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create mode 100644 index.html create mode 100644 page-sitemap.xml create mode 100644 page/2/index.html create mode 100644 page/3/index.html create mode 100644 page/4/index.html create mode 100644 page/5/index.html delete mode 100644 placeholder create mode 100644 post-sitemap.xml create mode 100644 robots.txt create mode 100644 rss2.xml create mode 100644 sitemap.xml create mode 100644 sitemap.xsl create mode 100644 tags/BetterCode/index.html create mode 100644 tags/BetterCode/page/2/index.html create mode 100644 tags/C/index.html create mode 100644 tags/DL/index.html create mode 100644 tags/Docker/index.html create mode 100644 tags/GAN/index.html create mode 100644 tags/General/index.html create mode 100644 tags/Github/index.html create mode 100644 tags/JavaScript/index.html create mode 100644 tags/Mysql/index.html create mode 100644 tags/NodeJs/index.html create mode 100644 tags/NodeJs/page/2/index.html create mode 100644 tags/NodeJs/page/3/index.html create mode 100644 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Connection Pool 개념

데이터베이스에 연결된 Connection을 미리 만들어 둔후 Pool에 보관하였다가 필요할 때 Pool에서 Connection을 가져다 사용한 후, 다시 Pool에 반환하는 기법입니다. Connection Pool을 이용하면 여러 Connection을 이용할 수 있기 때문에 더 큰 부하를 견딜 수 있습니다.

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또한 기존처럼 필요할때 마다 Connection을 생성하고 닫지 않아도 되기 때문에 어플리케이션의 성능향상 또한 기대할 수 있습니다.

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Connection Pool 생성

Node.js에서 Connection Pool은 아래와 같이 사용할 수 있습니다. Connection을 생성하지 않고 Pool을 생성한 후 getConnection()을 통해 가져다 사용해야 합니다.

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Connection Pool 사용방법

mysql.createPool(_config) : 새로운 Pool 생성
pool.getConnection : pool에서 Connection 가져오

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Pool을 위한 추가 설정

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  • connectionLimit : 최대 컨넥션 개수 (default: 10)
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아래의 옵션을 추가하여 최대 컨넥션의 개수를 지정할 수 있습니다.
git을 이용할 경우 아래와 같이 설정을 json파일로 빼고 .gitignore에 추가하는 것을 추천합니다.

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db_config.json
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{
"host": "<host>",
"user": "<username>",
"password": "<password>",
"database": "<database>",
"connectionLimit": 30
}
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const mysql = require('mysql');
const config = require('./db_config.json');

var pool = mysql.createPool(config);
pool.getConnection(function(err, conn) {
if(!err) {
//연결 성공
conn.query(...);
}
conn.release();
});
+ +

위와 같이 Connection Pool을 생성할 수 있습니다. 그후 Pool에서 Connection을 얻어서 사용할 수 있습니다. 사용한 후 반드시 conn.release()를 통해 Pool에 반납해야 합니다.

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Connection Pool 모듈화

db.js
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const mysql = require('mysql');
const config = require('./db_config.json');

let pool = mysql.createPool(config);

function getConnection(callback) {
pool.getConnection(function (err, conn) {
if(!err) {
callback(conn);
}
});
}

module.exports = getConnection;
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getConnection() 함수를 exports하여 아래와 같이 필요한 곳에서 랩핑하여 쉽게 사용할 수 있습니다.

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const getConnection = require('./db');

getConnection((conn) => {
conn.query(
...
);
conn.release();
});
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사용후 꼭 conn.release()를 통해 PoolConnection을 반환해야 합니다.

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SQL Injection

개념

SQL Injection에 대해 간단히만 알아보고 넘어가도록 하겠습니다. 웹 해킹 기법중 하나로 웹서버가 데이터베이스로 Query를 날릴때 해커가 악의적인 구문을 삽입한후 실행되도록 하는 공격방법입니다.

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방지

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const id = <사용자로 부터 입력받은 값>;
const sql = 'SELECT * FROM users WHERE id=' + id;
connection.query(sql, function(err, rows) {
...
});
+ +

위와 같이 SQL 쿼리를 단순 조합하는 방법은 안전하지 않습니다. SQL Injection을 방지하기 위해서는 안전하지 않은 문자들을 escape해주어야 합니다.

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escape() 함수

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const id = <사용자로 부터 입력받은 값>;
const sql = 'SELECT * FROM users WHERE id=' + connection.escape(id);
connection.query(sql, function(err, rows) {
...
});
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SQL Injection을 막기 위해서는 위의 코드처럼 사용자로 부터 입력받은 안전하지 않은 데이터는 connection.escape()를 통해 sql 구문을 생성하여야 합니다.

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? 문자

escape함수대신에 ?문자를 사용할 수 있습니다. ?를 사용하면 위의 방법보다 더 간단하게 사용할 수 있습니다. 여기서 ?params 배열은 순서대로 매치 됩니다.

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const id = <사용자로 부터 입력받은 값>;
const sql = 'INSERT INTO users(id, password) VALUES(?, ?)';
const params = [id, password];
conn.query(sql, params, function(err, rows) {
...
});
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escapeId() 함수

데이터베이스, 테이블, 컬럼이름등과 같은 SQL Identifier을 사용자로 부터입력받는 경우, escape함수가 아닌 escapeId함수로 escape할 수 있습니다.

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const tableName = <사용자로 부터 입력받은 값>;
const sql = 'SELECT * FROM ' + connection.escapeId(tableName);
connection.query(sql, function(err, rows) {
...
});
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?? 문자

앞서 언급한 ?문자와 마찬가지로 escapeId() 함수를 대체하여 사용 할 수 있습니다. ??문자도 마찬가지로 params배열과 순서대로 매치 됩니다.

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const tableName = <사용자로 부터 입력받은 값>;
const sql = 'SELECT * FROM ??';
const params = [tableName];
connection.query(sql, params, function(err, rows) {
...
});
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마무리

사용자로 부터 입력받는 데이터는 신뢰해서는 안되며 바로 SQL Query를 요청하면 안됩니다. 안전하지 않은 데이터는 이 글에서 소개한 방법등으로 안전하게 처리하여 안전하게 사용하여야 합니다.

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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/2020/01/24/Socket-io\353\245\274-\354\235\264\354\232\251\355\225\234-\354\213\244\354\213\234\352\260\204-\354\226\221\353\260\251\355\226\245-\355\206\265\354\213\240-\352\265\254\355\230\204/index.html" "b/2020/01/24/Socket-io\353\245\274-\354\235\264\354\232\251\355\225\234-\354\213\244\354\213\234\352\260\204-\354\226\221\353\260\251\355\226\245-\355\206\265\354\213\240-\352\265\254\355\230\204/index.html" new file mode 100644 index 000000000..af758c851 --- /dev/null +++ "b/2020/01/24/Socket-io\353\245\274-\354\235\264\354\232\251\355\225\234-\354\213\244\354\213\234\352\260\204-\354\226\221\353\260\251\355\226\245-\355\206\265\354\213\240-\352\265\254\355\230\204/index.html" @@ -0,0 +1,458 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Socket.io를 이용한 실시간 양방향 통신 구현 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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HTTP 프로토콜 특징

httpConnectionless하고 Stateless 한 프로토콜입니다. 즉, 계속 브라우저와 서버가 연결된 상태를 유지 하지 않는 다는 것입니다. 각각의 요청은 모두 무관한 독립적인 트랜잭션으로 취급합니다. 따라서 Real-Time Communication(실시간 양방향 통신)의 한계를 가지고 있습니다. http 서버는 클라이언트의 요청에 대한 응답만을 하기때문에 서버가 먼저 클라이언트로 데이터를 전송할 수 없습니다.

+

WebSocket 프로토콜

WebSocket은 사용자의 브라우저와 서버 사이의 양방향 연결 채널을 구성하는 html5의 프로토콜입니다. 이름에서도 알수 있듯, 소켓을 이용하여 자유롭게 서버와 클라이언트 사이의 데이터를 주고 받을 수 있습니다. 또한 statelesshttp에 비해 오버헤드가 적으므로 유용하게 사용될 수 있습니다.

+

WebSocket과 Polling 비교

WebSocket vs Polling
Polling은 클라이언트가 일정 주기마다 서버에 요청을 보내 새로운 변경사항이 있는지 확인 합니다. 이 방식은 서버측에 변화가 없더라도 일정 주기마다 요청을 보내 확인을 해야 하므로 불필요한 트래픽이 낭비됩니다. 그러나 WebSocket 방식은 서버와 브라우저 간의 실시간 양방향 통신환경을 가질 수 있어, 서버가 먼저 데이터를 전송할 수 있습니다.

+

+

WebSocket 장단점

장점

WebSocket을 이용하면 서버와 클라이언트 사이의 양방향 통신이 가능합니다. WebSocket 프로토콜로의 Upgrade이후에는, 클라이언트의 요청 없이도 서버가 먼저 클라이언트에게 데이터를 전송할 수 있습니다.

+

단점

하지만 WebSocket을 모든 브라우저에서 지원하는 것은 아닙니다. 이를 해결하기 위해 아래에서 Socket.io에 대해 알아보도록 하겠습니다.
WebSocket vs Polling

+

Socket.io

WebSocket은 상당히 최근 기술이라 지원하지 않는 브라우저가 다수 존재합니다. Socket.io는 모바일 장치를 포함한 거의 모든 웹 브라우저를 지원하는 실시간 양방향 지원 라이브러리 입니다. 자바스크립트를 이용하여 제작되어 브라우저에 상관없이 실시간 웹을 구현할 수 있도록 하며, 브라우저 라이브러리와 Node.js 모듈로 제공되고 있습니다.

+

+

서버측 socket.io 설치

npm install socket.io --save

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사용법

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io.sockets.on('이벤트명', (data) => {
// 모든 소켓으로 부터 이벤트 구독
});

socket.on('이벤트명', (data) => {
// 특정 소켓으로 부터 이벤트 구독
});

// 모든 소켓에 data 전송
io.sockets.emit('이벤트명', data);

socket.emit('이벤트명', (data) => {
// 특정 소켓에 data 전송
});
+ + + +

서버측 코드

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const express = require('express');
const app = express();
const server = app.listen(3000, () => {
console.log('listening on 3000!');
});
const io = require('socket.io')(server);

io.on('connection', (socket) => {

socket.on('event1', (msg) => {
console.log(msg)
}); // Get message from the browser.

socket.emit('event2', 'message here'); // Send a message to browser.
});
+ +

클라이언트측 코드

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<!DOCTYPE html>
<html>
<head>
<meta charset="UTF-8">
<title>Socket.io</title>
<script src="https://cdnjs.cloudflare.com/ajax/libs/socket.io/2.3.0/socket.io.js"></script>
</head>
<body>
<script>
var socket = io("http://localhost:3000");
socket.on('event2', function(msg) {
document.write(msg);
});
socket.emit('event1', 'Hello Server!');
</script>
</body>
</html>
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Pool에서 Connection을 사용하는 방법들

이전 포스트에서 알아본 Pool에서 Connection을 가져와 사용하는 방법이외의 방법을 하나 더 알아보고 차이점을 알아보려고 합니다.

+

pool.getConnection()Pool에서 Connection을 가져와 사용한 후, 다시 connection.release()를 통해 PoolConnection을 필히 반환 해주어야 합니다. 이 과정은 매번 Connection을 이용할 때 마다 반복되는 작업으로 다소 번거로운 작업으로 느껴질 수 있습니다. 또한 개발자의 실수로 인해 connection.release()를 해주지 않은 경우에는 문제가 발생할 여지가 있습니다.

+

pool.getConnection()으로 Connection을 사용하는 방법

아래와 같이 pool.getConnection() > connection.query() > connection.release()의 순서로 Connection을 사용할 수 있습니다.

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pool.getConnection(function(err, connection) {
if (err) throw err; // not connected!

connection.query('SELECT 1 + 1 AS solution', function (error, results, fields) {
connection.release();
if (error) throw error;
console.log('The solution is: ', results[0].solution);
});
});
+ +

+

pool.query()를 사용하는 방법

pool.query()pool.getConnection() > connection.query() > connection.release()의 코드 플로우 shortcut으로써 위와 같은 번거로운 작업없이 간단하게 Connection을 사용할 수 있습니다.

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pool.query('SELECT 1 + 1 AS solution', function (error, results, fields) {
if (error) throw error;
console.log('The solution is: ', results[0].solution);
});
+ +

그럼, pool.query()의 압승인가?

간단하다는 이유로 무조건 pool.query()을 사용해야 하는 것은 아닙니다. 예를 들어 pool.getConnection는 후속 query를 위해 Connection 상태를 공유하여 사용하는데 유용합니다. 왜냐하면 pool.query를 통한 두번의 함수 호출은 두개의 Connection을 병렬로 사용하기 때문입니다.

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Promisify

promisify()v8.0.0에서 추가된 util모듈의 내장함수입니다. 공식문서에 따르면 일반적인 error-first callback style을 따르는 콜백함수를 가져다 promise를 반환하는 함수를 반환합니다. 따라서 callback함수를 new Promise로 감싸주지 않아도 promisify()를 통해 간단히 promise로 사용할 수 있습니다.

+

Error First style

일반적으로 (err, value) => ...의 형태를 가지는, 에러를 가장 먼저 반환하는 스타일의 callback함수를 의미합니다.

+

사용 예시

util.promisify()promise를 반환하기 때문에 일반적인 promise를 다루는 법과 같습니다.

+

Then, Catch, Finally를 이용하는 방법

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const util = require('util');
const fs = require('fs');

const stat = util.promisify(fs.stat);
stat('.').then((stats) => {
// Do Something with `stats`
}).catch((error) => {
// error 처리
});
+ +

위와 같이 then을 통해 promise를 이용할 수 있고 마찬가지로 async를 이용할 수도 있습니다.

+

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const util = require('util');
const fs = require('fs');

const stat = util.promisify(fs.stat);

async function callStat() {
const stats = await stat('.');
console.log(`이 디렉토리는 ${stats.uid}의 소유입니다.`);
}
+ +

Error 처리

예외를 처리하는 방법은 promisify()가 실제로 promise를 반환하기 때문에 일반적으로 promise의 예외를 처리하는 방법과 동일합니다. 위의 사용 예시와 같이 thencatch를, async/await을 사용하는 경우에는 trycatch를 통해 예외를 처리할 수 있습니다.

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TypeORM의 QueryBuilder

QueryBuilderTypeORM의 가장 강력한 기능중 하나입니다. QueryBuilder는 우아하고 편리한 문법으로 SQL Query를 생성하고 실행한 다음 자동적으로 변형된Entity를 반환해줍니다.

+

QueryBuilder를 통한 SELECT

Todo리스트를 예제로 알아보도록 하겠습니다. 아래의 코드는 TodoEntity와 완료되지 않은 Todo를 반환하는 findIncomplete() 메서드 입니다. findIncomplete()에서 where을 통해 조건을 걸어 SELECT해보도록 할것 입니다.

+
src/entities/Todo.ts
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import { Column, Entity, PrimaryGeneratedColumn} from 'typeorm';

@Entity()
export class Todo {
@PrimaryGeneratedColumn()
public id: number;

@Column()
public name: string = '';

@Column()
public isComplete: boolean = false;
}

export Todo;
+ +
src/Todo.ts
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import { getRepository } from 'typeorm';
import { Todo } from './entities/Todo';
...
findIncomplete(): Promise<Todo[]> {
const todoRepository = getRepository(Todo);
return getRepository().createQueryBuilder('todo')
.where('todo."isComplete" = :value', { value: false })
.getMany();
}
+ +

+

코드 설명

Repository로부터 생성된 QueryBuilder는 조건에 따라 SELECT하여 Repository의 타입을 가진 데이터를 반환합니다. 이 경우에는 Todo가 됩니다.

+

where 메서드를 통해 조건을 걸어줄 수 있습니다. 또한 value와 같은 매개변수를 사용하여 SQL Injection을 막을 수 있습니다.

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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/2020/03/12/ts-node\354\227\220\354\204\234-typeRoots-\354\204\244\354\240\225\354\235\264-\354\236\221\353\217\231\353\220\230\354\247\200-\354\225\212\353\212\224-\353\254\270\354\240\234-\355\225\264\352\262\260\355\225\230\352\270\260/index.html" "b/2020/03/12/ts-node\354\227\220\354\204\234-typeRoots-\354\204\244\354\240\225\354\235\264-\354\236\221\353\217\231\353\220\230\354\247\200-\354\225\212\353\212\224-\353\254\270\354\240\234-\355\225\264\352\262\260\355\225\230\352\270\260/index.html" new file mode 100644 index 000000000..c6ac21733 --- /dev/null +++ "b/2020/03/12/ts-node\354\227\220\354\204\234-typeRoots-\354\204\244\354\240\225\354\235\264-\354\236\221\353\217\231\353\220\230\354\247\200-\354\225\212\353\212\224-\353\254\270\354\240\234-\355\225\264\352\262\260\355\225\230\352\270\260/index.html" @@ -0,0 +1,451 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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문제 상황

tsconfig.json에서 설정한 typeRoots설정이 tsc에서는 올바르게 동작하지만, ts-node에서는 타입을 참조하는데 문제가 있는 경우입니다.

+

해결 방법

--files 옵션 이용하기

첫번째 방법은 --files 옵션을 이용하는 것입니다.ts-node --files src/server.ts와 같이 --files 옵션을 사용하면 ts-node에서도 정상적으로 typeRoots에서 타입이 정의된 파일들을 불러와 실행시킬수 있습니다. 아래는 package.json에서 script에 적용한 예시입니다.

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package.json
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{
"script": {
"start:dev": "nodemon --exec ts-node --files src/server.ts",
...
}
...
}
+ +

추가적으로, ts-nodefiles, include, exclude를 기본적으로 이용하지 않도록 설정되어있습니다. 따라서 앞서 말한 옵션들 또한 이용하려면 --files플래그를 이용하거나 TS_NODE_FILES=true로 설정해야합니다. 자세한 정보는 ts-node의 깃허브 README를 참고해주세요.

