইথন প্রোগ্রামটিকে `C:\opt\custompython\bin` (সর্বশেষ ডিরেক্টরি) তে খুঁজে পাবে এবং এটাকে ব্যবহার করবে। |
||||
|
|
||||
|
//// |
||||
|
|
||||
|
তাই, আপনি যদি টাইপ করেনঃ |
||||
|
|
||||
|
<div class="termy"> |
||||
|
|
||||
|
```console |
||||
|
$ python |
||||
|
``` |
||||
|
|
||||
|
</div> |
||||
|
|
||||
|
//// tab | লিনাক্স, ম্যাকওএস |
||||
|
|
||||
|
সিস্টেম `python` প্রোগ্রামকে `/opt/custompython/bin` এ **খুঁজে পাবে** এবং এটাকে রান করবে। |
||||
|
|
||||
|
এটা মোটামুটিভাবে নিচের মতো করে লেখার সমান হবেঃ |
||||
|
|
||||
|
<div class="termy"> |
||||
|
|
||||
|
```console |
||||
|
$ /opt/custompython/bin/python |
||||
|
``` |
||||
|
|
||||
|
</div> |
||||
|
|
||||
|
//// |
||||
|
|
||||
|
//// tab | উইন্ডোজ |
||||
|
|
||||
|
সিস্টেম `python` প্রোগ্রামকে `C:\opt\custompython\bin\python` এ **খুঁজে পাবে** এবং এটাকে রান করবে। |
||||
|
|
||||
|
এটা মোটামুটিভাবে নিচের মতো করে লেখার সমান হবেঃ |
||||
|
|
||||
|
<div class="termy"> |
||||
|
|
||||
|
```console |
||||
|
$ C:\opt\custompython\bin\python |
||||
|
``` |
||||
|
|
||||
|
</div> |
||||
|
|
||||
|
//// |
||||
|
|
||||
|
এই তথ্যগুলো [ভার্চুয়াল এনভায়রনমেন্টস](virtual-environments.md){.internal-link target=_blank} শেখার ক্ষেত্রে সহায়ক হবে। |
||||
|
|
||||
|
## উপসংহার |
||||
|
|
||||
|
এর মাধ্যমে আপনি **এনভায়রনমেন্ট ভেরিয়েবলস** কি এবং এটিকে পাইথনে কিভাবে ব্যবহার করতে হয় তার সম্পর্কে বেসিক ধারনা পেলেন। |
||||
|
|
||||
|
চাইলে এই সম্পর্কে আরো বিস্তারিত পড়তে পারেন <a href="https://en.wikipedia.org/wiki/Environment_variable" class="external-link" target="_blank">Wikipedia for Environment Variable</a> এ। |
||||
|
|
||||
|
অনেক ক্ষেত্রে, দেখা মাত্রই এনভায়রনমেন্ট ভেরিয়েবল কীভাবে প্রয়োজন হবে তা স্পষ্ট হয় না। কিন্তু ডেভেলপমেন্টের সময় আপনি নানা রকম পরিস্থিতিতে এগুলোর সম্মুখীন হবেন, তাই এগুলো সম্পর্কে জেনে রাখা ভালো। |
||||
|
|
||||
|
উদাহরণস্বরূপ, আপনার এই ইনফরমেশনটি পরবর্তী, [ভার্চুয়াল এনভায়রনমেন্টস](virtual-environments.md) অংশে দরকার হবে। |
||||
File diff suppressed because it is too large
@ -1,495 +1,495 @@ |
|||||
- name: full-stack-fastapi-template |
- name: full-stack-fastapi-template |
||||
html_url: https://github.com/fastapi/full-stack-fastapi-template |
html_url: https://github.com/fastapi/full-stack-fastapi-template |
||||
stars: 30645 |
stars: 34156 |
||||
owner_login: fastapi |
owner_login: fastapi |
||||
owner_html_url: https://github.com/fastapi |
owner_html_url: https://github.com/fastapi |
||||
- name: Hello-Python |
- name: Hello-Python |
||||
html_url: https://github.com/mouredev/Hello-Python |
html_url: https://github.com/mouredev/Hello-Python |
||||
stars: 28690 |
stars: 30835 |
||||
owner_login: mouredev |
owner_login: mouredev |
||||
owner_html_url: https://github.com/mouredev |
owner_html_url: https://github.com/mouredev |
||||
- name: serve |
- name: serve |
||||
html_url: https://github.com/jina-ai/serve |
html_url: https://github.com/jina-ai/serve |
||||
stars: 21356 |
stars: 21631 |
||||
owner_login: jina-ai |
owner_login: jina-ai |
||||
owner_html_url: https://github.com/jina-ai |
owner_html_url: https://github.com/jina-ai |
||||
- name: sqlmodel |
|
||||
html_url: https://github.com/fastapi/sqlmodel |
|
||||
stars: 15312 |
|
||||
owner_login: fastapi |
|
||||
owner_html_url: https://github.com/fastapi |
|
||||
- name: HivisionIDPhotos |
- name: HivisionIDPhotos |
||||
html_url: https://github.com/Zeyi-Lin/HivisionIDPhotos |
html_url: https://github.com/Zeyi-Lin/HivisionIDPhotos |
||||
stars: 14957 |
stars: 18125 |
||||
owner_login: Zeyi-Lin |
owner_login: Zeyi-Lin |
||||
owner_html_url: https://github.com/Zeyi-Lin |
owner_html_url: https://github.com/Zeyi-Lin |
||||
|
- name: sqlmodel |
||||
|
html_url: https://github.com/fastapi/sqlmodel |
||||
|
stars: 16249 |
||||
|
owner_login: fastapi |
||||
|
owner_html_url: https://github.com/fastapi |
||||
- name: Douyin_TikTok_Download_API |
- name: Douyin_TikTok_Download_API |
||||
html_url: https://github.com/Evil0ctal/Douyin_TikTok_Download_API |
html_url: https://github.com/Evil0ctal/Douyin_TikTok_Download_API |
||||
stars: 11192 |
stars: 13279 |
||||
owner_login: Evil0ctal |
owner_login: Evil0ctal |
||||
owner_html_url: https://github.com/Evil0ctal |
owner_html_url: https://github.com/Evil0ctal |
||||
- name: fastapi-best-practices |
- name: fastapi-best-practices |
||||
html_url: https://github.com/zhanymkanov/fastapi-best-practices |
html_url: https://github.com/zhanymkanov/fastapi-best-practices |
||||
stars: 10501 |
stars: 12334 |
||||
owner_login: zhanymkanov |
owner_login: zhanymkanov |
||||
owner_html_url: https://github.com/zhanymkanov |
owner_html_url: https://github.com/zhanymkanov |
||||
- name: awesome-fastapi |
- name: awesome-fastapi |
||||
html_url: https://github.com/mjhea0/awesome-fastapi |
html_url: https://github.com/mjhea0/awesome-fastapi |
||||
stars: 9193 |
stars: 9934 |
||||
owner_login: mjhea0 |
owner_login: mjhea0 |
||||
owner_html_url: https://github.com/mjhea0 |
owner_html_url: https://github.com/mjhea0 |
||||
- name: FastUI |
- name: FastUI |
||||
html_url: https://github.com/pydantic/FastUI |
html_url: https://github.com/pydantic/FastUI |
||||
stars: 8721 |
stars: 8838 |
||||
owner_login: pydantic |
owner_login: pydantic |
||||