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+

Triple-Slash Directives

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/// <reference path="./types/user.d.ts" />
import * as express from "express";
+ +

두번째 방법은 typeRoots를 사용하지 않고 /// <reference path="./types/user.d.ts" />와 같이 Triple-Slash Directives를 이용하는 방법입니다.Triple-Slash Directives는 반드시 소스파일 최상단에 위치해야합니다.

+

결론

저는 ts-node를 개발환경에서만 이용하기 때문에 개발환경에서는 첫번째 방법인 --files를 이용하고 프로덕션 환경에서는 빌드한후 배포합니다.

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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/2020/03/15/TypeORM\354\227\220\354\204\234-Active-Record-\355\214\250\355\204\264\354\235\204-\354\234\204\355\225\234-BaseEntity-\354\225\214\354\225\204\353\263\264\352\270\260/index.html" "b/2020/03/15/TypeORM\354\227\220\354\204\234-Active-Record-\355\214\250\355\204\264\354\235\204-\354\234\204\355\225\234-BaseEntity-\354\225\214\354\225\204\353\263\264\352\270\260/index.html" new file mode 100644 index 000000000..97acabf07 --- /dev/null +++ "b/2020/03/15/TypeORM\354\227\220\354\204\234-Active-Record-\355\214\250\355\204\264\354\235\204-\354\234\204\355\225\234-BaseEntity-\354\225\214\354\225\204\353\263\264\352\270\260/index.html" @@ -0,0 +1,452 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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Active Record 패턴

Active Record패턴은 모델 자체 내에서 모든 쿼리 메서드를 정의하고 모델의 메서드를 통해 데이터를 조회, 삽입, 삭제등을 할 수 있습니다. 따라서, SQL을 사용하지 않고도 모델 내에서 데이터를 조작하는 다양한 메서드를 제공합니다.

+

TypeORM 에서 사용하기

TypeORM에서는 Active Record패턴과 DataMapper패턴 두가지 모두 사용할 수 있습니다. 이중 Active Record패턴을 사용하는 방법에 대해 알아보려합니다.

+

TypeORM에서 Active Record 패턴을 사용하려면 반드시 Active Record를 사용하려는 Entity클래스는 BaseEntity 클래스를 상속받아야합니다. BaseEntityEntity를 사용하는 다양한 메서드들을 제공합니다. 또한 BaseEntityRepository의 대부분의 메서드들을 가지고 있기때문에 Active Record Entity를 사용하면서 대부분 RepositoryEntityManager를 사용할 필요가 없습니다.

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예시

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import {Entity, PrimaryGeneratedColumn, Column, BaseEntity} from "typeorm";

@Entity()
export class User extends BaseEntity {

@PrimaryGeneratedColumn()
id: number;

@Column()
firstName: string;

@Column()
lastName: string;

}
+ +

Active Record의 예시를 보여드리기 위해 User엔티티에서 BaseEntity 클래스를 상속받습니다.

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// Active Record 엔티티를 저장하는 방법 - INSERT
const user = new User();
user.firstName = "Timber";
user.lastName = "Saw";
user.isActive = true;
await user.save();

// Active Record 엔티티를 불러오는 방법 - SELECT
const allUsers = await User.find();
const newUsers = await User.find({ isActive: true });
const timber = await User.findOne({ firstName: "Timber", lastName: "Saw" });

// Active Record 엔티티를 제거하는 방법 - DELETE
await timber.remove();
+ +

위에서 말한 것과 같이 모델 자체내의 메서드들을 통해 SQL을 사용하지 않고 데이터를 조작할 수 있습니다.

+

BaseEntity 메서드 소개

BaseEntity 클래스는 위 예시에서 사용한 save(), find(), findOne(), remove() 외에도 더 많은 update(), count()등의 메서드가 더 있습니다. 더 많은 메서드를 알고 싶다면 여기를 확인해주세요.

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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/2020/03/24/env\354\231\200-\355\231\230\352\262\275\353\263\200\354\210\230\353\245\274-config\355\214\214\354\235\274\353\263\264\353\213\244-\354\204\240\355\230\270\355\225\230\353\212\224-\354\235\264\354\234\240\354\231\200-undefined-\355\225\264\352\262\260\353\262\225/index.html" "b/2020/03/24/env\354\231\200-\355\231\230\352\262\275\353\263\200\354\210\230\353\245\274-config\355\214\214\354\235\274\353\263\264\353\213\244-\354\204\240\355\230\270\355\225\230\353\212\224-\354\235\264\354\234\240\354\231\200-undefined-\355\225\264\352\262\260\353\262\225/index.html" new file mode 100644 index 000000000..62b2ed947 --- /dev/null +++ "b/2020/03/24/env\354\231\200-\355\231\230\352\262\275\353\263\200\354\210\230\353\245\274-config\355\214\214\354\235\274\353\263\264\353\213\244-\354\204\240\355\230\270\355\225\230\353\212\224-\354\235\264\354\234\240\354\231\200-undefined-\355\225\264\352\262\260\353\262\225/index.html" @@ -0,0 +1,466 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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환경 변수, config파일 그리고 .env

환경변수 (Environment Variable)

환경 변수는 프로세스가 컴퓨터에서 동작하는 방식에 영향을 미치는, 동적인 값들의 모임입니다. (출처: 위키백과) 실행할 파일이 들어있는 폴더의 경로를 환경변수에 미리 설정해 놓음으로써 cmdbash등과 같은 환경에서 실행하려는 프로그램이 현재 작업 경로에 있지 않아도 어디서든 실행할 수 있습니다. 하지만 경로뿐만 아니라 node.js등과 같은 서버 환경에서 필요한 설정들을 저장하는 용도로 사용될 수 있습니다.

+

config.json파일의 단점

아래와 같이 필요한 설정마다 config.json같이 설정파일을 구성할 수도 있습니다.

+
db-config.json
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{
"host": "localhost",
"user": "username",
"password": "password",
"database": "dbname"
}
+ + + +

config파일은 절대적으로 github와 같은 버전 관리 시스템에 commit되지 않도록 신경 써주어야합니다. 문제는 여기서 발생합니다. 점점 mysql, redis 등 과 같은 다양한 설정들이 필요해지면서 redis-config.json 이나 mysql-config.json 처럼 gitcommit되지 않도록 .gitignore을 설정해주는 등 신경 써줘야하는 일이 많아지게 됩니다 .즉, 개발자가 실수할 가능성이 증가하기 때문입니다.

+

+

환경 변수를 이용하는 경우

환경 변수의 경우 전용 서버에 환경 변수 설정후 node.js의 경우 process.env.NAME과 같은 방법으로 접근할 수 있습니다. 이 경우 개발자가 gitcommit이 되지 않도록 신경 써줘야하는 부담감을 줄이고 실수할 가능성을 줄일 수 있습니다. Heroku와 같이 클라우드 서비스에 배포하는 경우 배포과정에서 아래의 사진처럼 쉽게 웹사이트에서 환경변수를 설정할 수 있어, 설정이 바뀔때 마다 번거로운 배포 과정없이 간단한 설정을 통해 변경할 수 있는 장점이 있습니다.

+

Heroku Config

+

.env 설정

node.js에서 dotenv를 통해 직접 환경 변수를 설정하지 않고도 .env파일에서 설정 값을 불러와 process.env.NAME의 형태로 환경변수로 사용할 수 있도록 할 수 있습니다. 물론 .env파일도 config파일과 마찬가지로 버전 관리 시스템에 공유되지 않도록 신경 써줘야하는 번거로움이 존재합니다. 하지만 dotenv공식문서만 보더라도 다중 .env파일을 가지는 않을것 을 강력히 권고하고 있듯이, .env파일은 하나만 가지므로 한번만 .gitignore에 추가해주면 됩니다.

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.env
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PORT=80
MYSQL_HOST=localhost
MYSQL_USER=username
MYSQL_PASSWORD=password
MYSQL_DATABASE=db_name
+ + + +

.env파일은 위와 같이 구성할 수 있고 아래와 같이 간단한 설정을 통해 process.env.NAME의 형태로 접근 할 수 있습니다.

+

자바스크립트를 사용하는 경우 :

+
test.js
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require('dotenv').config();
console.log(process.env.PORT);
+ + + +

타입스크립트를 사용하는 경우 :

+
test.ts
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import * as dotenv from 'dotenv';
dotenv.config();

console.log(process.env.PORT);
+ +

위의 .env를 불러오는 코드는 가능한 코드의 최상단의 위치시켜주는 것을 권장합니다. 그렇지 않고 .env파일이 process.env에 로드 되기 전에 접근하게 되면 undefined가 됩니다.

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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/2020/04/07/TypeScript\354\227\220\354\204\234-Passport\354\235\264\354\232\251\354\213\234-req-user-\355\203\200\354\236\205-\353\254\270\354\240\234-\355\225\264\352\262\260\355\225\230\352\270\260/index.html" "b/2020/04/07/TypeScript\354\227\220\354\204\234-Passport\354\235\264\354\232\251\354\213\234-req-user-\355\203\200\354\236\205-\353\254\270\354\240\234-\355\225\264\352\262\260\355\225\230\352\270\260/index.html" new file mode 100644 index 000000000..f6e25c482 --- /dev/null +++ "b/2020/04/07/TypeScript\354\227\220\354\204\234-Passport\354\235\264\354\232\251\354\213\234-req-user-\355\203\200\354\236\205-\353\254\270\354\240\234-\355\225\264\352\262\260\355\225\230\352\270\260/index.html" @@ -0,0 +1,454 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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TypeScript 에서의 req.user

passport.jsnode.js에서 인증처리를 보다 편하기 하기위한 middleware입니다. 다양한 strategy중에 passport-local을 이용하면 쿠키-세션 방식으로 usernamepassword를 통해 인증을 할 수 있습니다.

+

WorkFlow

workflow

+

위 WorkFlow의 과정으로 req.user를 통해 인증된 사용자의 객체를 사용할 수 있게 됩니다. 하지만 TypeScript에서는 문제가 발생합니다.

+

TypeScript에서의 문제

+

TypeScript에서는 req.user객체의 property에 접근하고자 할때 TypeScript는 타입문제를 제기합니다. 따라서 일련의 타입을 정의하는 과정을 필요로 합니다.

+

문제 발생 이유

@types/passport 타입 정의

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import { IncomingMessage } from 'http';

declare global {
namespace Express {
interface AuthInfo {}
interface User {} // <- User 타입 정의 부분 (Empty)

interface Request {
​ authInfo?: AuthInfo;
​ user?: User; // <- user의 타입 = User

login(user: User, done: (err: any) => void): void;

​ ...

logout(): void;
logOut(): void;
isAuthenticated(): boolean;
isUnauthenticated(): boolean;
​ }
}
}
+ +

이것은 @types/passport에 정의된 타입 선언 입니다. 우리가 위에서처럼 req.user객체의 property에 접근하려 할때 TypeScript가 타입문제가 있다고 주장하는 이유는 여기에 있습니다. Request에서 req.user는 빈 User 인터페이스로 정의되어 있기 때문에 TypeScriptreq.user는 비어있다고 여기게 됩니다. 이러한 이유때문에 문제가 생기는 것입니다.

+

+

문제 해결 방법

User 타입 재정의

이 문제의 솔루션은 간단히 User타입을 재정의 해주는 것입니다. @types/index.d.ts를 생성한후 다음과 같이 작성합니다. sequelize를 사용하던 TypeOrm을 사용하던 상관 없습니다. 실제 사용하고자 하는 UserModel클래스를 불러와 상속시켜주면 끝입니다. 물론 typeRoots설정을 해주어야 합니다. 이 설정은 검색하면 관련 자료가 많이 나오니 생략하도록 하겠습니다.

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@types/index.d.ts
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import UserModel from '../models/user'; // <- User class

declare global {
namespace Express {
export interface User extends UserModel { }
}
}
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req.user의 타입은 User임으로, 위와 같이 정의하면 Uesr가 상속받은 classproperty에 접근할 수 있게 됩니다.

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Return 에서 Await을 피하는 이유

TypeScriptJavaScript의 비동기 함수 내에서 return await은 거의 유용하지 않습니다. 비동기 함수의 return은 항상 Promise.resolve 에 래핑되므로 return await 은 Promise가 resolve 되거나 reject 되기전에 추가적인 시간이 발생하는것 외에는 아무 일도 하지 않습니다.

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return await bar();
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따라서 위와 같이 returnawait을 사용하지 않는 이유는 비동기 함수의 의미에 대한 이해 부족으로 인해 발생할 수 있는 일반적인 성능 위험을 방지 하기 위해서 입니다.

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👎 Bad Code

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async function foo() {
return await bar();
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👍 Better Code

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async function foo() {
return bar();
}

async function foo() {
await bar();
return;
}

async function foo() {
const x = await bar();
return x;
}

async function foo() {
try {
return await bar();
} catch (error) {}
}
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하지만, 위의 Better Code 의 마지막에서는 bar() 에서 throw하는 errorcatch 할수있도록 하기 위해서는 await이 필요합니다.

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Reference

ESLint rules docs

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TypeScript에서 Sequelize 사용시 알아둘 것

Sequelize는 런타임 property 할당에 크게 의존합니다. 따라서 TypeScript에서 바로 사용하기는 어렵습니다. 모델에서 이러한 속성들을 사용하려면 상당한 양의 수동 설정이 필요합니다.

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모델간 관계 설정 및 예시

Sequelize를 사용하면 자주 아래의 예시와 같이 관계를 지정해줄 필요가 있습니다.

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export const associate = (db: dbType) => {
User.hasMany(db.Article, { foreignKey: "authorId" });
User.hasMany(db.Comment, { foreignKey: "writterId" });
User.belongsToMany(db.User, {
foreignKey: "followingId",
as: "followers",
through: "follow",
});

User.belongsToMany(db.User, {
foreignKey: "followerId",
as: "followings",
through: "follow",
});
};
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이 코드는 UserArticle, Comment가 1:N 관계를 가지고 팔로우 기능을 위해 User의 N:M관계를 지정해줍니다.

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TypeScript의 문제점

이렇게 관계를 지정해주면 런타임에 관계에 상응하는 여러 메서드들이 생성됩니다. 따라서 TypeScript 를 이용하지 않는다면 별도의 설정없이 다양한 메서드들을 바로 사용할 수 있습니다.

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followingUser.addFollower(followerUser);
followingUser.getFollowers();
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하지만 TypeScript를 이용하는 경우라면, User 클래스는 addFollowergetFollowers 등과 같은 런타임에 제공되는 메서드들을 가지고 있지 않습니다. 이러한 이유들 때문에 타입스크립트에서 사용하려면 아래와 같은 다소 번거로운 작업을 해주어야 합니다.

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class User extends Model {
public readonly userId!: number;
public userName!: string;
public email!: string;
public password!: string;

public readonly createdAt!: Date;
public readonly updatedAt!: Date;

public addFollower!: BelongsToManyAddAssociationMixin<User, number>;
public getFollowers!: BelongsToManyGetAssociationsMixin<User>;
}
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다음은 sequelize 문서에 소개된 자주 사용하는 메서드들의 타입입니다.

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public getProjects!: HasManyGetAssociationsMixin<Project>; // Note the null assertions!
public addProject!: HasManyAddAssociationMixin<Project, number>;
public hasProject!: HasManyHasAssociationMixin<Project, number>;
public countProjects!: HasManyCountAssociationsMixin;
public createProject!: HasManyCreateAssociationMixin<Project>;

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모든 메서드들에 대해 이렇게 수작업으로 추가를 해주어야하는 것은 아닙니다. 사용하려는 메서드들만 classmember로 추가해주고 타입을 지정해주시면 됩니다.

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여기서 사용한 메서드의 타입이외에 수많은 메서들이 있기 때문에 이글에서 모든 메서드들과 타입들을 모두 소개하지는 않습니다. 이에 대한 추가 정보는 여기에서 확인하실 수 있습니다.

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Docker환경을 분리한 계기

이전까지는 i5 8265u, 8gb 의 성능을 가진 노트북 하나로 Docker, IDE, Postman,Source Tree 등 다양한 개발에 필요한 프로그램들을 돌리고 있었다. 개발을 하면서 동시에 구동하는 프로그램의 수가 많아 지면서 내 노트북은 램 사용량이 90%를 넘기면서 매우 버거워 하는 모습을 보여주었다.

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Before

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주인 잘못 만나 부대끼는 노트북이 안쓰러워 보였다. 사실 버벅이는 환경에서 개발을 해야하는 내가 가장 안쓰러웠던 것 같다. 그래서 램을 추가로 장착하려고 시도하였다. 그러나 내 노트북은 온보드 램인지라 램을 추가 할 수 없었다.

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그럼에도 답답한 환경을 더 이상 참을 수 없어 온보드 램을 업그레이드 해주는 사설 업체가 있나 알아봤지만 쉽지 않았다. 이대로는 안되겠다 싶었고, 나는 다른 방법을 찾아야만 했다.

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Docker 램 점유율

개발 환경에서 Dockermysql, redis, nginx등 여러 컨테이너를 구동해야 했고, 이 때문인지 Docker는 램에 있어 압도적인 사용량을 보여주었다. 여기서 Docker만 내 노트북에서 분리한다면 노트북이 덜 고생하지 않을까? 생각했다. 물론 개발환경이 쾌적해진다는 의미이기도 하다.

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라즈베리파이 4

작업관리자

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램 업그레이드를 못한다면 다른 PC환경에서 Docker를 돌리면 간단히 해결될 것 같았다. 이 생각으로 처음엔 미니PC를 알아보았다. 그러던 중 라즈베리파이의 개선된 성능이 눈에 띄었다. 라즈베리파이4는 4GB까지 램을 고를 수 있었다. 노트북과 라즈베리파이를 동일한 네트워크에서 사용하면 Docker환경만 노트북에서 분리하고 이전과 다름없이 사용할 수 있을 것이다. 그래서 나는 이 문제의 돌파구를 찾았다고 좋아했다. 이정도면 사이드 프로젝트들의 데모 서버정도로 까지 돌릴 수 생각했고 가격도 미니PC에 비해 매우 저렴해 바로 구매했다.

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예상치 못한 문제

택배가 도착하자마자 바로 ubuntu server를 설치하고 설정을 시작했다. 여기서 예상치 못한 문제가 생기고 말았다. 내가 아무렇지 않게 사용하던 Docker Image들이 제대로 동작하지 않는 것이었다. 생각해보니 라즈베리파이의 CPU 아키텍쳐는 ARM이었던 것이다. 계속 사용해오던 일부 x86용 도커 이미지는 당연히 제대로 동작할리가 없었다. 다행히 cpu 아키텍쳐가 다름을 알게된 후로는 어렵지 않게 해결할 수 있었고 라즈베리파이와 ARM v8 64아키텍쳐를 지원하는 이미지들을 어렵지 않게 찾을 수 있었다.

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결론

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성공적이다.

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Before

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평소 개발할때 처럼 이것 저것 띄워놓고 사용했음에도 버벅이지 않고 쾌적하게 개발할 수 있게 되었다. 이 글을 통해 공유하고 싶은 것은 크게 두가지이다.

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본인이 Docker를 사용하고 개발PC가 버거워 하지만 이 글의 경우처럼 업그레이드를 할 수 없는 경우라면 라즈베리 파이를 이용해 보는것은 좋은 선택이라고 생각한다.

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사실 두번째가 더 중요하다. 기존의 x86 기반 PC에서 사용하던 일부 Docker 이미지들은 사용할 수 없을 수 있다는 점이다. 이 외에도 다른 문제들이 있을 수 있지만, 적어도 DockerHub에서 Docker 이미지가 지원하는 아키텍쳐의 종류를 확인해 볼 수 있으니 꼭 확인해 보고 결정했으면 좋겠다.

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만약 ARM아키텍쳐를 지원하지 않는다면 대안을 찾아 볼 수 도 있다. rpi-arm- 같은 접두사를 붙혀 검색해 보면 다양한 대안을 찾아 볼 수 있을 것이다. 내 경우에는 node.js 에서 npm install 부터 문제가 발생했는데, official 이미지의 alpine 버전을 이용함으로써 해결할 수 있었다. 이렇듯이, 본인이 사용하는 Docker이미지가 지원한다면, Raspberry Pi를 이용해 개발 환경을 쾌적하게 할 수 는 있으나 Docker 이미지가 라즈베리파이를 지원하지 않을 수 있다는 점은 명심해야 한다.

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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/2020/06/09/ES7-\354\235\264\354\203\201\354\235\230-TypeScript\354\231\200-JavaScript\354\227\220\354\204\234-Singleton-\355\214\250\355\204\264\354\235\200-\354\226\264\353\226\273\352\262\214-\354\223\270\352\271\214/index.html" "b/2020/06/09/ES7-\354\235\264\354\203\201\354\235\230-TypeScript\354\231\200-JavaScript\354\227\220\354\204\234-Singleton-\355\214\250\355\204\264\354\235\200-\354\226\264\353\226\273\352\262\214-\354\223\270\352\271\214/index.html" new file mode 100644 index 000000000..6d903e256 --- /dev/null +++ "b/2020/06/09/ES7-\354\235\264\354\203\201\354\235\230-TypeScript\354\231\200-JavaScript\354\227\220\354\204\234-Singleton-\355\214\250\355\204\264\354\235\200-\354\226\264\353\226\273\352\262\214-\354\223\270\352\271\214/index.html" @@ -0,0 +1,450 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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+ + + + + +
+ + + + + + +
+ + + +

싱글톤 패턴

Singleton패턴에 대해서는 간단히만 살펴보고 넘어가도록 하겠습니다. 싱글톤 패턴은 소프트웨어 디자인 패턴의 한 종류 입니다. 싱글톤 패턴에서 클래스는 생성자를 여러차례 호출 하더라도 실제로는 처음 생성된 객체 하나이고, 이후 호출 되는 생성자는 앞에서 생성된 동일한 객체를 리턴합니다. 위와 같은 디자인 패턴을 Singleton Pattern이라고 합니다. ES7 이후의 자바스크립트를 이용하면 쉽게 이러한 패턴을 사용할 수 있습니다. 이제 본격적으로 자바스크립트에서 싱글톤 패턴을 이용하는 방법을 알아 보겠습니다.

+

+

자바스크립트 ES7이상에서의 SingleTon

ES7버전 부터는 static프로퍼티를 사용할 수 있게 되었습니다. 따라서 flag역활을 하는 instance 정적 프로퍼티를 클래스 안에 포함시킬 수 있게 되었습니다. 아래와 같이 instanceSingleTon 클래스의 생성된 객체를 가리킵니다. 조건 분기를 통해 이미 생성된 인스턴스가 있는경우 이미 생성된 인스턴스를 instance 가 가리키고 있으므로 instancereturn합니다. 만약 그렇지 않은 경우라면 막 생성된 객체를 instance가 가리키도록 만듭니다. 이러한 과정을 통해 하나의 인스턴스만 생성되도록 할 수 있습니다.

+
singleton.js
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export default class SingleTon {
static instance;

constructor() {
if (SingleTon.instance) {
return SingleTon.instance;
}

SingleTon.instance = this;

}
}

+ +

아래는 테스트를 위한 코드입니다.

+
test.js
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import SingleTon from './SingleTon.js';

let one = new SingleTon();
let theOther = new SingleTon();

console.log(one === theOther); // true

+ +

위의 결과는 true가 나오는 것을 확인할 수 있습니다. 이로써 Singleton 클래스의 생성자가 여러번 호출 되었지만 하나의 동일한 인스턴스를 참조하는 것을 확인할 수 있습니다.

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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/2020/07/03/\353\271\204\354\245\254\354\226\274-\354\212\244\355\212\234\353\224\224\354\230\244-\354\275\224\353\223\234\353\245\274-\353\270\214\353\235\274\354\232\260\354\240\200\354\227\220\354\204\234-\354\235\264\354\232\251\355\225\230\352\263\240-code-server-\353\217\204\354\273\244\354\227\220\354\204\234-\352\270\260\353\263\270\355\217\254\355\212\270-\353\263\200\352\262\275-\355\225\230\353\212\224-\353\260\251\353\262\225/index.html" "b/2020/07/03/\353\271\204\354\245\254\354\226\274-\354\212\244\355\212\234\353\224\224\354\230\244-\354\275\224\353\223\234\353\245\274-\353\270\214\353\235\274\354\232\260\354\240\200\354\227\220\354\204\234-\354\235\264\354\232\251\355\225\230\352\263\240-code-server-\353\217\204\354\273\244\354\227\220\354\204\234-\352\270\260\353\263\270\355\217\254\355\212\270-\353\263\200\352\262\275-\355\225\230\353\212\224-\353\260\251\353\262\225/index.html" new file mode 100644 index 000000000..7a527c836 --- /dev/null +++ "b/2020/07/03/\353\271\204\354\245\254\354\226\274-\354\212\244\355\212\234\353\224\224\354\230\244-\354\275\224\353\223\234\353\245\274-\353\270\214\353\235\274\354\232\260\354\240\200\354\227\220\354\204\234-\354\235\264\354\232\251\355\225\230\352\263\240-code-server-\353\217\204\354\273\244\354\227\220\354\204\234-\352\270\260\353\263\270\355\217\254\355\212\270-\353\263\200\352\262\275-\355\225\230\353\212\224-\353\260\251\353\262\225/index.html" @@ -0,0 +1,451 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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+ + + +

code-server란 무엇인가

vscode(비쥬얼 스튜디오 코드)는 TypeScriptelectron을 이용해 개발되었고, electronchromium기반이기 때문에 포팅을 통해 웹에서 동작하도록 구현 한 것입니다. 그렇기때문에 웹의 장점을 살려, 웹 브라우저를 사용할 수 있는 스마트폰, 테블릿PC, 데스크탑 등 모든 기기에서 vscode를 이용할 수 있습니다.

+

Code-Server

+

Docker 로 code-server 시작하기

아래의 명령어로 바로 code-server를 시작할 수 있습니다.

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docker run -it -p 127.0.0.1:8080:8080 \
-v "$PWD:/home/coder/project" \
-u "$(id -u):$(id -g)" \
codercom/code-server:latest
+ +

+

만약 8080 포트를 이미 점유중이라면 어떨까요?

code-server의 기본 포트는 8080번 으로 되어있습니다. 하지만 만약에 본인의 서버에서 다른 서비스가 8080을 사용하고 있다면 어떻게 할까요?

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sudo docker run -it \
-p 4107:4107 \
-v "${PWD}/yunbin:/home/coder/" \
codercom/code-server:latest --bind-addr=0.0.0.0:4107
+ +

위와 같이 --bind-addr 옵션을 통해 사용할 포트를 지정해줄 수 있습니다. 위에 예시에서는 4107 포트를 이용하였는데, 이부분을 원하는 포트로 바꿔주시면 됩니다.

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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/2020/08/07/node-cron \353\252\250\353\223\210\354\235\204-\354\235\264\354\232\251\355\225\264-\354\212\244\354\274\200\354\245\264\353\247\201\355\225\230\353\212\224-\353\260\251\353\262\225/index.html" "b/2020/08/07/node-cron \353\252\250\353\223\210\354\235\204-\354\235\264\354\232\251\355\225\264-\354\212\244\354\274\200\354\245\264\353\247\201\355\225\230\353\212\224-\353\260\251\353\262\225/index.html" new file mode 100644 index 000000000..c95eea70b --- /dev/null +++ "b/2020/08/07/node-cron \353\252\250\353\223\210\354\235\204-\354\235\264\354\232\251\355\225\264-\354\212\244\354\274\200\354\245\264\353\247\201\355\225\230\353\212\224-\353\260\251\353\262\225/index.html" @@ -0,0 +1,499 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + node-cron 모듈을 이용해 스케쥴링하는 방법 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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node-cron

먼저 cronUnix기반 운영체제에서 사용되는 가장 유명한 스케쥴러중 하나입니다. node-cron 모듈을 이용하면 모든 crontab 구문으로 작업을 예약하고 스케쥴링할 수 있습니다. node-cron 모듈은 순수 자바스크립트의 작업 스케쥴러로 Unix기반이 아닌 운영체제에서도 사용할 수 있습니다.

+

node-cron 설치

1
npm install --save node-cron
+ +

사용 방법

아래 함수를 사용해 간단히 사용할 수 있습니다.

+
1
cron.schedule(expression, function, options)
+ +

매개변수

매개변수의 내용은 다음과 같습니다.

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    +
  • expression string: Cron 표현식
  • +
  • function Function: 실행될 작업
  • +
  • options Object: 작업 스케쥴링의 설정 (선택)
  • +
+

options

    +
  • scheduled: true / false, 생성된 작업의 예약 여부 (기본: true)
  • +
  • timezone: 작업 스케쥴링에 사용되는 타임존
  • +
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const cron = require('node-cron');

cron.schedule('* * * * *', () => {
console.log('running a task every minute');
});
+ +

+

Cron 구문

cron.scheule()의 첫번째 매개변수로 들어가는 cron 구문에서 사용 할 수 있는 옵션에 대해 알아보겠습니다.

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# ┌────────────── second (optional)
# │ ┌──────────── minute
# │ │ ┌────────── hour
# │ │ │ ┌──────── day of month
# │ │ │ │ ┌────── month
# │ │ │ │ │ ┌──── day of week
# │ │ │ │ │ │
# │ │ │ │ │ │
# * * * * * *
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
fieldvalue
second0-59
minute0-59
hour0-23
day of month1-31
month1-12 (or names)
day of week0-7 (or names, 0 or 7 are sunday)
+

스케쥴러를 정지하는 방법

stop()을 이용하여 정지할 수 있고, start()를 사용해 작업 스케쥴링을 시작할 수 있습니다.

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const cron = require('node-cron');

const task = cron.schedule('* * * * *', () => {
console.log('will execute every minute until stopped');
});

task.stop();
+ +

스케쥴러를 완전히 제거하는 방법

destroy()를 이용해 정지한 후, 완전히 제거할 수 있습니다.

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const cron = require('node-cron');

const task = cron.schedule('* * * * *', () => {
console.log('will not execute anymore, nor be able to restart');
});

task.destroy();
+ + + + + + +

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밥 먹은지 23년, 앞으로 더 많이 먹고싶어요. +
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사용자의 입력을 절대 신뢰하지 마라!

개발자가 모든 일반 유저가 본인의 의도대로 입력값을 주어줄 것이라는 믿음을 갖고 있다면 다양한 문제가 발생할 수 있습니다. 사용자가 실수로 의도치 않은 값을 입력할 경우, 예기치 않은 오류가 발생할 수도 있고 사용자가 고의로 악의적인 값을 입력한다면 여러분의 코드에 보안 문제가 발생할 수 있습니다. 따라서 이러한 문제를 근본적으로 막아줄 수 있는 방법이 필요합니다.

+

사용자의 입력값을 검사하자

일반 유저의 값을 신뢰하지 않는다면 무엇을 해야할까요? 사용자가 입력하는 값을 철저히 검사하는 방법이 있습니다. npm에서 사용자의 입력을 검증하는 수많은 패키지를 확인할 수 있습니다. 이 글에서는 여러 패키지 중에서 express-validator를 살펴보겠습니다.

+

express-validator

설치 방법

1
npm install express-validator
+ +

+

사용 방법

간단히 새로운 유저를 데이터베이스에 추가하는 코드를 보겠습니다.

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const express = require('express');
const app = express();

app.use(express.json());
app.post('/user', (req, res) => {
User.create({
username: req.body.username,
password: req.body.password
}).then(user => res.json(user));
});
+ +

이런 코드는 사용자의 입력값을 아무런 검증 없이 바로 데이터 베이스에 추가 하게 됩니다. 앞서말한 문제들을 해결하기 위해 express-validator를 이용할 수 있습니다.

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// 검증을 위한 코드를 제외하고 생략
const { body, validationResult } = require('express-validator');

app.post('/user', [
// username은 이메일 주소
body('username').isEmail(),
// 비밀번호는 최소 5자 이상
body('password').isLength({ min: 5 })
], (req, res) => {
// 이 요청에서 유효성 오류를 찾아 편리한 기능이 있는 객체로 wrapping합니다.
const errors = validationResult(req);
if (!errors.isEmpty()) {
// 검증에 문제가 있는 경우, 다음 작업을 진행하지 않고 유저에게 에러 정보를 반환합니다.
return res.status(400).json({ errors: errors.array() });
}

// 바로 위 조건에서 검증에 문제가 있는경우 return 되었기 때문에, if문 이후로는 데이터가 검증된 상태임을 의미합니다.
User.create({
username: req.body.username,
password: req.body.password
}).then(user => res.json(user));
});
+ +

위의 코드에 대한 설명은 주석을 참고하시기 바랍니다. 위의 예시에서는 isEmail()과 같은 표준 validator를 이용하였습니다. 이 외의 표준 validator는 아래와 같습니다.

+
    +
  • isInt: 주어진 문자열이 정수인지 확인합니다.
  • +
  • isEmail: 주어진 문자열이 이메일 형식인지 검증합니다.
  • +
  • contains: 주어진 문자열을 포함하는지 검증합니다.
  • +
  • equals: 문자열이 일치하는지 검증합니다.
  • +
  • isCreditCard: 주어진 문자열이 신용카드 번호인지 검증합니다.
  • +
  • isDate: 주어진 문자열이 유효한 날자 형식인지 검증합니다. 예) [2002-07-15, new Date()].
  • +
  • isEmpty: 주어진 문자열의 길이가 0인지 검증합니다.
  • +
+

이외의 매우 다양한 표준 validator가 존재함으로 더 많은 validator여기를 확인해주세요.

+

의도되지 않은 입력값에 의해 검증에 실패하는 경우, 서버는 아래와 같이 응답합니다.

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{
"errors": [{
"location": "body",
"msg": "Invalid value",
"param": "username"
}]
}
+ +

표준 validator이외에 커스텀 validator를 이용하는 방법을 알고싶다면 다음 게시글을 확인해주세요.

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Express-Validator의 Custom Validator

express-validator는 편리한 기본 validator를 제공합니다. 하지만 실제 애플리케이션에서는 충분하지 않을 수 있습니다. 이 경우, 사용자가 validator를 커스텀하여 작성할 수 있습니다.

+

Custom Validator

Custom Validator.custom() 체인 메서드를 이용해 구현할 수 있습니다. Custom Validator는 비동기 유효성 검사를 나타내기 위해 Promise를 반환하고 사용자 지정 오류 메세지를 사용하기 위해 어떤 값을 throw하거나 reject할 수 있습니다. 여기서 만약 Custom Validator가 비동기적으로 Promise를 반환한다면 field가 유효하지 않는다는 것을 나타내기 위해 reject해야합니다.

+

예시

입력된 email 값이 이미 사용중인 email 주소인지 검증합니다. 이 예시에서 이미 사용중인 이메일이 있는 경우, Promisereject합니다.

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const { body } = require('express-validator');

app.post('/user', body('email').custom(value => {
return User.findUserByEmail(value).then(user => {
if (user) {
return Promise.reject('이미 사용중인 이메일 주소입니다.');
}
});
}), (req, res) => {
// 사용자의 요청을 처리합니다.
});
+ +

+

예시2

회원가입중에 비밀번호비밀번호 확인값이 일치하는지 검증합니다. 이 validatorPromisereturn하지 않고 true값을 리턴하여 synchronous (동기)적으로 처리합니다.

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const { body } = require('express-validator');

app.post('/user', body('passwordConfirmation').custom((value, { req }) => {
if (value !== req.body.password) {
throw new Error('비밀번호 확인이 일치하지 않습니다.');
}

// 이 동기 custom validator의 성공을 나타냅니다.
return true;
}), (req, res) => {
// 사용자의 요청을 처리합니다.
});
+ + + +

위와 같은 방법으로 이전글에서 소개한 표준 validator 이외에 Custom Validator를 사용하여 사용자의 요청을 안전하게 처리할 수 있습니다.