owner_html_url: https://github.com/pydantic |
owner_html_url: https://github.com/pydantic |
||||
|
- name: XHS-Downloader |
||||
|
html_url: https://github.com/JoeanAmier/XHS-Downloader |
||||
|
stars: 7962 |
||||
|
owner_login: JoeanAmier |
||||
|
owner_html_url: https://github.com/JoeanAmier |
||||
- name: nonebot2 |
- name: nonebot2 |
||||
html_url: https://github.com/nonebot/nonebot2 |
html_url: https://github.com/nonebot/nonebot2 |
||||
stars: 6433 |
stars: 6834 |
||||
owner_login: nonebot |
owner_login: nonebot |
||||
owner_html_url: https://github.com/nonebot |
owner_html_url: https://github.com/nonebot |
||||
- name: serge |
|
||||
html_url: https://github.com/serge-chat/serge |
|
||||
stars: 5699 |
|
||||
owner_login: serge-chat |
|
||||
owner_html_url: https://github.com/serge-chat |
|
||||
- name: FileCodeBox |
- name: FileCodeBox |
||||
html_url: https://github.com/vastsa/FileCodeBox |
html_url: https://github.com/vastsa/FileCodeBox |
||||
stars: 5534 |
stars: 6783 |
||||
owner_login: vastsa |
owner_login: vastsa |
||||
owner_html_url: https://github.com/vastsa |
owner_html_url: https://github.com/vastsa |
||||
- name: fastapi-users |
- name: fastapi_mcp |
||||
html_url: https://github.com/fastapi-users/fastapi-users |
html_url: https://github.com/tadata-org/fastapi_mcp |
||||
stars: 4921 |
stars: 5846 |
||||
owner_login: fastapi-users |
owner_login: tadata-org |
||||
owner_html_url: https://github.com/fastapi-users |
owner_html_url: https://github.com/tadata-org |
||||
- name: polar |
|
||||
html_url: https://github.com/polarsource/polar |
|
||||
stars: 4598 |
|
||||
owner_login: polarsource |
|
||||
owner_html_url: https://github.com/polarsource |
|
||||
- name: hatchet |
- name: hatchet |
||||
html_url: https://github.com/hatchet-dev/hatchet |
html_url: https://github.com/hatchet-dev/hatchet |
||||
stars: 4585 |
stars: 5773 |
||||
owner_login: hatchet-dev |
owner_login: hatchet-dev |
||||
owner_html_url: https://github.com/hatchet-dev |
owner_html_url: https://github.com/hatchet-dev |
||||
- name: chatgpt-web-share |
- name: serge |
||||
html_url: https://github.com/chatpire/chatgpt-web-share |
html_url: https://github.com/serge-chat/serge |
||||
stars: 4318 |
stars: 5728 |
||||
owner_login: chatpire |
owner_login: serge-chat |
||||
owner_html_url: https://github.com/chatpire |
owner_html_url: https://github.com/serge-chat |
||||
|
- name: polar |
||||
|
html_url: https://github.com/polarsource/polar |
||||
|
stars: 5709 |
||||
|
owner_login: polarsource |
||||
|
owner_html_url: https://github.com/polarsource |
||||
|
- name: fastapi-users |
||||
|
html_url: https://github.com/fastapi-users/fastapi-users |
||||
|
stars: 5336 |
||||
|
owner_login: fastapi-users |
||||
|
owner_html_url: https://github.com/fastapi-users |
||||
- name: strawberry |
- name: strawberry |
||||
html_url: https://github.com/strawberry-graphql/strawberry |
html_url: https://github.com/strawberry-graphql/strawberry |
||||
stars: 4180 |
stars: 4317 |
||||
owner_login: strawberry-graphql |
owner_login: strawberry-graphql |
||||
owner_html_url: https://github.com/strawberry-graphql |
owner_html_url: https://github.com/strawberry-graphql |
||||
|
- name: chatgpt-web-share |
||||
|
html_url: https://github.com/chatpire/chatgpt-web-share |
||||
|
stars: 4301 |
||||
|
owner_login: chatpire |
||||
|
owner_html_url: https://github.com/chatpire |
||||
- name: atrilabs-engine |
- name: atrilabs-engine |
||||
html_url: https://github.com/Atri-Labs/atrilabs-engine |
html_url: https://github.com/Atri-Labs/atrilabs-engine |
||||
stars: 4114 |
stars: 4106 |
||||
owner_login: Atri-Labs |
owner_login: Atri-Labs |
||||
owner_html_url: https://github.com/Atri-Labs |
owner_html_url: https://github.com/Atri-Labs |
||||
- name: dynaconf |
- name: dynaconf |
||||
html_url: https://github.com/dynaconf/dynaconf |
html_url: https://github.com/dynaconf/dynaconf |
||||
stars: 3904 |
stars: 4045 |
||||
owner_login: dynaconf |
owner_login: dynaconf |
||||
owner_html_url: https://github.com/dynaconf |
owner_html_url: https://github.com/dynaconf |
||||
- name: poem |
- name: poem |
||||
html_url: https://github.com/poem-web/poem |
html_url: https://github.com/poem-web/poem |
||||
stars: 3781 |
stars: 4037 |
||||
owner_login: poem-web |
owner_login: poem-web |
||||
owner_html_url: https://github.com/poem-web |
owner_html_url: https://github.com/poem-web |
||||
- name: farfalle |
- name: farfalle |
||||
html_url: https://github.com/rashadphz/farfalle |
html_url: https://github.com/rashadphz/farfalle |
||||
stars: 3190 |
stars: 3348 |
||||
owner_login: rashadphz |
owner_login: rashadphz |
||||
owner_html_url: https://github.com/rashadphz |
owner_html_url: https://github.com/rashadphz |
||||
- name: opyrator |
- name: LitServe |
||||
html_url: https://github.com/ml-tooling/opyrator |
html_url: https://github.com/Lightning-AI/LitServe |
||||
stars: 3119 |
stars: 3347 |
||||
owner_login: ml-tooling |
owner_login: Lightning-AI |
||||
owner_html_url: https://github.com/ml-tooling |
owner_html_url: https://github.com/Lightning-AI |
||||
- name: fastapi-admin |
- name: fastapi-admin |
||||
html_url: https://github.com/fastapi-admin/fastapi-admin |