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메모리 누수

메모리 누수는 new등으로 동적할당한 메모리를 올바르게 할당 해제 하지 않는 경우 발생합니다. 적은 메모리 누수는 초반에 알아차리기 힘들지만 시간이 흐르고 나서 메모리가 부족해 지고, 성능 저하에서 치명적인 오류까지 발생할 수 있습니다.

+

C++에서 메모리 누수 확인

따라서 메모리 누수를 확인하고 올바르게 할당을 해제하여 위와 같은 문제를 방지할 수 있습니다. Visual StudioCRT 라이브러리(C 런타임 라이브러리)를 이용하여 메모리 누수를 감지할 수 있습니다.

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#define _CRTDBG_MAP_ALLOC
#include <stdlib.h>
#include <crtdbg.h>
+ +

코드 상단에 위의 코드를 작성하여 디버그 힙 함수를 사용하도록 설정한후 프로그램 종료지점에서 CrtDumpMemoryLeaks를 호출하면 메모리 누수에 대한 보고서를 확인할 수 있습니다.

+

+

예시 1

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#define _CRTDBG_MAP_ALLOC
#include <stdlib.h>
#include <crtdbg.h>

int main(void) {
char* a = new char[1024];

_CrtDumpMemoryLeaks();
return 0;
}
+ +

위에 코드에서 char형의 1024바이트의 배열을 생성한 후, 할당 해제하지 않았으므로 메모리 누수가 발생합니다. 비쥬얼 스튜디오에서 F5를 눌러 디버깅을 시작하면 종료후에 출력창에서 결과를 확인할 수 있습니다.

+

예시 화면 1

+

보고서 분석

    +
  • 메모리 할당 번호(81)
  • +
  • 블록 형식(normal).
  • +
  • 16진수 메모리 위치(0x015908C0).
  • +
  • 블록 크기(1024 bytes).
  • +
  • 블록 내 데이터의 처음 16바이트(16진수 형식)
  • +
+

예시 2

위의 예시에서는 메모리 누수가 발생한 위치를 알려주지 않습니다. 메모리 누수가 발생하는 위치를 알고싶다면, new연산자의 블록 형식, 파일, 줄번호를 매개변수로 사용하는 오버로드를 사용해야합니다.

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#ifdef _DEBUG
#define new new ( _NORMAL_BLOCK , __FILE__ , __LINE__ )
#endif
+ +

위의 코드를 배치하여 new연산자를 위의 오버로드로 정의합니다.

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#define _CRTDBG_MAP_ALLOC
#include <stdlib.h>
#include <crtdbg.h>

#ifdef _DEBUG
#define new new ( _NORMAL_BLOCK , __FILE__ , __LINE__ )
#endif

int main(void) {
char* a = new char[1024];

_CrtDumpMemoryLeaks();
return 0;
}
+ +

예시 화면 1

+

이제 메모리 누수에 대한 파일과 코드의 라인수등과 같이 더 자세한 정보를 보여주는 보고서를 확인할 수 있습니다.

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트라이(Trie)

Trie는 문자열 집합을 표현과 검색에 특화된 트리 구조의 자료구조입니다. Trie를 이용하면 검색하려는 문자열의 길이를 M이라 할때 문자열을 O(M)시간에 검색할 수 있습니다. 만약 배열에서 특정 문자열을 찾고자 한다면 O(N)만큼의 시간이, 이진 탐색을 하더라도 O(logN)시간이 필요합니다. 이에 비하면 Trie 구조는 문자열 검색에 있어 문자열의 길이만큼 소모 되므로 문자열 검색에 매우 특화되어 있음을 알 수 있습니다.

+

구조

구현을 하기전에 개념부터 알아보겠습니다. 루트 노드는 어떠한 단어도 가지지 않고 루트 노드의 아래부터 문자열의 접두사(prefix) 가 하나씩 이어지게 됩니다. 이러한 특징때문에 Trie접두사 트리(Prefix Tree)라고 불리기도 합니다.

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{ 
"ABSORB",
"ABSORBED" ,
"ABSTRACT",
"ABSTENTION",
"ACCESS",
"ACCESSIBLE",
"GOOD",
"GOODNESS",
"GOOGLE"
}
+ +

위의 문자열 집합을 가지고 있다고 가정할 때 아래의 그림은 Trie를 시각화한 것입니다. 아래에 그림에서 연두색 노드는 문자열의 말단을 의미합니다. 즉, 루트 노드의 자식노드 부터 연두색의 노드까지의 접두사들이 모여 하나의 단어를 이루게 되는 것입니다.

+

Trie 시각화

+

+

구현

개념을 알아보았으니 구현을 해보도록 하겠습니다. Trie구조에 노드가 되는 부분 부터 정의하도록 합시다.

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#define N_ALPHABATS 26
-----------------------------
TrieNode* child[N_ALPHABATS];
bool isTerm;
+ +

앞서 설명한 개념과 같이 위의 두개의 맴버 변수만 가지면 됩니다. 자식노드를 담고 있는 child 배열은 26의 길이를 가지며 이는 알파벳의 개수로 숫자 집합의 문자열을 가진다면 0~9까지 길이 10과 같이 적절한 길이를 주면 됩니다. isTermbool 타입으로 단어의 말단여부를 나타내고 true라면 단어의 끝이 됩니다. 위의 그림에서 초록색 노드가 true인 경우입니다. 따라서 위의 그림에서도 ABSTENTrie에 포함되지만 ABSTEN의 말단인 N이 Trie의 말단이 아니기때문에 단어가 아니라는 것을 의미합니다.

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#define N_ALPHABATS 26

class TrieNode {
public:
TrieNode* child[N_ALPHABATS];
bool isTerm;

TrieNode() {
isTerm = false;

for (int i = 0; i < N_ALPHABATS; i++) {
child[i] = NULL;
}
}

~TrieNode() {
for (int i = 0; i < N_ALPHABATS; i++) {
if (child[i] != NULL) {
delete child[i];
}
}
}

int toNum(char c) {
return tolower(c) - 'a';
}

void insert(const char* words) {
if (*words == '\0') {
isTerm = true;
return;
}

int next = toNum(*words);

if (child[next] == NULL) {
child[next] = new TrieNode;
}

child[next]->insert(words + 1);
}

bool find(const char* words) {
if (*words == '\0') {
return isTerm;
}

int next = toNum(*words);
if (child[next] == NULL) {
return false;
}

return child[next]->find(words + 1);
}
};
+ +

생성자에서 isTermfalse로, child는 모두 NULL로 초기화 합니다. 소멸자에서는 동적할당한 메모리를 해제합니다. toNum(char c) 메서드는 A~Z 까지 대소문자를 구분하지 않고 0 ~ 25로 대응시킵니다. 이 메서드는 각 알파벳의 자식 노드가 있는 배열의 인덱스를 찾기 위해 필요합니다.

+

void insert(const char* words) 메서드는 단어의 각 접두사를 자식노드에 하나씩 추가하고 단어의 말단 부분에서는 isTermtrue로 표시하여 단어의 끝임을 나타냅니다. 접두사에 해당되는 자식노드가 NULL이라면 새로 할당합니다. word + 1은 포인터로 현재 word다음의 접두사인 문자를 가리케 됩니다. 예를 들면 GOOD에서 word가 가리키는 부분이 G라면 word + 1char 사이즈 만큼 다음 주소를 가리키므로 O가 됩니다. 이를 반복하면 Trie에 새로운 단어를 추가할 수 있습니다.

+

bool find(const char* words) 메서드는 Trie가 해당 문자열을 갖고 있는지 여부를 확인하여 반환합니다. 문자열 접두사를 하나씩 따라 자식노드로 이동하고 문자열의 말단 \0에서 Trie 노드의 isTerm을 반환합니다. 이는 isTermtrue인 경우, Trie가 해당 문자열을 갖고 있다고 판단 할 수 있고 따라서 true를 반환합니다.

+

+

테스트

아래의 테스트 코드를 통해 위에서 구현한 Trie가 잘 작동하는지 확인하도록 하겠습니다.

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int main(void) {
TrieNode root;

string words[18];

words[0] = "ABSORB";
words[1] = "ABSORBED";
words[2] = "ABSTRACT";
words[3] = "ABSTENTION";
words[4] = "ACCESS";
words[5] = "ACCESSIBLE";
words[6] = "GOOD";
words[7] = "GOODNESS";
words[8] = "GOOGLE";
words[9] = "ABSO";
words[10] = "ABSOR";
words[11] = "ABST";
words[12] = "ABSTENT";
words[13] = "ACCE";
words[14] = "ACCESSIE";
words[15] = "OD";
words[16] = "NESS";
words[17] = "GOGLE";

for (int i = 0; i <= 8; i++) {
root.insert(words[i].c_str());
}

for (int i = 0; i <= 17; i++) {
if (root.find(words[i].c_str())) {
cout << words[i] << "가 존재합니다." << endl;
}
else {
cout << words[i] << "가 존재하지 않습니다." << endl;
}
}

return 0;
}
+ + + +

결과

실행 결과

+

단점

Trie는 문자열 탐색에 있어 매우 빠른 속도를 가지지만 공간복잡도에 있어서는 접두사를 나타내는 모든 노드에서 포인터 배열을 가지므로 O(포인터 크기 * 자식 노드 배열 길이 * 트라이 노드의 총 개수)가 됩니다. 이를 감안하고 빠른 문자열 탐색이 필요한 경우 좋은 선택이 될 수 있습니다.

+

Trie 활용

Trie는 문자열의 Prefix를 판단하거나 탐색할때 매우 빠른 속도로 이용할 수 있습니다. 알고리즘 문제를 해결하기 위해서 사용되는 경우도 종종 있습니다. 예를 들어 아래의 백준 5052번 [전화번호 목록]에서 이용될 수 있습니다.

+

전화번호 목록 <- 백준 문제로 바로 가기

+

위 문제에서 Trie를 이용한 풀이가 궁금하다면 제 Github풀이를 참고해주세요.

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밥 먹은지 23년, 앞으로 더 많이 먹고싶어요. +
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bits/stdc++.h

bits/stdc++.h 헤더파일에는 표준 라이브러리가 모두 포함되어 있습니다. 또한 백준과 같은 온라인 Judge 에서는 해당 헤더파일을 지원합니다. 따라서 문제 풀이에서

+
1
2
3
4
#include <iostream>
#include <vector>
#include <algorithm>
// ...
+ +

등을 작성하는 반복작업의 낭비되는 시간을 줄여 문제풀이 시간을 조금이나마 늘릴 수 있습니다. 하지만 사용하지 않는 헤더파일도 모두 include하게 되므로 컴파일 시간이 길어 질 수 있습니다. 그럼에도 알고리즘 문제 풀이에 있어서는 풀이에 집중할 수 있고 시간을 절약할 수 있어 꽤 매력적이라고 봅니다. 알고리즘 문제 풀이에서 유용하게 사용될 지라도 앞서 말한 것과 같이 컴파일 시간이 길어지고 프로그램의 크기가 커질 수 있으므로 개발환경과 프로덕션 환경에서는 사용하지 말아야합니다.

+

+

Visual Studio 에서 사용하기

bits/stdc++.h 헤더파일은 GNU C++ 라이브러리의 표준이 아니기 떄문에 GCC 가 아닌 경우, 예를 들어 비주얼 스튜디오같은 경우에서는 컴파일이 불가능합니다. 따라서 비주얼 스튜디오에서도 사용하고자 한다면 초기에 일련의 작업을 해주어야 합니다.

+
1
C:\Program Files (x86)\Microsoft Visual Studio\2019\Community\VC\Tools\MSVC\14.27.29110\include
+ +

14.27.29110 부분은 본인의 컴퓨터에 맞게 이동하면 됩니다.

+
    +
  1. 위의 경로로 이동합니다.
  2. +
  3. 위의 경로에서 bits의 이름으로 하위폴더를 생성합니다.
  4. +
  5. 아래의 stdc++.h를 다운받습니다.
  6. +
  7. 다운 받은 헤더파일일을 bits 폴더에 복사합니다.
  8. +
+

stdc++.h 구글드라이브 바로가기

+

이제 비주얼 스튜디오에서도 #include <bits/stdc++.h를 사용할 수 있게 되었습니다.

+
1
#include <bits/stdc++.h>
+ +

위와 같이 헤더파일을 include 하면 표준 라이브러리의 경우 따로 include 하지 않아도 사용할 수 있게 되었습니다.

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밥 먹은지 23년, 앞으로 더 많이 먹고싶어요. +
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Categories

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+ 창윤빈 (Yunbin Chang). All right reserved +
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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/2020/11/04/C-STL-\354\273\250\355\205\214\354\235\264\353\204\210-\354\232\224\354\225\275-\354\240\225\353\246\254/index.html" "b/2020/11/04/C-STL-\354\273\250\355\205\214\354\235\264\353\204\210-\354\232\224\354\225\275-\354\240\225\353\246\254/index.html" new file mode 100644 index 000000000..0d6d8bd93 --- /dev/null +++ "b/2020/11/04/C-STL-\354\273\250\355\205\214\354\235\264\353\204\210-\354\232\224\354\225\275-\354\240\225\353\246\254/index.html" @@ -0,0 +1,597 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + [C++] STL 컨테이너 요약 정리 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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STL 컨테이너

STL은 Standard Template Library의 약자로 C++ 에서 자료구조와 알고리즘의 Generic Programming (일반화 프로그래밍) 개념을 구현하기 위해 개발 된 C++ 라이브러리입니다. 이러한 STL 라이브러리의 종류와 컨데이너의 특성 및 사용법등을 정리해두려 합니다.

+

+

구성요소

    +
  • 반복자 : STL 컨테이너의 원소들을 가리키는 포인터
  • +
  • 컨테이너: 데이터를 저장 및 관리를하는 클래스
  • +
  • 알고리즘 : STL에서 제공하는 함수
  • +
+

+

STL 컨테이너 종류

    +
  1. 시퀀스 컨테이너
      +
    1. 데이터를 선형적으로 저장합니다.
    2. +
    3. vector, list, dequeue …
    4. +
    +
  2. +
  3. 연관 컨테이너
      +
    1. 일정 규칙에 따라 조직화된 컨테이너입니다.
    2. +
    3. set, multiset, map …
    4. +
    +
  4. +
  5. 어뎁터 컨테이너
      +
    1. 시퀀스나 연관 컨테이너를 변형하여 정해진 방식으로 관리합니다.
    2. +
    3. stack, queue …
    4. +
    +
  6. +
+

+

+

시퀀스 컨테이너

시퀀스 컨테이너는 데이터를 선형적으로 저장하고 삽입된 요소의 순서가 그대로 유지됩니다.

+

+

벡터 (vector)

일반적인 배열은 배열의 길이가 정적인 특징의 단점을 극복하기 위한 컨테이너로 요소가 추가되거나 삭제될때 자동으로 메모리를 재할당 하고 크기를 동적으로 바꿉니다.

+
문법
1
2
#include <vector>
vector<Type> name(초기크기);
+ +

vector의 초기 크기를 지정하지 않으면 빈 백터를 생성합니다.

+
함수
    +
  1. size() : 컨테이너에 저장된 요소의 개수를 반환
  2. +
  3. push_front() : 맨 처음에 원소를 추가
  4. +
  5. push_back() : 맨 끝에 원소를 추가
  6. +
  7. pop_front() : 첫번째 원소를 제거
  8. +
  9. pop_back() : 마지막 원소를 제거
  10. +
  11. begin() : 컨테이너의 첫 요소를 가리키는 반복자를 반환
  12. +
  13. end() : 컨테이너의 마지막 요소 바로 다음을 가리키는 반복자를 반환
  14. +
  15. empty() : 컨테이너가 비었는지 확인
  16. +
+

+

데크(deque)

dequeue는 양방향 큐를 의미하며, 양쪽에 끝이 있는 큐입니다. 이 컨테이너를 이용하면 양끝에서 삽입과 삭제를 빠르게 할 수 있습니다. vector와 마찬가지로 동적길이를 갖습니다.

+
문법
1
2
#include <deque>
deque<Type> name(초기크기);
+ + + +
함수
    +
  1. size() : 컨테이너에 저장된 요소의 개수를 반환
  2. +
  3. front() : 첫번째 원소에 접근
  4. +
  5. back() : 마지막 원소에 접근
  6. +
  7. push_front() : 맨 처음에 원소를 추가
  8. +
  9. push_back() : 맨 끝에 원소를 추가
  10. +
  11. pop_front() : 첫번째 원소를 제거
  12. +
  13. pop_back() : 마지막 원소를 제거
  14. +
  15. begin() : 컨테이너의 첫 요소를 가리키는 반복자를 반환
  16. +
  17. end() : 컨테이너의 마지막 요소 바로 다음을 가리키는 반복자를 반환
  18. +
  19. empty() : 컨테이너가 비었는지 확인
  20. +
+

+

리스트(list)

리스트 컨테이너는 이중연결 리스트를 구현한 클래스 입니다.

+
문법
1
2
#include<list>
list<Type> name;
+ + + +
함수
    +
  1. size() : 컨테이너에 저장된 요소의 개수를 반환
  2. +
  3. front() : 첫번째 원소에 접근
  4. +
  5. back() : 마지막 원소에 접근
  6. +
  7. push_front() : 맨 처음에 원소를 추가
  8. +
  9. push_back() : 맨 끝에 원소를 추가
  10. +
  11. pop_front() : 첫번째 원소를 제거
  12. +
  13. pop_back() : 마지막 원소를 제거
  14. +
  15. begin() : 컨테이너의 첫 요소를 가리키는 반복자를 반환
  16. +
  17. end() : 컨테이너의 마지막 요소 바로 다음을 가리키는 반복자를 반환
  18. +
  19. empty() : 컨테이너가 비었는지 확인
  20. +
+

+

+

연관 컨테이너

연관 컨테이너는 Key, Value 와 같이 관련있는 데이터를 하나의 쌍으로 저장하는 컨테이너 입니다. 연관 컨테이너는 보통 균형 이진 트리나 해시 테이블을 사용하여 구현됩니다. 아래의 컨테이너들은 균형 이진 트리중 하나인 레드블랙 트리를 이용합니다.