html_url: https://github.com/fastapi-admin/fastapi-admin |
||||
stars: 3086 |
stars: 3309 |
||||
owner_login: fastapi-admin |
owner_login: fastapi-admin |
||||
owner_html_url: https://github.com/fastapi-admin |
owner_html_url: https://github.com/fastapi-admin |
||||
- name: docarray |
|
||||
html_url: https://github.com/docarray/docarray |
|
||||
stars: 3021 |
|
||||
owner_login: docarray |
|
||||
owner_html_url: https://github.com/docarray |
|
||||
- name: datamodel-code-generator |
- name: datamodel-code-generator |
||||
html_url: https://github.com/koxudaxi/datamodel-code-generator |
html_url: https://github.com/koxudaxi/datamodel-code-generator |
||||
stars: 2988 |
stars: 3291 |
||||
owner_login: koxudaxi |
owner_login: koxudaxi |
||||
owner_html_url: https://github.com/koxudaxi |
owner_html_url: https://github.com/koxudaxi |
||||
- name: LitServe |
|
||||
html_url: https://github.com/Lightning-AI/LitServe |
|
||||
stars: 2863 |
|
||||
owner_login: Lightning-AI |
|
||||
owner_html_url: https://github.com/Lightning-AI |
|
||||
- name: fastapi-realworld-example-app |
|
||||
html_url: https://github.com/nsidnev/fastapi-realworld-example-app |
|
||||
stars: 2850 |
|
||||
owner_login: nsidnev |
|
||||
owner_html_url: https://github.com/nsidnev |
|
||||
- name: logfire |
- name: logfire |
||||
html_url: https://github.com/pydantic/logfire |
html_url: https://github.com/pydantic/logfire |
||||
stars: 2757 |
stars: 3288 |
||||
owner_login: pydantic |
owner_login: pydantic |
||||
owner_html_url: https://github.com/pydantic |
owner_html_url: https://github.com/pydantic |
||||
- name: uvicorn-gunicorn-fastapi-docker |
|
||||
html_url: https://github.com/tiangolo/uvicorn-gunicorn-fastapi-docker |
|
||||
stars: 2731 |
|
||||
owner_login: tiangolo |
|
||||
owner_html_url: https://github.com/tiangolo |
|
||||
- name: huma |
- name: huma |
||||
html_url: https://github.com/danielgtaylor/huma |
html_url: https://github.com/danielgtaylor/huma |
||||
stars: 2700 |
stars: 3201 |
||||
owner_login: danielgtaylor |
owner_login: danielgtaylor |
||||
owner_html_url: https://github.com/danielgtaylor |
owner_html_url: https://github.com/danielgtaylor |
||||
|
- name: opyrator |
||||
|
html_url: https://github.com/ml-tooling/opyrator |
||||
|
stars: 3132 |
||||
|
owner_login: ml-tooling |
||||
|
owner_html_url: https://github.com/ml-tooling |
||||
|
- name: Kokoro-FastAPI |
||||
|
html_url: https://github.com/remsky/Kokoro-FastAPI |
||||
|
stars: 3099 |
||||
|
owner_login: remsky |
||||
|
owner_html_url: https://github.com/remsky |
||||
|
- name: docarray |
||||
|
html_url: https://github.com/docarray/docarray |
||||
|
stars: 3075 |
||||
|
owner_login: docarray |
||||
|
owner_html_url: https://github.com/docarray |
||||
|
- name: fastapi-realworld-example-app |
||||
|
html_url: https://github.com/nsidnev/fastapi-realworld-example-app |
||||
|
stars: 2902 |
||||
|
owner_login: nsidnev |
||||
|
owner_html_url: https://github.com/nsidnev |
||||
- name: tracecat |
- name: tracecat |
||||
html_url: https://github.com/TracecatHQ/tracecat |
html_url: https://github.com/TracecatHQ/tracecat |
||||
stars: 2539 |
stars: 2888 |
||||
owner_login: TracecatHQ |
owner_login: TracecatHQ |
||||
owner_html_url: https://github.com/TracecatHQ |
owner_html_url: https://github.com/TracecatHQ |
||||
|
- name: uvicorn-gunicorn-fastapi-docker |
||||
|
html_url: https://github.com/tiangolo/uvicorn-gunicorn-fastapi-docker |
||||
|
stars: 2775 |
||||
|
owner_login: tiangolo |
||||
|
owner_html_url: https://github.com/tiangolo |
||||
- name: best-of-web-python |
- name: best-of-web-python |
||||
html_url: https://github.com/ml-tooling/best-of-web-python |
html_url: https://github.com/ml-tooling/best-of-web-python |
||||
stars: 2460 |
stars: 2537 |
||||
owner_login: ml-tooling |
owner_login: ml-tooling |
||||
owner_html_url: https://github.com/ml-tooling |
owner_html_url: https://github.com/ml-tooling |
||||
- name: RasaGPT |
- name: RasaGPT |
||||
html_url: https://github.com/paulpierre/RasaGPT |
html_url: https://github.com/paulpierre/RasaGPT |
||||
stars: 2401 |
stars: 2427 |
||||
owner_login: paulpierre |
owner_login: paulpierre |
||||
owner_html_url: https://github.com/paulpierre |
owner_html_url: https://github.com/paulpierre |
||||
- name: fastapi-react |
- name: fastapi-react |
||||
html_url: https://github.com/Buuntu/fastapi-react |
html_url: https://github.com/Buuntu/fastapi-react |
||||
stars: 2315 |
stars: 2397 |
||||
owner_login: Buuntu |
owner_login: Buuntu |
||||
owner_html_url: https://github.com/Buuntu |
owner_html_url: https://github.com/Buuntu |
||||
- name: nextpy |
|
||||
html_url: https://github.com/dot-agent/nextpy |
|
||||
stars: 2266 |
|
||||
owner_login: dot-agent |
|
||||
owner_html_url: https://github.com/dot-agent |
|
||||
- name: 30-Days-of-Python |
|
||||
html_url: https://github.com/codingforentrepreneurs/30-Days-of-Python |
|
||||
stars: 2163 |
|
||||
owner_login: codingforentrepreneurs |
|
||||
owner_html_url: https://github.com/codingforentrepreneurs |
|
||||
- name: FastAPI-template |
- name: FastAPI-template |
||||
html_url: https://github.com/s3rius/FastAPI-template |
html_url: https://github.com/s3rius/FastAPI-template |
||||
stars: 2156 |
stars: 2334 |
||||
owner_login: s3rius |
owner_login: s3rius |
||||
owner_html_url: https://github.com/s3rius |
owner_html_url: https://github.com/s3rius |
||||
|
- name: nextpy |
||||
|
html_url: https://github.com/dot-agent/nextpy |
||||
|
stars: 2295 |
||||
|
owner_login: dot-agent |
||||
|
owner_html_url: https://github.com/dot-agent |
||||
- name: sqladmin |
- name: sqladmin |
||||
html_url: https://github.com/aminalaee/sqladmin |
html_url: https://github.com/aminalaee/sqladmin |
||||
stars: 2051 |
stars: 2235 |
||||
owner_login: aminalaee |
owner_login: aminalaee |
||||
owner_html_url: https://github.com/aminalaee |
owner_html_url: https://github.com/aminalaee |
||||
|
- name: 30-Days-of-Python |
||||
|
html_url: https://github.com/codingforentrepreneurs/30-Days-of-Python |
||||
|
stars: 2181 |
||||
|
owner_login: codingforentrepreneurs |
||||
|
owner_html_url: https://github.com/codingforentrepreneurs |
||||
- name: langserve |
- name: langserve |
||||
html_url: https://github.com/langchain-ai/langserve |
html_url: https://github.com/langchain-ai/langserve |
||||
stars: 2025 |
stars: 2119 |
||||
owner_login: langchain-ai |
owner_login: langchain-ai |
||||
owner_html_url: https://github.com/langchain-ai |
owner_html_url: https://github.com/langchain-ai |
||||
- name: fastapi-utils |
- name: fastapi-utils |
||||
html_url: https://github.com/fastapiutils/fastapi-utils |
html_url: https://github.com/fastapiutils/fastapi-utils |
||||
stars: 2021 |
stars: 2100 |
||||
owner_login: fastapiutils |
owner_login: fastapiutils |
||||
owner_html_url: https://github.com/fastapiutils |
owner_html_url: https://github.com/fastapiutils |
||||
- name: solara |
|
||||
html_url: https://github.com/widgetti/solara |
|
||||
stars: 1980 |
|
||||
owner_login: widgetti |
|
||||
owner_html_url: https://github.com/widgetti |
|
||||
- name: supabase-py |
- name: supabase-py |
||||
html_url: https://github.com/supabase/supabase-py |
html_url: https://github.com/supabase/supabase-py |
||||
stars: 1874 |
stars: 2084 |
||||
owner_login: supabase |
owner_login: supabase |
||||
owner_html_url: https://github.com/supabase |
owner_html_url: https://github.com/supabase |
||||
- name: python-week-2022 |
- name: solara |
||||
html_url: https://github.com/rochacbruno/python-week-2022 |
html_url: https://github.com/widgetti/solara |
||||
stars: 1829 |
stars: 2056 |
||||
owner_login: rochacbruno |
owner_login: widgetti |
||||
owner_html_url: https://github.com/rochacbruno |
owner_html_url: https://github.com/widgetti |
||||
- name: mangum |
- name: mangum |
||||
html_url: https://github.com/Kludex/mangum |
html_url: https://github.com/Kludex/mangum |
||||
stars: 1820 |
stars: 1923 |
||||
owner_login: Kludex |
owner_login: Kludex |
||||
owner_html_url: https://github.com/Kludex |
owner_html_url: https://github.com/Kludex |
||||
- name: Kokoro-FastAPI |
- name: python-week-2022 |
||||
html_url: https://github.com/remsky/Kokoro-FastAPI |
html_url: https://github.com/rochacbruno/python-week-2022 |
||||
stars: 1771 |
stars: 1821 |
||||
owner_login: remsky |
owner_login: rochacbruno |
||||
owner_html_url: https://github.com/remsky |
owner_html_url: https://github.com/rochacbruno |
||||
|
- name: agentkit |
||||
|
html_url: https://github.com/BCG-X-Official/agentkit |
||||
|
stars: 1765 |
||||
|
owner_login: BCG-X-Official |
||||
|
owner_html_url: https://github.com/BCG-X-Official |
||||
- name: manage-fastapi |
- name: manage-fastapi |
||||
html_url: https://github.com/ycd/manage-fastapi |
html_url: https://github.com/ycd/manage-fastapi |
||||
stars: 1719 |
stars: 1756 |
||||
owner_login: ycd |
owner_login: ycd |
||||
owner_html_url: https://github.com/ycd |
owner_html_url: https://github.com/ycd |
||||
- name: ormar |
- name: ormar |
||||
html_url: https://github.com/collerek/ormar |
html_url: https://github.com/collerek/ormar |
||||
stars: 1710 |
stars: 1755 |
||||
owner_login: collerek |
owner_login: collerek |
||||
owner_html_url: https://github.com/collerek |
owner_html_url: https://github.com/collerek |
||||
- name: agentkit |
|
||||
html_url: https://github.com/BCG-X-Official/agentkit |
|
||||
stars: 1658 |
|
||||
owner_login: BCG-X-Official |
|
||||
owner_html_url: https://github.com/BCG-X-Official |
|
||||
- name: langchain-serve |
- name: langchain-serve |
||||
html_url: https://github.com/jina-ai/langchain-serve |
html_url: https://github.com/jina-ai/langchain-serve |
||||
stars: 1618 |
stars: 1631 |
||||
owner_login: jina-ai |
owner_login: jina-ai |
||||
owner_html_url: https://github.com/jina-ai |
owner_html_url: https://github.com/jina-ai |
||||
- name: termpair |
|
||||
html_url: https://github.com/cs01/termpair |
|
||||
stars: 1611 |
|
||||
owner_login: cs01 |
|
||||
owner_html_url: https://github.com/cs01 |
|
||||
- name: coronavirus-tracker-api |
|
||||
html_url: https://github.com/ExpDev07/coronavirus-tracker-api |
|
||||
stars: 1588 |
|
||||
owner_login: ExpDev07 |
|
||||
owner_html_url: https://github.com/ExpDev07 |
|
||||
- name: piccolo |
- name: piccolo |
||||
html_url: https://github.com/piccolo-orm/piccolo |
html_url: https://github.com/piccolo-orm/piccolo |
||||
stars: 1546 |
stars: 1629 |