+

+

집합(set) / 멀티 집합(multiset)

집합 컨테이너는 저장하는 데이터 그 자체를 키로 사용하는 연관 컨테이너 입니다. 내부적으로 정렬되어 있어 빠른 검색속도를 가집니다.

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set은 중복을 허용하지 않지만, multiset은 중복을 허용합니다.

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문법
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#include<set>
set<Type> name;
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함수
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  1. find() : 해당 요소를 가리키는 반복자를 반환
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  3. size() : 컨테이너에 저장된 요소의 개수를 반환
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  5. insert() : 요소를 컨테이너에 추가
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  7. erase() : 요소를 컨테이너에서 제거
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  9. begin() : 컨테이너의 첫 요소를 가리키는 반복자를 반환
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  11. end() : 컨테이너의 마지막 요소 바로 다음을 가리키는 반복자를 반환
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  13. empty() : 컨테이너가 비었는지 확인
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맵(map) / 멀티맵(multimap)

맵 컨테이너는 Key와 Value의 쌍으로 데이터를 관리하는 연관 컨테이너 입니다. 맵 컨테이너도 빠른 검색 속도를 가집니다. map은 중복을 허용하지 않지만, multimap은 중복을 허용합니다.

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문법
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#include<map>
map<KType, VType> name;
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함수
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  1. find() : 해당 요소를 가리키는 반복자를 반환
  2. +
  3. size() : 컨테이너에 저장된 요소의 개수를 반환
  4. +
  5. insert() : 요소를 컨테이너에 추가
  6. +
  7. erase() : 요소를 컨테이너에서 제거
  8. +
  9. begin() : 컨테이너의 첫 요소를 가리키는 반복자를 반환
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  11. end() : 컨테이너의 마지막 요소 바로 다음을 가리키는 반복자를 반환
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  13. empty() : 컨테이너가 비었는지 확인
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어댑터 컨테이너

어댑터 컨테이너는 기존 컨테이너의 인터페이스를 제한하거나 변형하여 만든 컨테이너 입니다. 하지만 반복자를 지원하지 않아 STL 알고리즘을 이용할 수 없습니다.

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스택(stack)

vector클래스의 인터페이스를 제한해 구현한 스택 구조를 가지는 클래스 입니다.

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문법
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#include <stack>
stack<Type> name;
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함수
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  1. size() : 컨테이너에 저장된 요소의 개수를 반환
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  3. top() : 스택의 최 상단의 요소의 참조를 반환
  4. +
  5. push() : 스택 최상단에 요소 추가
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  7. pop() : 스택 최상단에서 요소를 제거
  8. +
  9. empty() : 컨테이너가 비었는지 확인
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큐(queue)

큐는 deque클래스를 이용하여 큐를 구현한 클래스 입니다.

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문법
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#include <queue>
queue<Type> name;
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함수
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  1. size() : 컨테이너에 저장된 요소의 개수를 반환
  2. +
  3. front() : 첫번째 원소에 접근
  4. +
  5. back() : 마지막 원소에 접근
  6. +
  7. push() : 큐에 맨 마지막에 요소를 추가
  8. +
  9. pop() : 큐의 맨 앞의 요소를 제거
  10. +
  11. empty() : 컨테이너가 비었는지 확인
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우선순위 큐(priority_queue)

우선순위 큐는 vector클래스를 이용하여 힙을 구현해 우선순위큐를 구현한 클래스 입니다.

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문법
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#include <queue>
priority_queue<Type> name;
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함수
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  1. size() : 컨테이너에 저장된 요소의 개수를 반환
  2. +
  3. push() : 우선순위 큐에 요소를 추가
  4. +
  5. top() : 우선순위 큐에서 맨위의 요소에 접근
  6. +
  7. pop() : 우선순위 큐에서 맨위의 요소 제거
  8. +
  9. empty() : 컨테이너가 비었는지 확인
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다익스트라 알고리즘

다익스트라 알고리즘에 대한 개념은 쉽게 많은 정보를 찾을 수 있으니 구현과 최단 거리가 아닌 최단 경로를 구하는 방법에 대해 알아보겠습니다.

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다익스트라 요약

최단경로를 발견한 정점의 집합을 S라고 할때 다익스트라 알고리즘의 매 단계에서 집합 S에 있지 않은 정점중 가장 distance값이 가장 적은, 즉 가장 가까운 정점을 집합 S에 추가하고 그 다음, 다른 정점들의 distance값을 업데이트 합니다. 새로 가장 까운 정점으로 정점 u가 뽑혔다면 정점 u를 거쳐 다른 정점까지 가는 거리와 기존에 해당 정점까지의 거리를 비교해 거리가 더 가까운 값을 기준으로 업데이트 합니다.

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아래의 식을 보면 더 쉽게 이해할 수 있습니다. 아래의 식은 위에서 설명한 것을 식으로 나타낸 것입니다.

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1
distance[w] = min(distance[w], distance[u] + weight[u][w])
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최단경로 추적 구현

다익스트라 알고리즘을 이용하면 최단 거리는 distance 배열에 저장되어 있어 쉽게 구할 수 있습니다. 하지만 거리가 아니라 최단 경로를 구하려 한다면, 시작 정점에서부터 해당 정점까지 지나온 경로를 기록해두어야 합니다.

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아래의 C++로 구현한 코드를 보면 최단 경로가 업데이트 될 때마다 from 배열을 업데이트 하는 것을 볼 수 있습니다. from 배열은 해당 정점까지의 최단 거리가 업데이트 될때 해당 정점까지 의 거리를 업데이트시킨 바로 이전에 방문하게 되는 정점을 의미합니다. 예를 들어, from[5]는 정점 5까지의 최단 경로에서 정점 5 바로 이전에 방문하는 정점을 의미합니다.

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따라서 도착지에서 출발지까지 역순으로 재귀함수를 이용해 출력하면 쉽게 최단 경로를 구할 수 있습니다. 경로 출력에 관한 함수는 trace_path()print_path()입니다.

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쉽게 이해할 수 있도록 최대한 주석을 달아 두었으니 주석을 참고해주세요.

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#include <bits/stdc++.h>

using namespace std;

using pii = pair<int, int>;

class Graph {
public:
int n;
// 인접 정점
// first: 정점, second: 가중치
vector<pii>* adj;

Graph(int n) {
this->n = n;
adj = new vector<pii>[n];
}

// 간선 추가
void insertEdge(int u, int v, int w) {
this->adj[u].push_back(make_pair(v, w));
this->adj[v].push_back(make_pair(u, w));
}
};

class Compare {
public:
// 우선순위 큐를 위한 비교 함수
bool operator() (pii a, pii b) {
return a.second > b.second;
}
};

vector<int>* dijkstra(Graph* g, int start) {
// 최단 거리가 발견되면 true
vector<bool> found(g->n, false);

// 해당 정점까지의 거리 (default : 무한)
vector<int> distance(g->n, INT_MAX);

// 최단거리가 업데이트 될때 바로 이전에 방문하게 되는 정점
vector<int>* from = new vector<int>(g->n);

// 가장 가까운 정점을 찾기 위한 우선순위 큐
// first: 정점 번호, second: 정점까지의 거리
priority_queue<pii, vector<pii>, Compare> pq;

// 출발지의 최단거리 발견
found[start] = true;
// 출발지까지 거리 0
distance[start] = 0;

// 우선순위 큐에 넣는다.
pq.push(make_pair(start, 0));

//for (int i = 0; i < g->n; i++) {
while(!pq.empty()) {
// 가장 가까운 정점을 우선순위 큐에서 꺼낸다.
int u = pq.top().first;
pq.pop();

// 최단거리 발견
found[u] = true;
for (int j = 0; j < g->adj[u].size(); j++) {
// 정점 u의 인접정점의 최단거리 업데이트
pii v = g->adj[u][j];

if (!found[v.first]) {
if (distance[u] + v.second < distance[v.first]) {
distance[v.first] = distance[u] + v.second;
(*from)[v.first] = u;

// 우선순위 큐에 추가
pq.push(make_pair(v.first, distance[v.first]));
}
}
}
}

return from;
}

// from[n]에서 목적지까지의 정점을 재귀적으로 출력한다.
void trace_path(int s, int e, vector<int>* from) {
// 기저 조건 : 시작점과 목적지가 같은 경우
if ((*from)[e] == s) {
cout << s << " -> ";
return;

}

// 재귀호출을 통해 정점 e전의 정점에 대한 경로를 출력한다..
trace_path(s, (*from)[e], from);

// 최단경로에서 정점 e 바로 이전의 정점를 화면에 출력한다.
cout << (*from)[e] << " - > ";
}

// 마지막 목적지를 간편하게 화면의 출력하기 위해 함수 분리
void print_path(int s, int e, vector<int>* from) {
// 위의 trace_path를 호출하여 최단 경로를 출력한후,
trace_path(s, e, from);

// 목적지의 정점 번호도 출력한다.
cout << e;
}


int main(void) {
Graph* g = new Graph(7);
g->insertEdge(0, 1, 7);
g->insertEdge(1, 0, 7);
g->insertEdge(0, 4, 3);
g->insertEdge(4, 0, 3);
g->insertEdge(0, 5, 10);
g->insertEdge(5, 0, 10);
g->insertEdge(1, 4, 2);
g->insertEdge(4, 1, 2);
g->insertEdge(1, 5, 6);
g->insertEdge(5, 1, 6);
g->insertEdge(1, 2, 4);
g->insertEdge(2, 1, 4);
g->insertEdge(1, 3, 10);
g->insertEdge(3, 1, 10);
g->insertEdge(2, 3, 2);
g->insertEdge(3, 2, 2);
g->insertEdge(4, 3, 11);
g->insertEdge(3, 4, 11);
g->insertEdge(4, 6, 5);
g->insertEdge(6, 4, 5);
g->insertEdge(6, 3, 4);
g->insertEdge(3, 6, 4);
g->insertEdge(3, 5, 9);
g->insertEdge(5, 3, 9);


// 최단 경로를 구한다.
auto from = dijkstra(g, 0);

// 0부터 각 정점까지의 경로 출력
for (int i = 0; i < g->n; i++) {
cout << "0 -> " << i << " : ";
print_path(0, i, from);
cout << "\n";
}

return 0;
}
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실행 결과

다익스트라 최단 경로

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동적할당 배열 디버그

비주얼스튜디오에서 아래의 코드와 같이 동적할당한 배열은 디버깅을 하기에는 애로사항이 많습니다. a 배열은 사실상 포인터 변수로 비주얼 스튜디오는 우리가 의도한대로 배열인지, 배열이라면 배열의 크기는 몇인지 알지 못합니다. 따라서 디버깅시에 메모리 창을 보면 a 포인터가 가리키고 있는 데이터를 출력합니다.

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int main(void) {
int* a = new int[10];
for (int i = 0; i < 10; i++) {
a[i] = i;
}

return 0;
}
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디버깅 화면 1

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하지만 우리는 a포인터가 배열이기를 의도하였으니, 디버깅시에도 배열의 상태이 궁금할 것입니다. 그렇다면, 동적할당한 배열의 메모리 상태를 알고자 한다면 어떻게 해야하는지 알아보겠습니다.

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이를 가능하게 하기 위해선 단순히 Visual Studio 디버거에게 a 포인터가 해당하는 배열의 범위를 알려주면 됩니다. a 배열에서 배열의 크기는 10임으로 메모리 조사식에 a, 10을 입력하게 되면 a의 주소를 시작으로 10칸의 메모리 상태를 보여줍니다.

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디버깅 화면 2

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2차원 배열의 경우

코드를 먼저 살펴보겠습니다. 10x10 형태의 2차원 배열을 만든후, 0 ~ 99까지의 값을 대입합니다. 동적할당한 2차원배열도 마찬가지입니다.

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int main(void) {
int** a = new int*[10];
for (int i = 0; i < 10; i++) {
a[i] = new int[10];
}

int v = 0;
for (int i = 0; i < 10; i++) {
for (int j = 0; j < 10; j++) {
a[i][j] = v++;
}
}

return 0;
}
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이러한 경우라면 아래와 같이 각 인덱스마다 범위를 지정해주면 됩니다.

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디버깅 화면 3

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+ 창윤빈 (Yunbin Chang). All right reserved +
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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/2020/11/11/C-\355\224\214\353\241\234\354\235\264\353\223\234-\354\225\214\352\263\240\353\246\254\354\246\230-\352\265\254\355\230\204\352\263\274-\355\224\214\353\241\234\354\235\264\353\223\234-\354\231\200\354\203\254-\352\262\275\353\241\234-\354\266\234\353\240\245-\353\260\251\353\262\225/index.html" "b/2020/11/11/C-\355\224\214\353\241\234\354\235\264\353\223\234-\354\225\214\352\263\240\353\246\254\354\246\230-\352\265\254\355\230\204\352\263\274-\355\224\214\353\241\234\354\235\264\353\223\234-\354\231\200\354\203\254-\352\262\275\353\241\234-\354\266\234\353\240\245-\353\260\251\353\262\225/index.html" new file mode 100644 index 000000000..8b68b0062 --- /dev/null +++ "b/2020/11/11/C-\355\224\214\353\241\234\354\235\264\353\223\234-\354\225\214\352\263\240\353\246\254\354\246\230-\352\265\254\355\230\204\352\263\274-\355\224\214\353\241\234\354\235\264\353\223\234-\354\231\200\354\203\254-\352\262\275\353\241\234-\354\266\234\353\240\245-\353\260\251\353\262\225/index.html" @@ -0,0 +1,463 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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플로이드 와샬 알고리즘

플로이드 와샬 알고리즘에 대한 개념은 쉽게 많은 정보를 찾을 수 있으니 구현과 최단 거리가 아닌 최단 경로를 구하는 방법에 대해 알아보겠습니다.

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플로이드 와샬 요약

하나의 정점에서 다른 모든 정점까지의 거리를 구하는 다익스트라 알고리즘과 달리 플로이드-워셜(Floyd Warshall) 알고리즘은 그래프 내의 모든 정점에서 모든 각 정점까지의 최단 거리를 구하는 알고리즘 입니다. 반복문 3개로 비교적 쉽게 구할 수 있으며 O(n^3)의 시간 복잡도를 갖습니다.

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  1. k : 경유 정점
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  3. i : 출발 정점
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  5. j : 도착 정점
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의 순서로 반복문 3개로 아래와 같이 i에서 출발해 정점 k를 경유하여 j 까지 가는 경우가 더 가깝다면 A를 더 가까운 정점으로 업데이트 합니다. 즉, 간단히 말해 아래와 같이 기존의 A[i][j]A[i][k] + A[k][j] 중 더 작은 값이 A[i][j]의 값이 됩니다.

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A[i][j] = min(A[i][k] + A[k][j], A[i][j])
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최단경로 추적 구현

플로이드 와샬 알고리즘을 이용하면 최단 거리는 A배열에 저장되어 있어 A[i][j]의 형태로 정점 i부터 j까지의 최단 경로를 쉽게 구할 수 있습니다.

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하지만 최단 거리가 아니라 최단 경로를 구하려면 경로를 따로 기록해두어야 합니다. 아래의 C++로 구현한 코드를 보면 최단 경로가 업데이트 될 때 마다 next 배열을 업데이트 하는 것을 볼 수 있습니다. next 배열은 현재 정점 i에서 도착 정점 j까지 가기위한 정점 i다음에 방문할 정점을 의미합니다. 따라서 next 배열에 A배열의 값이 업데이트 될때마다 기록을 해두어야 합니다.

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예를 들어, next[5][3]은 정점 5에서 정점 3까지 가기 위해 정점 5 다음에 방문해야할 정점의 정점 번호를 의미합니다.

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따라서 출발지에서 도착지까지 재귀함수를 이용해 출력하면 쉽게 최단 경로를 구할 수 있습니다. 경로 출력에 관한 함수는 trace_path()print_path()입니다.

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쉽게 이해할 수 있도록 최대한 주석을 달아 두었으니 주석을 참고해주세요.