||||
owner_login: piccolo-orm |
owner_login: piccolo-orm |
||||
owner_html_url: https://github.com/piccolo-orm |
owner_html_url: https://github.com/piccolo-orm |
||||
- name: fastapi-cache |
- name: termpair |
||||
html_url: https://github.com/long2ice/fastapi-cache |
html_url: https://github.com/cs01/termpair |
||||
stars: 1478 |
stars: 1616 |
||||
owner_login: long2ice |
owner_login: cs01 |
||||
owner_html_url: https://github.com/long2ice |
owner_html_url: https://github.com/cs01 |
||||
- name: openapi-python-client |
- name: openapi-python-client |
||||
html_url: https://github.com/openapi-generators/openapi-python-client |
html_url: https://github.com/openapi-generators/openapi-python-client |
||||
stars: 1467 |
stars: 1603 |
||||
owner_login: openapi-generators |
owner_login: openapi-generators |
||||
owner_html_url: https://github.com/openapi-generators |
owner_html_url: https://github.com/openapi-generators |
||||
|
- name: fastapi-cache |
||||
|
html_url: https://github.com/long2ice/fastapi-cache |
||||
|
stars: 1589 |
||||
|
owner_login: long2ice |
||||
|
owner_html_url: https://github.com/long2ice |
||||
|
- name: coronavirus-tracker-api |
||||
|
html_url: https://github.com/ExpDev07/coronavirus-tracker-api |
||||
|
stars: 1580 |
||||
|
owner_login: ExpDev07 |
||||
|
owner_html_url: https://github.com/ExpDev07 |
||||
|
- name: slowapi |
||||
|
html_url: https://github.com/laurentS/slowapi |
||||
|
stars: 1533 |
||||
|
owner_login: laurentS |
||||
|
owner_html_url: https://github.com/laurentS |
||||
- name: fastapi-crudrouter |
- name: fastapi-crudrouter |
||||
html_url: https://github.com/awtkns/fastapi-crudrouter |
html_url: https://github.com/awtkns/fastapi-crudrouter |
||||
stars: 1462 |
stars: 1518 |
||||
owner_login: awtkns |
owner_login: awtkns |
||||
owner_html_url: https://github.com/awtkns |
owner_html_url: https://github.com/awtkns |
||||
- name: awesome-fastapi-projects |
- name: awesome-fastapi-projects |
||||
html_url: https://github.com/Kludex/awesome-fastapi-projects |
html_url: https://github.com/Kludex/awesome-fastapi-projects |
||||
stars: 1418 |
stars: 1461 |
||||
owner_login: Kludex |
owner_login: Kludex |
||||
owner_html_url: https://github.com/Kludex |
owner_html_url: https://github.com/Kludex |
||||
|
- name: vue-fastapi-admin |
||||
|
html_url: https://github.com/mizhexiaoxiao/vue-fastapi-admin |
||||
|
stars: 1409 |
||||
|
owner_login: mizhexiaoxiao |
||||
|
owner_html_url: https://github.com/mizhexiaoxiao |
||||
- name: awesome-python-resources |
- name: awesome-python-resources |
||||
html_url: https://github.com/DjangoEx/awesome-python-resources |
html_url: https://github.com/DjangoEx/awesome-python-resources |
||||
stars: 1383 |
stars: 1393 |
||||
owner_login: DjangoEx |
owner_login: DjangoEx |
||||
owner_html_url: https://github.com/DjangoEx |
owner_html_url: https://github.com/DjangoEx |
||||
- name: slowapi |
|
||||
html_url: https://github.com/laurentS/slowapi |
|
||||
stars: 1363 |
|
||||
owner_login: laurentS |
|
||||
owner_html_url: https://github.com/laurentS |
|
||||
- name: budgetml |
|
||||
html_url: https://github.com/ebhy/budgetml |
|
||||
stars: 1344 |
|
||||
owner_login: ebhy |
|
||||
owner_html_url: https://github.com/ebhy |
|
||||
- name: fastapi-pagination |
- name: fastapi-pagination |
||||
html_url: https://github.com/uriyyo/fastapi-pagination |
html_url: https://github.com/uriyyo/fastapi-pagination |
||||
stars: 1284 |
stars: 1378 |
||||
owner_login: uriyyo |
owner_login: uriyyo |
||||
owner_html_url: https://github.com/uriyyo |
owner_html_url: https://github.com/uriyyo |
||||
- name: fastapi-boilerplate |
- name: fastapi-boilerplate |
||||
html_url: https://github.com/teamhide/fastapi-boilerplate |
html_url: https://github.com/teamhide/fastapi-boilerplate |
||||
stars: 1234 |
stars: 1348 |
||||
owner_login: teamhide |
owner_login: teamhide |
||||
owner_html_url: https://github.com/teamhide |
owner_html_url: https://github.com/teamhide |
||||
- name: fastapi-tutorial |
- name: budgetml |
||||
html_url: https://github.com/liaogx/fastapi-tutorial |
html_url: https://github.com/ebhy/budgetml |
||||
stars: 1181 |
stars: 1344 |
||||
owner_login: liaogx |
owner_login: ebhy |
||||
owner_html_url: https://github.com/liaogx |
owner_html_url: https://github.com/ebhy |
||||
- name: fastapi-amis-admin |
- name: fastapi-amis-admin |
||||
html_url: https://github.com/amisadmin/fastapi-amis-admin |
html_url: https://github.com/amisadmin/fastapi-amis-admin |
||||
stars: 1164 |
stars: 1284 |
||||
owner_login: amisadmin |
owner_login: amisadmin |
||||
owner_html_url: https://github.com/amisadmin |
owner_html_url: https://github.com/amisadmin |
||||
|
- name: bracket |
||||
|
html_url: https://github.com/evroon/bracket |
||||
|
stars: 1274 |
||||
|
owner_login: evroon |
||||
|
owner_html_url: https://github.com/evroon |
||||
|
- name: fastapi-tutorial |
||||
|
html_url: https://github.com/liaogx/fastapi-tutorial |
||||
|
stars: 1265 |
||||
|
owner_login: liaogx |
||||
|
owner_html_url: https://github.com/liaogx |
||||
- name: fastapi-code-generator |
- name: fastapi-code-generator |
||||
html_url: https://github.com/koxudaxi/fastapi-code-generator |