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#include <bits/stdc++.h>

using namespace std;

using pii = pair<int, int>;

class Graph {
public:
int n;
// 인접 정점
// first: 정점, second: 가중치
vector<pii>* adj;

Graph(int n) {
this->n = n;
adj = new vector<pii>[n];
}

// 간선 추가
void insertEdge(int u, int v, int w) {
this->adj[u].push_back(make_pair(v, w));
this->adj[v].push_back(make_pair(u, w));
}
};

// Floyd
vector<vector<int>>* floyd(Graph* g) {
vector<vector<int>> A(g->n, vector<int>(g->n, INT_MAX));

// next[i][j] : 정점 j까지 가기위한 정점 i다음에 방문할 정점
vector<vector<int>>* next = new vector<vector<int>>(g->n, vector<int>(g->n));

// 주어진 그래프의 초기 A와 next 행렬의 값 업데이트
for (int i = 0; i < g->n; i++) {
A[i][i] = 0; // 자신까지의 최단경로 = 0

for (pii a : g->adj[i]) {
A[i][a.first] = a.second;
(*next)[i][a.first] = a.first;
}
}

// i: 출발 노드, j: 도착 노드, k: 경유 노드
for (int k = 0; k < g->n; k++) {
for (int i = 0; i < g->n; i++) {
for (int j = 0; j < g->n; j++) {
// (i -> k) 나 (k -> j) 까지 도달할 수 없는 경우
if (A[i][k] == INT_MAX || A[k][j] == INT_MAX) {
continue;
}

// k정점을 거쳐가는 경로가 더 가깝다면 업데이트
if (A[i][k] + A[k][j] < A[i][j]) {
A[i][j] = A[i][k] + A[k][j];

// A가 업데이트 될때 next도 업데이트
(*next)[i][j] = (*next)[i][k];
}
}
}
}

return next;
}

// 정점 u에서 v까지 갈때 다음번에 방문해야할 정점을 출력
void trace_path(int u, int v, vector<vector<int>>* next) {
// 출발지와 도착지가 같다면 멈춘다.
if (u != v) {
// 정점 u 이후에 방문해야할 정점으로 u업데이트 후,
u = (*next)[u][v];
cout << " -> " << u;
// 재귀를 통해 반복
trace_path(u, v, next);
}

}

// 시작정점도 출력해주기 위해 따로 분리
void print_path(int u, int v, vector<vector<int>>* next) {
cout << u;
trace_path(u, v, next); //위의 함수를 이용해 경로 출력
}

int main(void) {
Graph* g = new Graph(7);
g->insertEdge(0, 1, 7);
g->insertEdge(1, 0, 7);
g->insertEdge(0, 4, 3);
g->insertEdge(4, 0, 3);
g->insertEdge(0, 5, 10);
g->insertEdge(5, 0, 10);
g->insertEdge(1, 4, 2);
g->insertEdge(4, 1, 2);
g->insertEdge(1, 5, 6);
g->insertEdge(5, 1, 6);
g->insertEdge(1, 2, 4);
g->insertEdge(2, 1, 4);
g->insertEdge(1, 3, 10);
g->insertEdge(3, 1, 10);
g->insertEdge(2, 3, 2);
g->insertEdge(3, 2, 2);
g->insertEdge(4, 3, 11);
g->insertEdge(3, 4, 11);
g->insertEdge(4, 6, 5);
g->insertEdge(6, 4, 5);
g->insertEdge(6, 3, 4);
g->insertEdge(3, 6, 4);
g->insertEdge(3, 5, 9);
g->insertEdge(5, 3, 9);

// 최단 경로를 구한다.
auto next = floyd(g);

// 모든 정점부터 각 정점까지의 경로 출력
for (int i = 0; i < g->n; i++) {
for (int j = 0; j < g->n; j++) {
cout << "["<< i << " -> " << j << "] : ";
print_path(i, j, next);
cout << "\n";
}
cout << "\n";
}

return 0;
}
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실행 결과

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[0 -> 0] : 0
[0 -> 1] : 0 -> 4 -> 1
[0 -> 2] : 0 -> 4 -> 1 -> 2
[0 -> 3] : 0 -> 4 -> 1 -> 2 -> 3
[0 -> 4] : 0 -> 4
[0 -> 5] : 0 -> 5
[0 -> 6] : 0 -> 4 -> 6

[1 -> 0] : 1 -> 4 -> 0
[1 -> 1] : 1
[1 -> 2] : 1 -> 2
[1 -> 3] : 1 -> 2 -> 3
[1 -> 4] : 1 -> 4
[1 -> 5] : 1 -> 5
[1 -> 6] : 1 -> 4 -> 6

[2 -> 0] : 2 -> 1 -> 4 -> 0
[2 -> 1] : 2 -> 1
[2 -> 2] : 2
[2 -> 3] : 2 -> 3
[2 -> 4] : 2 -> 1 -> 4
[2 -> 5] : 2 -> 1 -> 5
[2 -> 6] : 2 -> 3 -> 6

[3 -> 0] : 3 -> 2 -> 1 -> 4 -> 0
[3 -> 1] : 3 -> 2 -> 1
[3 -> 2] : 3 -> 2
[3 -> 3] : 3
[3 -> 4] : 3 -> 2 -> 1 -> 4
[3 -> 5] : 3 -> 5
[3 -> 6] : 3 -> 6

[4 -> 0] : 4 -> 0
[4 -> 1] : 4 -> 1
[4 -> 2] : 4 -> 1 -> 2
[4 -> 3] : 4 -> 1 -> 2 -> 3
[4 -> 4] : 4
[4 -> 5] : 4 -> 1 -> 5
[4 -> 6] : 4 -> 6

[5 -> 0] : 5 -> 0
[5 -> 1] : 5 -> 1
[5 -> 2] : 5 -> 1 -> 2
[5 -> 3] : 5 -> 3
[5 -> 4] : 5 -> 1 -> 4
[5 -> 5] : 5
[5 -> 6] : 5 -> 3 -> 6

[6 -> 0] : 6 -> 4 -> 0
[6 -> 1] : 6 -> 4 -> 1
[6 -> 2] : 6 -> 3 -> 2
[6 -> 3] : 6 -> 3
[6 -> 4] : 6 -> 4
[6 -> 5] : 6 -> 3 -> 5
[6 -> 6] : 6
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Guard Clause란 무엇일까

if/else 분기는 프로그래밍을 처음 배울때 가장 먼저 접하는 컨셉중 하나입니다. 조건 분기가 필요한 부분에서 가장 흔하게 사용되는 statement 이기도 한데요, 이 간단한 if/else가 복잡해지고 중첩되면 부담이 되고 가독성을 크게 해칠 수 있습니다. 쉽게 복잡해질 수 있는 중첩의 수준, 즉, 코드의 depth가 깊어지는 것을 막을 수 있는 방법으로 Guard Clause를 고려해 볼 수 있습니다. 이 Code Clause를 통해 중첩된 조건문을 평탄화(flattening)시켜 코드의 가독성을 향상시킬 수 있습니다.

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일단 Guard가 뭔지 알아보자

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“In computer programming, a guard is a boolean expression that must evaluate to true if the program execution is to continue in the branch in question. Regardless of which programming language is used, guard code or a guard clause is a check of integrity preconditions used to avoid errors during execution.” — Wikipedia

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+

쉽게 생각하면, null 체크와 같이 조건분기에서 계속 실행되기 위해 true여야 하는 boolean expression을 의미합니다.

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Concept

다음과 같은 기존의 코드가 있습니다.

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if (guard) {
...
}
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이 코드를 not guard의 조건으로 바꾸고 조기에 return합니다 (return early). 그 다음, 기존의 guard 조건을 가진 분기의 코드 블락을 아래와 같이 not guard이후에 작성하면 됩니다. 이제 위의 분기 코드를 아래와 같이 표현할 수 있습니다.

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if(not guard) {
return;
}
...
+ +

여기까지만 보면 오히려 멀쩡한 조건문에 not을 씌워 가독성을 해치는 것으로 보일 수 있습니다. 하지만 실제로 중첩 조건문에서 적용하여 중첩 조건문을 평탄화 하여 코드의 깊이를 줄이는 것을 보여드리겠습니다.

+

+

중첩 조건문에 적용

예시로 아래와 같이 token을 인증하는 가상의 코드가 있다고 했을 때, user가 존재 하는지 확인하고 해당 token을 가져와 존재하는지 확인한 후, tokenpurposereset인지를 확인해서 이경우 true를 반환합니다.

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public async verifyToken(email: string, token: string, purpose: string) {
const user = await UserService.getUserByEmail(email);

if(user) {
const token = await user.getToken({...});

if (token) {
if(token.purpose === 'reset') {
return true;
} else {
return false;
}
} else {
return false;
}
}
}
+ +

이런 간단한 코드의 경우에도 이미 중첩 조건문이 3번 중첩됩니다. 코드가 더 복잡해지면 쉽게 코드의 depth가 깊어져 가독성을 해치고 코드를 이해하는데 어려움을 겪게 됩니다. 이 코드에서는 if(user), if(token) 그리고 if(token.purpose === 'reset')Guard가 됩니다.

+

+

Guard Clause 적용

앞서 말한대로 코드를 refactor해보도록 하겠습니다. Guard조건들을 Not Guard로 바꾸고 early return해줍니다.

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public async verifyToken(email: string, token: string, purpose: string) {
const user = await UserService.getUserByEmail(email);

// 아래의 조건문 이후로, user가 존재한다는 것이 보장됩니다.
if(!user) {
return false;
}

const token = await user.getToken({...});
if (!token || token.purpose !== 'reset') {
return false;
}

// 여기까지 온 경우, true가 반환되기 위한 조건을 모두 갖췄다고 볼 수 있습니다.
return true;
}
+ +

Guard Clause를 토대로 refactor를 마친 코드를 보면 중첩된 조건문이 사라진건 알 수 있습니다. 이렇게 복잡한 조건문을 쉽고 가독성 높은 코드로 풀어낼 수 있는 Guard Clause에 대해 알아 봤습니다.

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NVM

nvm은 Node Version Manager의 줄임말로 Node.js의 버전을 쉽게 변경하고 관리할 수 있도록 도와주는 도구입니다.
개발환경과 실 서버의 버전이 다른 경우 배포시 다양한 이슈가 발생할 수 있습니다. 하지만 여러서버들의 버전이 다르다면 개발환경을 통일화하기 어렵습니다.
이때 사용하면 유용한 것이 nvm입니다.

+

+

설치 방법

설치 방법은 우분투를 기준으로 설명하겠습니다. ssh를 통해 서버에 접근하여 아래의 명령어로 설치하실 수 있습니다.

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curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.34.0/install.sh | bash
. ~/.nvm/nvm.sh
nvm install node
nvm install 버전
+ +

매번 찾아보기 번거로워 오랫만에 글도 쓸겸해서 메모로 남깁니다.

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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/2022/11/06/Git-\352\263\204\354\240\225\354\240\225\353\263\264\353\245\274-\354\240\200\354\236\245\355\225\230\353\212\224-\353\260\251\353\262\225/index.html" "b/2022/11/06/Git-\352\263\204\354\240\225\354\240\225\353\263\264\353\245\274-\354\240\200\354\236\245\355\225\230\353\212\224-\353\260\251\353\262\225/index.html" new file mode 100644 index 000000000..10100a3e5 --- /dev/null +++ "b/2022/11/06/Git-\352\263\204\354\240\225\354\240\225\353\263\264\353\245\274-\354\240\200\354\236\245\355\225\230\353\212\224-\353\260\251\353\262\225/index.html" @@ -0,0 +1,444 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Git 계정정보를 저장하는 방법 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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Git 계정 정보를 저장하는 방법

깃허브 비밀번호로 로그인할 수 없고 토큰을 발급하여 로그인 하여야 합니다.
아래의 명령어를 입력하면 앞으로 아이디와 비밀번호 인증 없이 사용할 수 있습니다.

+

git config credential.helper store --global

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맨날 까먹어서 기록합니다.

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Github Action으로 배포시 npm: Command Not Found

NVM

nvm은 Node Version Manager의 줄임말로 Node.js의 버전을 쉽게 변경하고 관리할 수 있도록 도와주는 도구입니다.

+

이슈

만약 nvm으로 Node.js를 설치하고 실 서버에 Github Action을 통해 배포를 하는 경우 아래의 오류들이 발생할 수 있습니다.

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bash: line x: node: command not found

bash: line x: npm: command not found

bash: line x: npx: command not found

bash: line x: pm2: command not found

bash: line x: yarn: command not found
+ +

+

해결 방법

아래와 같이 /usr/local/bin 디렉터리 아래에 심볼링 링크를 만들어 오류를 해결할 수 있습니다.

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sudo ln -s "$NVM_DIR/versions/node/$(node 버전)/bin/node" "/usr/local/bin/node"
버전
sudo ln -s "$NVM_DIR/versions/node/$(node 버전)/bin/npm" "/usr/local/bin/npm"

sudo ln -s "$NVM_DIR/versions/node/$(node 버전)/bin/pm2" "/usr/local/bin/pm2"

sudo ln -s "$NVM_DIR/versions/node/$(node 버전)/bin/yarn" "/usr/local/bin/yarn"

sudo ln -s "$NVM_DIR/versions/node/$(node 버전)/bin/npx" "/usr/local/bin/npx"

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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/2022/12/04/TypeScript-\353\237\260\355\203\200\354\236\204-\355\203\200\354\236\205-\354\262\264\355\201\254-Type-Guard\354\235\230-\355\225\204\354\232\224\354\204\261/index.html" "b/2022/12/04/TypeScript-\353\237\260\355\203\200\354\236\204-\355\203\200\354\236\205-\354\262\264\355\201\254-Type-Guard\354\235\230-\355\225\204\354\232\224\354\204\261/index.html" new file mode 100644 index 000000000..c731a4ab6 --- /dev/null +++ "b/2022/12/04/TypeScript-\353\237\260\355\203\200\354\236\204-\355\203\200\354\236\205-\354\262\264\355\201\254-Type-Guard\354\235\230-\355\225\204\354\232\224\354\204\261/index.html" @@ -0,0 +1,462 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + TypeScript 런타임 타입 체크 Type Guard의 필요성 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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TypeScript의 자료형 및 타입 표명

TypeScript로 작성된 코드는 코드가 실행되기 전 Compile Time에 타입을 강제합니다. 여기서 중요하게 봐야할 부분은 컴파일 시간에 타입을 강제한다는 점입니다. 런타임 시에는 실제로는 외부에서 들어오는 데이터나 Parse된 JSON과 같이 동적으로 입력되는 데이터는 타입에 대해 Cast하거나 오류를 발생시키지 않습니다. 즉 타입스크립트의 타입 표명은 런타임의 Type Casting이 아니라는 점을 꼭 상기해야합니다. 타입 표명은 컴파일 시간을 위한 것이고 어떤식으로 분석되길 원하는지 컴파일러에게 제공하는 힌트일 뿐입니다.

+

런타임에 타입 체크가 필요한 이유

앞서 말했듯이 타입스크립트는 런타임에서 동적 데이터의 자료형을 보장하지는 않습니다. 예를 들면 아래의 간단한 경우들을 살펴보도록 하겠습니다.

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    +
  1. Front-End에서 잘못된 타입으로 API 호출하는 경우
  2. +
  3. API가 잘못된 타입으로 반환하는 경우
  4. +
+

1번과 2번 모두 내가 정의한 타입 그대로 지켜질지 아닐지 모르는 런타임에 외부에서 들어오는 데이터인 경우입니다.

+

이처럼 늘 휴먼에러가 발생할 수 있다는 점을 가정하고 안전한 코드를 작성해야 합니다.
따라서 런타임에도 타입스크립트가 자료형을 지켜줄 것이라고 믿거나 휴먼 에러가 발생하지 않을 것이라고 믿는 것은 어리석은 행동이다. 이경우 자바스크립트의 특성상 치명적인 오류를 초례할 가능성이 있습니다.

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interface ExpectedUserInput {
message: string;
}

class EchoController extends Controller {
public echo(req: Request, res: Response) {
const body = req.body as ExpectedUserInput;

console.log(typeof body.message, body);
res.json({ yourMessage: body.message });
}
}
+ +

위처럼 간단한 Echo API를 살펴보겠습니다. body.message의 자료형은 string으로 보장될 것이라 예상할 수 있습니다.

+

API Request Body

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{
"message": 0
}
+

하지만 string일 것이라는 예상과 달리 실제 호출시 입력한 값의 자료형으로 그대로 들어가게 됩니다.

+

Console Result

+
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number { message: 0 }
+ +

+

타입스크립트의 장점만을 바라고 이부분을 놓친채로 사용한다면 실제 타입스크립트의 장점을 온전히 누리지 못한 채로 생산성만 낮추며 두마리 토끼를 다 잃을 수 있다고 생각합니다.
적절한 Type Guard 없이 타입을 정의해 사용한다면 오히려 개발자들에게 있어 해당 데이터의 타입의 혼란과 실수만을 야기할 수도 있습니다.
따라서 컴파일 시간에 데이터의 타입을 특정할 수 없는 경우 TypeGuard를 통해 타입스크립트의 장점을 온전히 가져야 하지 않을까 싶습니다.

+

TypeGuard

따라서 런타임시에 typeof 혹은 instanceof 등의 적절한 Type Guard로 타입을 보장해야합니다. 타입 가드에 대한 내용과 라이브러리들은 다음 포스트에서 조금 더 자세히 다루도록 하겠습니다.

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+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/2023/01/08/sequelize-async-getter/index.html b/2023/01/08/sequelize-async-getter/index.html new file mode 100644 index 000000000..39ecc9e28 --- /dev/null +++ b/2023/01/08/sequelize-async-getter/index.html @@ -0,0 +1,461 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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+ + + +

Sequelize Getter

Sequelize에서 아래와 같이 모델의 컬럼별로 getter를 사용할 수 있습니다.
예를 들어, username을 항상 대문자로 보고싶다면 username컬럼의 getter에서 대문자로 변환할수 있습니다.

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const User = sequelize.define("user", {
// Let's say we wanted to see every username in uppercase, even
// though they are not necessarily uppercase in the database itself
username: {
type: DataTypes.STRING,
get() {
const rawValue = this.getDataValue("username");
return rawValue ? rawValue.toUpperCase() : null;
},
},
});
+ +

Sequelize Getter Async 사용 불가

안타깝게도 getterasync로 지정할 수 없고 당연하게도 async 메서드를 호출하여 정상적으로 사용할 수 없습니다.

+

그래도 getter에서 async메서드를 호출해야 한다면 getter의 기능을 하면서도 async를 사용할 수 있는 아래에서 소개할 hook를 사용하는 걸 고려해 볼 수 있습니다.

+

+

Sequelize Hook로 대체

Sequelize에서 제공하는 Hook을 통해 async메서드를 포함하면서도 getter의 기능하는 아주 간단한 예제를 수행해보도록 하겟습니다.

+

만약에 “판매가는 무조건 공급가에 설정한 마진율을 곱한 가격이다.” 라는 정책이 있는 경우 해당 요구사항을 충족할 수 있도록 getter에서 설정을 가져와 공급가에 마진율을 곱해준 값을 판매가로 설정한다는 getter를 만들수 있습니다. 하지만 아래의 코드처럼 마진율 설정값을 가져오는 메서드가 async라면 getter를 사용할 수 없습니다.

+

따라서 afterFind라는 hook를 지정하여 findOne, findAll 혹은 findByPk등의 메서드를 호출한 경우 hook를 실행하여 해당 요구사항을 만족시킬 수 있습니다.

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import Sequelize, { DataTypes } from "sequelize";
import ConfigService from "../services/config.js";

class Product extends Sequelize.Model {
static init(sequelize) {
return super.init(
{
productNo: {
type: DataTypes.INTEGER,
primaryKey: true,
allowNull: false,
autoIncrement: true,
},
supplyPrice: {
type: DataTypes.DECIMAL(17, 2)
}
price: {
type: DataTypes.VIRTUAL
},
...
},
{
sequelize,
charset: "utf8mb4",
collate: "utf8mb4_unicode_ci",
hooks: {
afterFind: async (record, options) => {
if (!record) {
return;
}

const marginRatio = await ConfigService.getConfig("MARGIN_RATIO");

if (Array.isArray(record)) {
record.forEach((each) => {
const supplyPrice = each.dataValues.supplyPrice;
each.dataValues.price = Math.floor(Math.floor(supplyPrice * marginRatio) / 10) * 10;
});
} else {
const supplyPrice = record.dataValues.supplyPrice;
record.dataValues.price = Math.floor(Math.floor(supplyPrice * marginRatio) / 10) * 10;
}
},
},
},
);
}

static associate(db) {
// Association
}
}

export default Product;

+ +

Array.isArray(record)

위의 코드 중간에 있는 배열 여부에 관한 분기를 통해 단일 레코드와 배열을 모두 처리할 수 있습니다. 만약 이 조건을 빠뜨린다면 오류가 발생할 수 있으니 주의 바랍니다.

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if (Array.isArray(record)) {
record.forEach((each) => {
// find의 결과가 배열인 경우 ex) findAll()
});
} else {
// 단일 레코드인 경우 ex) findOne()
}
+ +

+

Sequelize Hook의 종류

afterFind이외에 다양한 Hook가 존재하니 Sequelize 문서를 참고하시면 좋겠습니다.

+ + + + + + + +

+ + +

+ + + + +
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+ + + 안녕하세요✋
밥 먹은지 23년, 앞으로 더 많이 먹고싶어요. +
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Categories

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+ +
+ + + +
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+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/2023/04/01/express-session\354\227\220\354\204\234-redis\354\202\254\354\232\251\354\235\204-\354\234\204\355\225\234-connect-redis-v7-\353\263\200\352\262\275-\354\202\254\355\225\255/index.html" "b/2023/04/01/express-session\354\227\220\354\204\234-redis\354\202\254\354\232\251\354\235\204-\354\234\204\355\225\234-connect-redis-v7-\353\263\200\352\262\275-\354\202\254\355\225\255/index.html" new file mode 100644 index 000000000..4bc215993 --- /dev/null +++ "b/2023/04/01/express-session\354\227\220\354\204\234-redis\354\202\254\354\232\251\354\235\204-\354\234\204\355\225\234-connect-redis-v7-\353\263\200\352\262\275-\354\202\254\355\225\255/index.html" @@ -0,0 +1,470 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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connect-redis

connect-redisExpress에서 redissession storage로 제공하는 라이브러리 입니다.
프로덕션 배포시 메모리를 세션 스토리지로 사용하지 않고 Scalability와 안정성을 위해 사용됩니다.

+

최근에 새로 시작하는 프로젝트에서 redis session을 설정하는데 문제가 있어 찾아보던 중 최근 2023년 3월 1일에 connect-redis의 버전 업데이트이 있어 기존과 달라진 부분을 공유하고자 합니다.

+

업데이트 로그 바로가기

+

Breaking changes

제일 큰 변경사항은 아래의 1번과 2번입니다.

+
    +
  1. 더이상 redis client의 lagacy 모드를 지원하지 않습니다.
  2. +
  3. 타입스크립트 코드 기반으로 재작성되어 더이상 기존 @types/connect-redis를 사용하지 않습니다.
  4. +
  5. 빌드는 이제 CJS와 ESM을 모두 지원합니다. 노드 14에 대한 지원이 제거되었습니다.
  6. +
+

+

버전 6.x에서의 마이그레이션

+

redis 패키지에 대해 regacyMode: true 설정을 사용한 경우 이 패키지를 실행하는 데 레거시 모드가 더 이상 필요하지 않으며 더 이상 지원되지 않으므로 이 설정을 제거해주세요.

+
+

@types/connect-redis 타입정의를 사용중이라면 제거해주세요.

+
+

@types/connect-redis의 버전이 아직 업데이트 되지 않아 타입 오류가 발생합니다. connect-redis 패키지에 타입을 포함하고 있으니 제거해주세요.

+
+

RedisStore 초기화는 더 이상 express-session을 사용하지 않습니다.

+
+

별도의 RedisStore 초기화 과정없이 바로 import된 RedisStore를 사용하면 됩니다.

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// 기존
import connectRedis from "connect-redis";
import session from "express-session";
const RedisStore = connectRedis(seession);

// 현재
import RedisStore from "connect-redis";
+ +

CommonJS(require) 모듈을 사용하는 경우. 기본 export를 가져와야 합니다.

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// 기존
const RedisStore = require("connect-redis");

// 현재
const RedisStore = require("connect-redis").default;
+ +

아래에 예시코드를 작성하여 두었으니 참고해주세요.

+

+

예시

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import { NestFactory } from "@nestjs/core";
import { AppModule } from "./app.module";
import * as session from "express-session";
import * as passport from "passport";
import RedisClient from "./common/redis";
import RedisStore from "connect-redis";

async function bootstrap() {
const app = await NestFactory.create(AppModule, {
logger: ["error", "warn"],
});

const redisClient = await RedisClient.getRedisClient();
const redisStore = new RedisStore({ client: redisClient });

app.use(
session({
store: redisStore,
secret: process.env.SESSION_SECRET,
resave: false,
saveUninitialized: false,
})
);

app.use(passport.initialize());
app.use(passport.session());

await app.listen(3000);
}

bootstrap();
+ + + + + + + +

+ + +

+ + + + +
+ + + + + + + + + +
+ +
+ + + + + +
+
+ +
+ + +
+
+
+ +
+ + +
+ + +
+ + + 안녕하세요✋
밥 먹은지 23년, 앞으로 더 많이 먹고싶어요. +
+
+
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+

Categories

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+ NodeJs +

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+ +
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+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/2023/04/08/sequelize-modelctor/index.html b/2023/04/08/sequelize-modelctor/index.html new file mode 100644 index 000000000..78046dac7 --- /dev/null +++ b/2023/04/08/sequelize-modelctor/index.html @@ -0,0 +1,468 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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Sequelize Model 제네릭 타입 정의

SequelizeModel을 메서드의 매개변수등으로 전달 받거나 할때 특정한 하나의 Model이 아닌 여러 Model을 받아야 하는 경우가 있을 수 있습니다. 이 요구사항을 만족시키기 위해 Generic 타입을 지정하는 것은 보편적인 해결 방법입니다. 그렇다면 Sequelize Model의 타입은 어떻게 Generic Type으로 지정할 수 있는지 알아보겠습니다.

+

ModelCtor 타입

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type ModelCtor<M extends Model = Model> = Repository<M>;
+ +

앞서 말한 케이스 같은 경우 ModelCtor 타입을 토대로 Generic 타입을 지정할 수 있습니다.
ModelCtor 타입의 정의는 위와 같고 “sequelize-typescript”에 정의되어있습니다.

+

+

예시를 통한 사용방법

아래와 같은 요구사항이 있다고 가정하고 예시 코드를 살펴 보겠습니다.

+

요구사항

    +
  • 여러 Model과 Service에서 Pagination 기능을 포함하여야 한다.
  • +
  • 결과 값과 조건에 해당하는 총 rows의 수를 반환한다.
  • +
+

해결 방법

메서드에서 <T extends Model> 제네릭 타입을 선언한 후, 매개변수의 model의 타입을 ModelCtor<T>로 정의합니다.

+

코드의 재사용성을 높이기 위해 BaseService라는 Class를 작성하였습니다.
어떤 모델이던 아래의 코드를 통해 API 호출시 filter를 위한 쿼리 스트링을 sequelize where 객체로 변경하거나 페이지네이션을 위한 Offset을 매번 계산할 필요가 없습니다.

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import { Model, ModelCtor } from "sequelize-typescript";
import QueryBuilder from "./common/query.builder";

export class BaseService {
public async findAllAndCountWithPage<T extends Model>(
model: ModelCtor<T>,
searchQuery: { query; sort; page; pageSize }
): Promise<{ rows: T[]; count: number }> {
const { page, pageSize, sort, query } = searchQuery;

const offset = this.getPaginationOffset(page, pageSize);

return model.findAndCountAll({
where: query,
order: sort,
offset: +offset,
limit: +pageSize,
});
}

public buildSequelizeQuery(validKey, reqQuery) {
const query = QueryBuilder.buildFilterQuery(validKey, reqQuery);
const sort = QueryBuilder.buildSortQuery(reqQuery.sort);
const page = reqQuery.page || 1;
const pageSize = reqQuery.pageSize || 10;

return { query, sort, page, pageSize };
}

getPaginationOffset(page, pageSize) {
let offset = 0;

if (page > 1) {
offset = pageSize * (page - 1);
}

return offset;
}
}
+ +

+

요구사항을 만족하는 기능이 필요한 Service에서 BaseService를 상속받아 사용합니다.

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import { Injectable } from "@nestjs/common";
import { BaseService } from "../common/service";
import { InjectModel } from "@nestjs/sequelize";
import { Book } from "./boook.model";

@Injectable()
export class BooksService extends BaseService {
constructor(@InjectModel(Book) private bookModel: typeof Book) {
super();
}

async getBooks(reqQuery) {
const VALID_KEY = ["title", "description"]; // 검색 가능한 column 필터링
const { query, sort, page, pageSize } = super.buildSequelizeQuery(VALID_KEY, reqQuery);
return super.findAllAndCountWithPage(this.bookModel, { query, sort, page, pageSize });
}
}
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import { Controller, Get, Query } from "@nestjs/common";
import { BooksService } from "./books.service";
import { BaseController } from "../common/controller";

@Controller("books")
export class BooksController extends BaseController {
constructor(private booksService: BooksService) {
super();
}

@Get()
async getUsers(@Query() query) {
return this.booksService.getBooks(query);
}
}
+ + + + + + + +

+ + +

+ + + + +
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+ +
+ + + + + +
+
+ +
+ + +
+
+
+ +
+ + +
+ + +
+ + + 안녕하세요✋
밥 먹은지 23년, 앞으로 더 많이 먹고싶어요. +
+
+
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+

Categories

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+ NodeJs +

+ +

+ Sequelize +

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+ TypeScript +

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+ 창윤빈 (Yunbin Chang). All right reserved +
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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/2023/05/09/\352\265\255\352\260\200\354\232\260\354\210\230\354\236\245\355\225\231\354\203\235-\355\225\251\352\262\251-\355\233\204\352\270\260/index.html" "b/2023/05/09/\352\265\255\352\260\200\354\232\260\354\210\230\354\236\245\355\225\231\354\203\235-\355\225\251\352\262\251-\355\233\204\352\270\260/index.html" new file mode 100644 index 000000000..e5f34ad33 --- /dev/null +++ "b/2023/05/09/\352\265\255\352\260\200\354\232\260\354\210\230\354\236\245\355\225\231\354\203\235-\355\225\251\352\262\251-\355\233\204\352\270\260/index.html" @@ -0,0 +1,488 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 국가 우수 장학금(이공계) 선발 후기 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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국가 우수장학생 선발 후기

국가우수장학금 소개

+

학교의 추천을 받아 3학년 1학기부터 국가 우수 장학생으로 선발되어 앞으로 지원할 다른 분들에게 도움이 될 내용과 후기를 써보려고 합니다. 저는 재학중우수자 전형을 통해 선발되었으므로 이 전형에 관한 내용만 작성해보려고 합니다.

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신청 자격

먼저 한국장학재단의 신청 자격은 아래와 같이 안내하고 있습니다. 학교마다 추천할 수 있는 인원에 차이가 있으니 다니고 있는 학교에 문의하는게 가장 정확할 것 같습니다.

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2년 지원 유형 : 국가우수장학생(이공계)으로 선발된 이력이 없는 자연과학 및 공학계열 학과(부) 3학년 학생 중 대학의 추천을 받은 자

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제가 다니고 있는 학교는 공지 후 지원을 받아 학교의 종합 평가후 최종 선발을 진행하는 방식으로 진행되었습니다. 평가는 성적과 면접 평가를 종합해 최종선발을 진행하였고 당시 성적은 79학점 이수 전체 평점 4.27, 전공 4.43이었습니다. 성적 이외에 면접과 참고 자료가 되는 전인적 인재 성장 계획서에 대해서는 이후 말씀드리겠습니다.

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지원 내용

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  1. 등록금, 생활비를 지원
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  • 등록금 : 장학생 선정 후 매학기별 등록금 전액 지원
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  • 생활비 : 계속지원기준을 충족하는 기초생활수급자는 학기당 250만원 추가 지원
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  1. 지원기간
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  • 재학중우수자(2년 지원 유형) 및 과학기술전문사관 후보생 지원 유형 : 선발 해당 학기를 포함하여 최대 2년 (정규 4학기) 지원
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선발 과정

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선발인원 배정 → 대학추천 및 학생신청 → 최종심사 → 장학금 지급

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중간고사 2주전, 학생장학팀으로 아래와 같은 문자를 받았습니다.

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국가우수장학금 안내 문자

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이후 말씀드릴 전인적 인재 성장 계획서와 신청서를 작성하고 면접 대상자로 선발되었다는 안내를 받고 그 다음주에 면접을 보았습니다. 면접 내용은 성장 계획서 내용의 간단한 면접이었고 일부 공통 질문의 경우는 학교 공지사항에 안내해주었습니다. 이후 최종 선발안내와 한국장학재단에 최종 등록을 하라는 안내를 받고 한국장학재단에 등록하면 마무리됩니다. 등록은 본인인증 후 작성하였던 전인적 인재 성장 계획서를 업로드하면 끝날정도로 간단하였습니다. 하지만 중간고사 기간동안 짧은 시간내에 진행된 일이라 너무 정신없이 지나간 주였습니다

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전인적 인재 성장 계획서

전인적 인재 성장 계획서는 모든 과정에서 제일 시간이 많이 들었고 어려웠던 부분이었습니다. 여기에 작성해야하는 항목은 아래 4개가 있습니다. 처음에 작성할 때는 사회 공헌에 대한 내용을 쓰라하여 뭔가 대단한 것을 써야하지 않을까? 라는 생각에 사로 잡혀있었습니다. 지금까지 해왔던 활동들을 사회 공헌의 관점에서 풀어 작성하면 가장 솔찍한 답변이 되지 않을까 싶어 과거의 활동들과 사회 공헌을 최대한 연관저어 작성했습니다. 너무 대단한 걸 쓰려고 하지 않아도 경험을 연관만 잘지어 쓰면 될 것 같다고 생각합니다.

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  1. 사회공헌 노력 및 활동
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  3. 대학 생활 중 사회 공헌 등 활동 계획
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  5. 사회 기여·환원 계획
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  7. 이공계열 활동 계획
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제가 컴퓨터공확과인 만큼 정부에서 진행하였던 여러 해커톤에 참여하여 개발하고 수상하였던 것들을 사회공헌의 관점에서 쓰려고 노력했습니다. 제가 작성한 내용들은 아래와 같은데 이 경험들을 사회 공헌과 성과로 녹여 작성하였습니다.

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  • 개인 맞춤 추천을 통한 군장병 자개계발 플랫폼
    사회 단절로 인한 전역 군인의 취업 실패 경험을 개인 맞춤형 자기계발을 통한 극복을 통해 이에 따른 군 기피 현상을 개선하려고 노력하였다. 이런 장병들의 심적 부담감을 덜어 군 전체의 사기를 증진하려 노력하였다.

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  • LSTM 모델을 활용해 미래의 따릉이 재고수 예측을 통한 불편점 개선
    재고가 얼마 남지 않은경우 막상 재고가 없어 시간을 낭비하게 되는 불편함을 미래 따릉이 재고수를 예측하여 서울 시민의 불편함을 해소하려는 노력을 하였고 개발을 위해 재고 관련 실시간 데이터를 얻기 위해 담당 공무원과 지속적 연락하는등 공헌에 대한 노력하였다.

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  • 위치기반 실시간 반려동물 찾기 플랫폼
    실종 전단지를 보고 고양이를 주인에게 찾아준 경험을 찾는 과정에서의 불편한 점을 여쭤보아 불편한 점을 개선하는 방향으로 확장하여 전단지 제작부터 배포, 회수 과정에 들어가는 시간 때문에 골든 타임을 놓칠까 싶은 불안감, 회수가 되지 않은 경우 환경오염에 대한 부담감을 해소하기 위해 이 플랫폼을 개발하였다.

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그리고 위의 활동을 통해 장관상등 각종 수상을 받은 내용을 더해 노력에 대한 성과가 앞으로 사회공헌에 대한 동기부여가 되었다고 작성했습니다. 처음에는 사회 공헌에 대한 내용을 뭘써야 하나 고민을 많이 하였는데 지금까지 경험하셨던 활동들을 뒤돌아 살펴보면 사회 공헌과 연결지을 수 있는 방향은 분명 있을 것이라고 생각합니다.

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미래의 계획을 작성하는 부분은 소수의 사람들이 겪고 있는 어려운 점을 찾아 내가 활용할 수 있는 기술들을 활용해 소외받지 않도록 하고 싶다. 이런식으로 작성하였는데 1번처럼 과거의 경험을 쓰는 것 보다 미래의 계획을 쓰는게 더 어려웠습니다. 쓰면서 너무 막연한 내용을 쓰는게 아닐까 싶었지만 그냥 적당히 잘 쓰면 될 것 같습니다.

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후기

중간 고사 기간에 갑작스럽게 계획서 작성과 면접을 보려하니 심리적 부담감을 갖고 있었습니다. 기존에는 학기마다 성적 우수장학금을 수여하였는데 이전보다는 부담감이 줄어 학교 과목 외의 내가 하고 싶은 공부를 더 하거나 새로운 도전을 할 수 있는 여유를 조금 찾은 것 같습니다. 대학 4년 모두 전액 장학금을 받게 되어 너무 뿌듯하고 앞으로 좀더 챌린징한 것들을 도전해보려고 합니다.