html_url: https://github.com/koxudaxi/fastapi-code-generator |
||||
stars: 1132 |
stars: 1216 |
||||
owner_login: koxudaxi |
owner_login: koxudaxi |
||||
owner_html_url: https://github.com/koxudaxi |
owner_html_url: https://github.com/koxudaxi |
||||
- name: bolt-python |
- name: bolt-python |
||||
html_url: https://github.com/slackapi/bolt-python |
html_url: https://github.com/slackapi/bolt-python |
||||
stars: 1130 |
stars: 1190 |
||||
owner_login: slackapi |
owner_login: slackapi |
||||
owner_html_url: https://github.com/slackapi |
owner_html_url: https://github.com/slackapi |
||||
|
- name: fastcrud |
||||
|
html_url: https://github.com/benavlabs/fastcrud |
||||
|
stars: 1169 |
||||
|
owner_login: benavlabs |
||||
|
owner_html_url: https://github.com/benavlabs |
||||
|
- name: prometheus-fastapi-instrumentator |
||||
|
html_url: https://github.com/trallnag/prometheus-fastapi-instrumentator |
||||
|
stars: 1167 |
||||
|
owner_login: trallnag |
||||
|
owner_html_url: https://github.com/trallnag |
||||
|
- name: fastapi_production_template |
||||
|
html_url: https://github.com/zhanymkanov/fastapi_production_template |
||||
|
stars: 1165 |
||||
|
owner_login: zhanymkanov |
||||
|
owner_html_url: https://github.com/zhanymkanov |
||||
|
- name: bedrock-chat |
||||
|
html_url: https://github.com/aws-samples/bedrock-chat |
||||
|
stars: 1163 |
||||
|
owner_login: aws-samples |
||||
|
owner_html_url: https://github.com/aws-samples |
||||
- name: langchain-extract |
- name: langchain-extract |
||||
html_url: https://github.com/langchain-ai/langchain-extract |
html_url: https://github.com/langchain-ai/langchain-extract |
||||
stars: 1110 |
stars: 1142 |
||||
owner_login: langchain-ai |
owner_login: langchain-ai |
||||
owner_html_url: https://github.com/langchain-ai |
owner_html_url: https://github.com/langchain-ai |
||||
- name: odmantic |
- name: odmantic |
||||
html_url: https://github.com/art049/odmantic |
html_url: https://github.com/art049/odmantic |
||||
stars: 1104 |
stars: 1121 |
||||
owner_login: art049 |
owner_login: art049 |
||||
owner_html_url: https://github.com/art049 |
owner_html_url: https://github.com/art049 |
||||
- name: fastapi_production_template |
- name: fastapi_best_architecture |
||||
html_url: https://github.com/zhanymkanov/fastapi_production_template |
html_url: https://github.com/fastapi-practices/fastapi_best_architecture |
||||
stars: 1093 |
stars: 1118 |
||||
owner_login: zhanymkanov |
owner_login: fastapi-practices |
||||
owner_html_url: https://github.com/zhanymkanov |
owner_html_url: https://github.com/fastapi-practices |
||||
- name: SurfSense |
|
||||
html_url: https://github.com/MODSetter/SurfSense |
|
||||
stars: 1081 |
|
||||
owner_login: MODSetter |
|
||||
owner_html_url: https://github.com/MODSetter |
|
||||
- name: fastapi-alembic-sqlmodel-async |
- name: fastapi-alembic-sqlmodel-async |
||||
html_url: https://github.com/jonra1993/fastapi-alembic-sqlmodel-async |
html_url: https://github.com/jonra1993/fastapi-alembic-sqlmodel-async |
||||
stars: 1063 |
stars: 1116 |
||||
owner_login: jonra1993 |
owner_login: jonra1993 |
||||
owner_html_url: https://github.com/jonra1993 |
owner_html_url: https://github.com/jonra1993 |
||||
- name: prometheus-fastapi-instrumentator |
- name: FastAPI-boilerplate |
||||
html_url: https://github.com/trallnag/prometheus-fastapi-instrumentator |
html_url: https://github.com/benavlabs/FastAPI-boilerplate |
||||
stars: 1059 |
stars: 1070 |
||||
owner_login: trallnag |
owner_login: benavlabs |
||||
owner_html_url: https://github.com/trallnag |
owner_html_url: https://github.com/benavlabs |
||||
- name: bedrock-claude-chat |
- name: restish |
||||
html_url: https://github.com/aws-samples/bedrock-claude-chat |
html_url: https://github.com/rest-sh/restish |
||||
stars: 1039 |
stars: 1069 |
||||
owner_login: aws-samples |
owner_login: rest-sh |
||||
owner_html_url: https://github.com/aws-samples |
owner_html_url: https://github.com/rest-sh |
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</mxCell> |
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<mxCell id="50" value="<font style="font-size: 24px" face="Roboto">HTTPS certificates<br></font>" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;strokeWidth=3;fontFamily=Roboto Mono, mono;FType=g;" parent="1" vertex="1"> |
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<mxGeometry x="550.9" y="410" width="228.21" height="40" as="geometry"/> |
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</mxCell> |
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<mxCell id="51" value="<font face="Roboto" data-font-src="https://fonts.googleapis.com/css?family=Roboto"><span style="font-size: 24px">someapp.example.com</span><br></font>" style="rounded=0;whiteSpace=wrap;html=1;strokeColor=#000000;strokeWidth=3;" parent="1" vertex="1"> |
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</mxCell> |
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<mxCell id="52" value="<font face="Roboto" data-font-src="https://fonts.googleapis.com/css?family=Roboto"><span style="font-size: 24px">another.example.net</span><br></font>" style="rounded=0;whiteSpace=wrap;html=1;strokeColor=#666666;strokeWidth=3;fillColor=#f5f5f5;fontColor=#333333;" parent="1" vertex="1"> |
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</mxCell> |
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<mxCell id="53" value="<font face="Roboto" data-font-src="https://fonts.googleapis.com/css?family=Roboto"><span style="font-size: 24px">onemore.example.org</span><br></font>" style="rounded=0;whiteSpace=wrap;html=1;strokeColor=#666666;strokeWidth=3;fillColor=#f5f5f5;fontColor=#333333;" parent="1" vertex="1"> |
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</mxCell> |
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<mxCell id="42" value="<font face="Roboto" data-font-src="https://fonts.googleapis.com/css?family=Roboto"><span style="font-size: 24px">IP:</span><br><span style="font-size: 24px">123.124.125.126</span><br></font>" style="rounded=0;whiteSpace=wrap;html=1;strokeColor=#000000;strokeWidth=3;" parent="1" vertex="1"> |
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<mxGeometry x="290" y="600" width="220" height="70" as="geometry"/> |
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</mxCell> |
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</root> |
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</mxGraphModel> |
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</diagram> |
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</mxfile> |
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After Width: | Height: | Size: 52 KiB |
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After Width: | Height: | Size: 24 KiB |
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After Width: | Height: | Size: 10 KiB |
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Before Width: | Height: | Size: 18 KiB After Width: | Height: | Size: 7.4 KiB |
@ -1,43 +0,0 @@ |
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</mxCell> |
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</mxfile> |
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After Width: | Height: | Size: 604 KiB |
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@ -0,0 +1,5 @@ |
|||||
|
# یادگیری |
||||
|
|
||||
|
اینجا بخشهای مقدماتی و آموزشهایی هستن که برای یادگیری **FastAPI** بهت کمک میکنن. |
||||
|
|
||||
|
میتونی اینو یه **کتاب**، یه **دوره آموزشی**، یا راه **رسمی** و پیشنهادی برای یادگیری FastAPI در نظر بگیری. 😎 |
||||
@ -1,53 +1,165 @@ |
|||||
# 이벤트: startup과 shutdown |
# Lifespan 이벤트 |
||||
|
|
||||
필요에 따라 응용 프로그램이 시작되기 전이나 종료될 때 실행되는 이벤트 핸들러(함수)를 정의할 수 있습니다. |
애플리케이션 **시작 전**에 실행되어야 하는 로직(코드)을 정의할 수 있습니다. 이는 이 코드가 **한 번**만 실행되며, **애플리케이션이 요청을 받기 시작하기 전**에 실행된다는 의미입니다. |
||||
|
|
||||
이 함수들은 `async def` 또는 평범하게 `def`으로 선언할 수 있습니다. |
마찬가지로, 애플리케이션이 **종료될 때** 실행되어야 하는 로직(코드)을 정의할 수 있습니다. 이 경우, 이 코드는 **한 번**만 실행되며, **여러 요청을 처리한 후**에 실행됩니다. |
||||
|
|
||||
|
이 코드가 애플리케이션이 **요청을 받기 시작하기 전에** 실행되고, 요청 처리가 끝난 후 **종료 직전에** 실행되기 때문에 전체 애플리케이션의 **수명(Lifespan)**을 다룹니다. (잠시 후 "수명"이라는 단어가 중요해집니다 😉) |
||||
|
|
||||
|
이 방법은 전체 애플리케이션에서 사용해야 하는 **자원**을 설정하거나 요청 간에 **공유되는** 자원을 설정하고, 또는 그 후에 **정리**하는 데 매우 유용할 수 있습니다. 예를 들어, 데이터베이스 연결 풀 또는 공유되는 머신러닝 모델을 로드하는 경우입니다. |
||||
|
|
||||
|
|
||||
|
## 사용 사례 |
||||
|
|
||||
|
먼저 **사용 사례**를 예로 들어보고, 이를 어떻게 해결할 수 있는지 살펴보겠습니다. |
||||
|
|
||||
|
우리가 요청을 처리하기 위해 사용하고 싶은 **머신러닝 모델**이 있다고 상상해 봅시다. 🤖 |
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|
|
||||
|
이 모델들은 요청 간에 공유되므로, 요청마다 모델이 하나씩 있는 것이 아니라, 여러 요청에서 동일한 모델을 사용합니다. |
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|
|
||||
|
모델을 로드하는 데 **상당한 시간이 걸린다고 상상해 봅시다**, 왜냐하면 모델이 **디스크에서 많은 데이터를 읽어야** 하기 때문입니다. 따라서 모든 요청에 대해 모델을 매번 로드하고 싶지 않습니다. |
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|
|
||||
|
모듈/파일의 최상위에서 모델을 로드할 수도 있지만, 그러면 **모델을 로드하는데** 시간이 걸리기 때문에, 단순한 자동화된 테스트를 실행할 때도 모델이 로드될 때까지 기다려야 해서 **테스트 속도가 느려집니다**. |
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|
|
||||
|
이 문제를 해결하려고 하는 것입니다. 요청을 처리하기 전에 모델을 로드하되, 애플리케이션이 요청을 받기 시작하기 직전에만 로드하고, 코드가 로드되는 동안은 로드하지 않도록 하겠습니다. |
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|
|
||||
|
## Lifespan |
||||
|
|
||||
|
`FastAPI` 애플리케이션의 `lifespan` 매개변수와 "컨텍스트 매니저"를 사용하여 *시작*과 *종료* 로직을 정의할 수 있습니다. (컨텍스트 매니저가 무엇인지 잠시 후에 설명드리겠습니다.) |
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||||
|
예제를 통해 시작하고, 그 후에 자세히 살펴보겠습니다. |
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|
|
||||
|
우리는 `yield`를 사용하여 비동기 함수 `lifespan()`을 다음과 같이 생성합니다: |
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|
|
||||
|
{* ../../docs_src/events/tutorial003.py hl[16,19] *} |
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|
|
||||
|
여기서 우리는 모델을 로드하는 비싼 *시작* 작업을 시뮬레이션하고 있습니다. `yield` 앞에서 (가짜) 모델 함수를 머신러닝 모델이 담긴 딕셔너리에 넣습니다. 이 코드는 **애플리케이션이 요청을 받기 시작하기 전**, *시작* 동안에 실행됩니다. |
||||
|
|
||||
|
그리고 `yield` 직후에는 모델을 언로드합니다. 이 코드는 **애플리케이션이 요청 처리 완료 후**, *종료* 직전에 실행됩니다. 예를 들어, 메모리나 GPU와 같은 자원을 해제하는 작업을 할 수 있습니다. |
||||
|
|
||||
|
/// tip | 팁 |
||||
|
|
||||
|
`shutdown`은 애플리케이션을 **종료**할 때 발생합니다. |
||||
|
|
||||
|
새로운 버전을 시작해야 하거나, 그냥 실행을 멈추고 싶을 수도 있습니다. 🤷 |
||||
|
|
||||
|
/// |
||||
|
|
||||
|
### Lifespan 함수 |
||||
|
|
||||
|
먼저 주목할 점은, `yield`를 사용하여 비동기 함수(async function)를 정의하고 있다는 것입니다. 이는 `yield`를 사용한 의존성과 매우 유사합니다. |
||||
|
|
||||
|
{* ../../docs_src/events/tutorial003.py hl[14:19] *} |
||||
|
|
||||
|
함수의 첫 번째 부분, 즉 `yield` 이전의 코드는 애플리케이션이 시작되기 **전에** 실행됩니다. |
||||
|
|
||||
|
그리고 `yield` 이후의 부분은 애플리케이션이 완료된 후 **나중에** 실행됩니다. |
||||
|
|
||||
|
### 비동기 컨텍스트 매니저 |
||||
|
|
||||
|
함수를 확인해보면, `@asynccontextmanager`로 장식되어 있습니다. |
||||
|
|
||||
|
이것은 함수를 "**비동기 컨텍스트 매니저**"라고 불리는 것으로 변환시킵니다. |
||||
|
|
||||
|
{* ../../docs_src/events/tutorial003.py hl[1,13] *} |
||||
|
|
||||
|
파이썬에서 **컨텍스트 매니저**는 `with` 문에서 사용할 수 있는 것입니다. 예를 들어, `open()`은 컨텍스트 매니저로 사용할 수 있습니다: |
||||
|
|
||||
|
```Python |
||||
|
with open("file.txt") as file: |
||||
|
file.read() |
||||
|
``` |
||||
|
최근 버전의 파이썬에서는 **비동기 컨텍스트 매니저**도 있습니다. 이를 `async with`와 함께 사용합니다: |
||||
|
|
||||
|
```Python |
||||
|
async with lifespan(app): |
||||
|
await do_stuff() |
||||
|
``` |
||||
|
|
||||
|
컨텍스트 매니저나 위와 같은 비동기 컨텍스트 매니저를 만들면, `with` 블록에 들어가기 전에 `yield` 이전의 코드가 실행되고, `with` 블록을 벗어난 후에는 `yield` 이후의 코드가 실행됩니다. |
||||
|
|
||||
|
위의 코드 예제에서는 직접 사용하지 않고, FastAPI에 전달하여 사용하도록 합니다. |
||||
|
|
||||
|
`FastAPI` 애플리케이션의 `lifespan` 매개변수는 **비동기 컨텍스트 매니저**를 받기 때문에, 새로운 `lifespan` 비동기 컨텍스트 매니저를 FastAPI에 전달할 수 있습니다. |
||||
|
|
||||
|
{* ../../docs_src/events/tutorial003.py hl[22] *} |
||||
|
|
||||
|
## 대체 이벤트 (사용 중단) |
||||
|
|
||||
/// warning | 경고 |
/// warning | 경고 |
||||
|
|
||||
이벤트 핸들러는 주 응용 프로그램에서만 작동합니다. [하위 응용 프로그램 - 마운트](./sub-applications.md){.internal-link target=_blank}에서는 작동하지 않습니다. |
*시작*과 *종료*를 처리하는 권장 방법은 위에서 설명한 대로 `FastAPI` 애플리케이션의 `lifespan` 매개변수를 사용하는 것입니다. `lifespan` 매개변수를 제공하면 `startup`과 `shutdown` 이벤트 핸들러는 더 이상 호출되지 않습니다. `lifespan`을 사용할지, 모든 이벤트를 사용할지 선택해야 하며 둘 다 사용할 수는 없습니다. |
||||
|
|
||||
|
이 부분은 건너뛰셔도 좋습니다. |
||||
|
|
||||
/// |
/// |
||||
|
|
||||
## `startup` 이벤트 |
*시작*과 *종료* 동안 실행될 이 로직을 정의하는 대체 방법이 있습니다. |
||||
|
|
||||
|
애플리케이션이 시작되기 전에 또는 종료될 때 실행해야 하는 이벤트 핸들러(함수)를 정의할 수 있습니다. |
||||
|
|
||||
응용 프로그램을 시작하기 전에 실행하려는 함수를 "startup" 이벤트로 선언합니다: |
이 함수들은 `async def` 또는 일반 `def`로 선언할 수 있습니다. |
||||
|
|
||||
|
### `startup` 이벤트 |
||||
|
|
||||
|
애플리케이션이 시작되기 전에 실행되어야 하는 함수를 추가하려면, `"startup"` 이벤트로 선언합니다: |
||||
|
|
||||
{* ../../docs_src/events/tutorial001.py hl[8] *} |
{* ../../docs_src/events/tutorial001.py hl[8] *} |
||||
|
|
||||
이 경우 `startup` 이벤트 핸들러 함수는 단순히 몇 가지 값으로 구성된 `dict` 형식의 "데이터베이스"를 초기화합니다. |
이 경우, `startup` 이벤트 핸들러 함수는 "database"라는 항목(단지 `dict`)을 일부 값으로 초기화합니다. |
||||
|
|
||||
하나 이상의 이벤트 핸들러 함수를 추가할 수도 있습니다. |
여러 개의 이벤트 핸들러 함수를 추가할 수 있습니다. |
||||
|
|
||||
그리고 응용 프로그램은 모든 `startup` 이벤트 핸들러가 완료될 때까지 요청을 받지 않습니다. |
애플리케이션은 모든 `startup` 이벤트 핸들러가 완료될 때까지 요청을 받기 시작하지 않습니다. |
||||
|
|
||||
## `shutdown` 이벤트 |
### `shutdown` 이벤트 |
||||
|
|
||||
응용 프로그램이 종료될 때 실행하려는 함수를 추가하려면 `"shutdown"` 이벤트로 선언합니다: |
애플리케이션이 종료될 때 실행되어야 하는 함수를 추가하려면, `"shutdown"` 이벤트로 선언합니다: |
||||
|
|
||||
{* ../../docs_src/events/tutorial002.py hl[6] *} |
{* ../../docs_src/events/tutorial002.py hl[6] *} |
||||
|
|
||||
이 예제에서 `shutdown` 이벤트 핸들러 함수는 `"Application shutdown"`이라는 텍스트가 적힌 `log.txt` 파일을 추가할 것입니다. |
여기서, `shutdown` 이벤트 핸들러 함수는 `"Application shutdown"`이라는 텍스트를 `log.txt` 파일에 기록합니다. |
||||
|
|
||||
/// info | 정보 |
/// info | 정보 |
||||
|
|
||||
`open()` 함수에서 `mode="a"`는 "추가"를 의미합니다. 따라서 이미 존재하는 파일의 내용을 덮어쓰지 않고 새로운 줄을 추가합니다. |
`open()` 함수에서 `mode="a"`는 "추가"를 의미하므로, 파일에 있는 기존 내용은 덮어쓰지 않고 새로운 줄이 추가됩니다. |
||||
|
|
||||
/// |
/// |
||||
|
|
||||
/// tip | 팁 |
/// tip | 팁 |
||||
|
|
||||
이 예제에서는 파일과 상호작용 하기 위해 파이썬 표준 함수인 `open()`을 사용하고 있습니다. |
이 경우, 우리는 표준 파이썬 `open()` 함수를 사용하여 파일과 상호작용하고 있습니다. |
||||
|
|
||||
따라서 디스크에 데이터를 쓰기 위해 "대기"가 필요한 I/O (입력/출력) 작업을 수행합니다. |
따라서 I/O(입출력) 작업이 포함되어 있어 디스크에 기록되는 것을 "기다리는" 과정이 필요합니다. |
||||
|
|
||||
그러나 `open()`은 `async`와 `await`을 사용하지 않기 때문에 이벤트 핸들러 함수는 `async def`가 아닌 표준 `def`로 선언하고 있습니다. |
하지만 `open()`은 `async`와 `await`를 사용하지 않습니다. |
||||
|
|
||||
|
그래서 우리는 이벤트 핸들러 함수를 `async def` 대신 일반 `def`로 선언합니다. |
||||
|
|
||||
/// |
/// |
||||
|
|
||||
|
### `startup`과 `shutdown`을 함께 사용 |
||||
|
|
||||
|
*시작*과 *종료* 로직이 연결될 가능성이 높습니다. 예를 들어, 무언가를 시작한 후 끝내거나, 자원을 획득한 후 해제하는 등의 작업을 할 수 있습니다. |
||||
|
|
||||
|
이러한 작업을 별도의 함수로 처리하면 서로 로직이나 변수를 공유하지 않기 때문에 더 어려워집니다. 값들을 전역 변수에 저장하거나 비슷한 트릭을 사용해야 할 수 있습니다. |
||||
|
|
||||
|
그렇기 때문에 위에서 설명한 대로 `lifespan`을 사용하는 것이 권장됩니다. |
||||
|
|
||||
|
## 기술적 세부사항 |
||||
|
|
||||
|
호기심 많은 분들을 위한 기술적인 세부사항입니다. 🤓 |
||||
|
|
||||
|
ASGI 기술 사양에 따르면, 이는 <a href="https://asgi.readthedocs.io/en/latest/specs/lifespan.html" class="external-link" target="_blank">Lifespan Protocol</a>의 일부이며, `startup`과 `shutdown`이라는 이벤트를 정의합니다. |
||||
|
|
||||
/// info | 정보 |
/// info | 정보 |
||||
|
|
||||
이벤트 핸들러에 관한 내용은 <a href="https://www.starlette.io/events/" class="external-link" target="_blank">Starlette 이벤트 문서</a>에서 추가로 확인할 수 있습니다. |
Starlette의 `lifespan` 핸들러에 대해 더 읽고 싶다면 <a href="https://www.starlette.io/lifespan/" class="external-link" target="_blank">Starlette의 Lifespan 문서</a>에서 확인할 수 있습니다. |
||||
|
|
||||
|
이 문서에는 코드의 다른 영역에서 사용할 수 있는 lifespan 상태를 처리하는 방법도 포함되어 있습니다. |
||||
|
|
||||
/// |
/// |
||||
|
|
||||
|
## 서브 애플리케이션 |
||||
|
|
||||
|
🚨 이 lifespan 이벤트(`startup`과 `shutdown`)는 메인 애플리케이션에 대해서만 실행되며, [서브 애플리케이션 - Mounts](sub-applications.md){.internal-link target=_blank}에는 실행되지 않음을 유의하세요. |
||||
|
|||||
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