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현재는 학교를 다니며 자율출퇴근제를 이용해 웹 개발자로 회사를 다니고 있는데 늘 새로운 길을 가보고 싶다는 생각만 하다 이제야 곧 퇴사하고 학부연구생으로써 새로운 영역에 도전해보려 합니다. 6월에 총장실에서 장학증서 수여식이 있다고 하니 이후에 근황에 대해 후기를 남기도록 하겠습니다. 이 글이 첫 개인적인 포스트인거 같은데 지금을 기록해두면 좋을 것 같아 틈틈히 작성해보려고 합니다.

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국가우수장학금 최종 선발

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+ + + 안녕하세요✋
밥 먹은지 23년, 앞으로 더 많이 먹고싶어요. +
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Categories

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+ 창윤빈 (Yunbin Chang). All right reserved +
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링크: https://arxiv.org/pdf/1710.10196.pdf
저널|학회: ICLR 2018
연구목적: 고해상도 이미지 생성, 안정적 학습
연구방법: 저해상도의 레이어부터 점진적으로 쌓아 고해상도 생성
데이터셋: CELEB A HQ
주요결과: high resolution, x2–6 Faster converge,CelebA HQ 데이터셋 제시
저자: Tero Karras et al.

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1. Introduction

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이 연구는 proGAN혹은 PG-GAN으로 더 잘 알려져 있습니다.

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GAN을 이용하여 고해상도의 이미지를 생성하는 것은 아주 어려운 태스크이다. 고해상도의 이미지를 생성하도록 generator를 학습시키는 경우 학습 이미지의 distribution과 학습 결과 생성된 이미지의 distribution의 차이가 커진다. 또한 고해상도의 이미지는 같은 자원에서 저해상도의 이미지보다 적은 배치사이즈를 가져가게 하는데, 이는 불안정한 학습을 야기한다. 이러한 상황에서 본 논문에서는 generator와 discriminator를 저해상도의 이미지로부터 고해상도의 이미지로까지 layer들을 추가하면서 점진적으로 커지게 한다. 이를 통해 학습 속도를 향상시키고 고해상도에서도 안정적인 학습을 가능하기 한다.

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2. Progressive Growing of GANs

Untitled

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GAN을 학습시킬때 저해상도의 이미지부터 고해상도의 이미지까지 점진적으로 레이어를 추가하며 학습해 최종적으로 고해상도까지 도달한다. 저해상도에서는 전체적인(large-scale) 구조를, 고해상도로 갈수록 더 디테일한(finer scale detail) 구조를 학습한다. 이러한 구조는 1) 학습 초기의 더 높은 안정성 2) 훨씬 단순한 질문을 지속적으로 제시 3) 훈련시간 감소의 이점을 가진다. 그 이유는 다음과 같다.

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  1. 학습 초기의 더 높은 안정성
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    1. 초기에는 클래스 정보가 적고 모드(mode)가 적기 때문에 작은 이미지를 생성하는 것이 훨씬 더 안정적이다.
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  3. 훨씬 단순한 질문을 지속적으로 제시
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    1. 해상도를 조금씩 높임으로써 예를 들어 잠재 벡터에서 높은 해상도의 이미지로의 매핑을 발견하는 최종 목표와 비교해 훨씬 간단한 질문을 제시한다.
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  5. 훈련시간 감소
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    1. 대부분의 반복 작업이 낮은 해상도에서 수행되며 점진적으로 세밀한 디테일로 초점을 옮기기 때문에, 종종 최종 출력 해상도에 따라 2~6배 더 빠른 속도로 비슷한 결과 품질을 얻을 수 있다.
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Doubling the resolution of the G

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G와 D의 해상도를 증가시키는 과정에서 잘 학습된 레이어에 새로운 레이어가 추가되면서 갑작스러운 변화로 인해 충격이 생겨 이전 layer까지 안좋은 영향을 줄 수 있기 때문에 부드럽게 레이어를 추가하는 방법이 필요하다.

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새로운 레이어가 부드럽게 추가될 수 있도록 하기 위해 전환 과정에서 위 그림의 (b)가 나타내듯이, Residual Block처럼 구성해 16x16 레이어가 만든 이미지를 2배(D에서는 0.5배)로 키운 것과 interpolate한다. 어느정도 형태를 가진 이미지를 보여주어 저해상도 레이어가 학습된 방향을 잘 유지하면서 새로운 레이어를 추가한다. 합쳐지는 두 이미지에는 α와 1−α가 곱해져 더해지며, 학습이 진행되면서 α가 0에서 부터 1까지 커지면서 이전 layer의 영향을 점차 줄여간다. 이 방법으로 새로운 레이어가 추가되는 과정에서의 충격을 완화할 수 있다.

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여기서 fromRGB와 toRGB는 1x1 conv레이어를 이용하여 feature 채널을 RGB 채널로 projection하는 부수적인 layer이다.

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이러한 구조는 StyleGAN2 부터는 사용하지 않는다.

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Increasing Variation using Minibatch Standard Deviation

GAN은 training data에서 subset of the variation만 포착하는 경향이 있는데, 그 해결책이 Salimans et al.이 제안하는 mini-batch discrimination이다 PGGAN에서는 모드 붕괴(mode collapse)를 완화하기 위해 mini-batch discrimination을 사용한다. 이를 통해 feature statistics를 개별 이미지 뿐만이 아니라 mini-batch에서도 계산하여 generated/training image minibatch의 statistics가 비슷하게 가지도록 한다.

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  1. 각 mini-batch의 각 spatial location에서 각각의 feature들의 standard deviation을 계산한다. (Input: NxCxHxW) -> (Output: CxHxW)
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  3. 모든 feature들과 spatial location에 대한 평균을 추정하고 하나의 값으로 표현한다. (Input: CxHxW) -> (Output: 1xHxW)
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  1. 이 값을 복제하여 mini-batch들에 대응하는 모든 spatial location들에 추가적인 constant feature map을 생성한 것을 concat한다.
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Untitled

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이 값을 discriminator 어디에나 추가해도 되지만 보통은 맨 뒤에 추가한다
이 방식은 learnable parameter나 새로운 hyperparameter가 필요하지 않다. (단순함)

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Normalization in Generator and Discriminator

GAN은 G와 D의 비정상적인(G와 D의 학습속도가 다른) 경쟁에 의해 발생하는 gradient에 취약하다. 기존에는 batch normalization을 추가하는 등의 방법을 사용하였지만, 본 논문에서는 이러한 signal을 직접적으로 규제하는 방법을 제안한다. 그 방법은 아래와 같다.

+

Equalized Learning

는 He’s initializer에서 제안된 per-layer normalization constant이다. Gaussian Distributaion 으로 초기화 한후, runtime에서 weight를 스케일링한다.

+

+

기존의 RMSProp이나 Adam과 같은 adaptive SGD 방식은 scale에 불변한 상태로 추정 표준 편차를 이용하여 gradient를 업데이트하는데, 그 결과 상대적으로 큰 dynamic range를 가지는 일부 파라미터들에 대해 적응하는데 더 많은 시간이 필요하다. 즉, 동일한 dynamic range를 가질 수 있도록 weights를 수정하여 동일한 학습 속도를 보장한다.

+
+

모든 weights들이 동일한 dynamic range를 가짐 -> 동일한 learning speed를 보장

+
+

Pixelwise Feature Vector Normalization in Generator

G와 D 간의 경쟁으로 두 네트워크의 magnitude가 통제 불능의 상태가 되는 시나리오를 막기 위해 G에서 conv이후에 pixel 마다의 feature vector를 unit length로 normalize한다. 이걸 Local Repsonse Normalization을 통해 하였고, 그 식은 아래와 같다.

+

+
    +
  • : feature map의 개수
  • +
  • : pixel의 원래 feature vector
  • +
  • : normalized된 feature vector
  • +
+
+

이 방식은 G에 해로워 보이지 않았고, 오히려 효과적으로 signal magnitude 상승을 방지한다.

+
+

+

Multi-scale Statistical Similarity for Assessing GAN Results

GAN을 평가할때 사용되던 MS-SSIM은 큰 규모의 mode collapse는 잘 포착하지만 색상이나 질감의 변화 손실과 같은 더 작은 변화는 잘 포착하지 못한다고 합니다. 따라서 본 논문에서는 G는 training set이 모든 scale에서 유사한 샘플을 생성해야한다는 영감하에 Laplcian pyramid로 부터 뽑힌 local image patch 분포들 간의 멀티 스케일 통계적 유사성을 고려하는 연구 방법을 제안한다.

+
    +
  1. Training set과 Generated set으로 부터 각각 local image patch를 얻는다.
  2. +
  3. 각 색 채널별 평균과 표준편차로 normalize한다.
  4. +
  5. 이후 sliced Wasserstein distance(SWD)를 통해 계산한 통계적 유사성을 추정한다.
  6. +
+

작은 Wasserstein distance는 패치들간 유사도가 높다는 것을 의미한다.

+

Experiments

Importance of Individual Contributions in terms of Statistical Similarity

본 논문에서는 SWD와 MS-SSIM을 성능을 측정하기 위해 사용하였다.
Untitled
Untitled

+

(a)는 (h)보다 더 나쁜 이미지를 생성하고 있지만, MS-SSIM을 사용한 측정 결과 두 이미지 간에 큰 차이가 없었다. 반면에 SWD는 두 이미지 간에 큰 차이를 보여주었다. 이는 SWD가 MS-SSIM과 달리 색상, 질감, 시점 등의 다양성을 잘 포착하고 있음을 나타낸다.

+

고해상도 이미지를 처리하기 위해 (c)에서는 배치 크기를 64에서 16으로 줄였다. 그 결과 생성된 이미지가 매우 불안정해졌으나, (d)에서 BatchNorm이나 LinearNorm을 제거하는 등 훈련 매개변수를 수정한 후에는 학습이 안정적으로 진행되었다. (e*)에서는 Salimans et al.의 미니배치 차별화를 적용했으나 성능 향상은 보이지 않았고, (e)에서는 본 논문의 미니배치 표준 편차를 적용하자 SWD에서 성능이 향상되었다. (f), (g)에서도 성능 향상이 나타났다. 마지막으로 (h)에서는 학습을 충분히 시켜 결과를 수렴시켰다.

+

Convergence and Training Speed

Untitled
위 그림(a)와 (b)는 훈련 시간(가로 축)과 SWD의 수치 (세로 축), 그림 (c)는 훈련 시간(가로 축)과 Discriminator에게 보여준 진짜 이미지의 숫자(세로 축)이다. (a)와 (b)는 Gulrajani et al. (2017)의 학습 구성에서의 결과이다. 그러나 (a)는 단계적으로 학습 (층을 서서히 추가시켜가며 학습)의 네트워크가 아니며 (제일 처음부터 모든 층을 네트워크에 넣어 둔 것), (b)는 단계적 학습 (층을 서서히 추가시켜 학습)의 네트워크이다.

+

점진적인 학습은 2개의 메리트가 있다는 것을 알고 있다.

+
    +
  • 매우 우수한 최적치에 수렴한다.
    - 학습 수렴 시간을 획기적으로 줄였다.
  • +
+

CelebA-HQ

본 연구에서 고해상도의 이미지 출력의 의미있는 평가를 위해 CELEBA-HQ라는 데이터셋을 생성하여 제시하였다. 이는 1024x1024 해상도의 30,000장의 이미지를 포함하고 있다.

+

Official Demo

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35개의 포스트

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+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
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+ 국가 우수 장학금(이공계) 선발 후기 +
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+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
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+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
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+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
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+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
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+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
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+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
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+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
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+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
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+ [C++] STL 컨테이너 요약 정리 +
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+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
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+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
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+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
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+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
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35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2020/03/index.html b/archives/2020/03/index.html new file mode 100644 index 000000000..ce507d7e1 --- /dev/null +++ b/archives/2020/03/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2020/3 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2020/04/index.html b/archives/2020/04/index.html new file mode 100644 index 000000000..45e6f84a8 --- /dev/null +++ b/archives/2020/04/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2020/4 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2020/05/index.html b/archives/2020/05/index.html new file mode 100644 index 000000000..dbc16a8c4 --- /dev/null +++ b/archives/2020/05/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2020/5 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2020/06/index.html b/archives/2020/06/index.html new file mode 100644 index 000000000..13c54ac1b --- /dev/null +++ b/archives/2020/06/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2020/6 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2020/07/index.html b/archives/2020/07/index.html new file mode 100644 index 000000000..fc7f2fda4 --- /dev/null +++ b/archives/2020/07/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2020/7 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2020/08/index.html b/archives/2020/08/index.html new file mode 100644 index 000000000..ac15d2c3a --- /dev/null +++ b/archives/2020/08/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2020/8 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2020/09/index.html b/archives/2020/09/index.html new file mode 100644 index 000000000..00f9ddb3d --- /dev/null +++ b/archives/2020/09/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2020/9 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2020/10/index.html b/archives/2020/10/index.html new file mode 100644 index 000000000..0b0376caa --- /dev/null +++ b/archives/2020/10/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2020/10 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2020/11/index.html b/archives/2020/11/index.html new file mode 100644 index 000000000..4ca9e2713 --- /dev/null +++ b/archives/2020/11/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2020/11 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2020/index.html b/archives/2020/index.html new file mode 100644 index 000000000..a1b99aec1 --- /dev/null +++ b/archives/2020/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2020 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2020/page/2/index.html b/archives/2020/page/2/index.html new file mode 100644 index 000000000..b3cfc5630 --- /dev/null +++ b/archives/2020/page/2/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + page - Archives: 2020 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2020/page/3/index.html b/archives/2020/page/3/index.html new file mode 100644 index 000000000..459d180be --- /dev/null +++ b/archives/2020/page/3/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + page - Archives: 2020 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2020/page/4/index.html b/archives/2020/page/4/index.html new file mode 100644 index 000000000..962c166a3 --- /dev/null +++ b/archives/2020/page/4/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + page - Archives: 2020 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2020/page/5/index.html b/archives/2020/page/5/index.html new file mode 100644 index 000000000..8be53b876 --- /dev/null +++ b/archives/2020/page/5/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + page - Archives: 2020 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2021/06/index.html b/archives/2021/06/index.html new file mode 100644 index 000000000..385f604b5 --- /dev/null +++ b/archives/2021/06/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2021/6 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2021/index.html b/archives/2021/index.html new file mode 100644 index 000000000..3955f095a --- /dev/null +++ b/archives/2021/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2021 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2022/10/index.html b/archives/2022/10/index.html new file mode 100644 index 000000000..e549e8d5a --- /dev/null +++ b/archives/2022/10/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2022/10 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2022/11/index.html b/archives/2022/11/index.html new file mode 100644 index 000000000..c52ee029b --- /dev/null +++ b/archives/2022/11/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2022/11 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2022/12/index.html b/archives/2022/12/index.html new file mode 100644 index 000000000..0c42bd488 --- /dev/null +++ b/archives/2022/12/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2022/12 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2022/index.html b/archives/2022/index.html new file mode 100644 index 000000000..c4b30df1f --- /dev/null +++ b/archives/2022/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2022 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2023/01/index.html b/archives/2023/01/index.html new file mode 100644 index 000000000..594fdcb3c --- /dev/null +++ b/archives/2023/01/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2023/1 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2023/04/index.html b/archives/2023/04/index.html new file mode 100644 index 000000000..ebb91ae60 --- /dev/null +++ b/archives/2023/04/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2023/4 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2023/05/index.html b/archives/2023/05/index.html new file mode 100644 index 000000000..bcd77f00c --- /dev/null +++ b/archives/2023/05/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2023/5 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2023/11/index.html b/archives/2023/11/index.html new file mode 100644 index 000000000..451c4ae90 --- /dev/null +++ b/archives/2023/11/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2023/11 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/2023/index.html b/archives/2023/index.html new file mode 100644 index 000000000..582333629 --- /dev/null +++ b/archives/2023/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives: 2023 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/index.html b/archives/index.html new file mode 100644 index 000000000..c5796b77e --- /dev/null +++ b/archives/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Archives - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/page/2/index.html b/archives/page/2/index.html new file mode 100644 index 000000000..e69db8377 --- /dev/null +++ b/archives/page/2/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + page - Archives - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/page/3/index.html b/archives/page/3/index.html new file mode 100644 index 000000000..158ba8e37 --- /dev/null +++ b/archives/page/3/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + page - Archives - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/page/4/index.html b/archives/page/4/index.html new file mode 100644 index 000000000..fe54304e7 --- /dev/null +++ b/archives/page/4/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + page - Archives - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/page/5/index.html b/archives/page/5/index.html new file mode 100644 index 000000000..5018e7c0d --- /dev/null +++ b/archives/page/5/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + page - Archives - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/archives/page/6/index.html b/archives/page/6/index.html new file mode 100644 index 000000000..0b572b61b --- /dev/null +++ b/archives/page/6/index.html @@ -0,0 +1,694 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + page - Archives - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

35개의 포스트

+
+
+ + +
+
+ + Nov 2023 + +
+
+ [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation +
+
+
+ + +
+
+ + May 2023 + +
+
+ 국가 우수 장학금(이공계) 선발 후기 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Git 계정정보를 저장하는 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Jun 2021 + +
+
+ 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ [C++] STL 컨테이너 요약 정리 +
+
+
+ + +
+
+ + Nov 2020 + +
+
+ bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) +
+
+
+ + +
+
+ + Oct 2020 + +
+
+ C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jul 2020 + +
+
+ 비쥬얼 스튜디오 코드를 브라우저에서 이용하고 code-server 도커에서 기본포트 변경 하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ Raspberry Pi로 Docker를 분리해 쾌적한 개발환경 조성하기 + 주의사항 +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/banner.png b/banner.png new file mode 100644 index 0000000000000000000000000000000000000000..83cedb9b68b25c18cd4f2757fa1138b24afbf25d GIT binary patch literal 339990 zcmbStQ*b2!)8&nA+qP}n_DwQLCbn(cww;M5wr$&(*!%t8*6zOVseb6{>OOT|y8A>b zD@q~2;=%#|00bFnaa8~SDgXcg=Y|IRPh}T@#Ss7i11QU@OBDSHt8EM0AB)=@iJR<; z9{L;A+8MdfAJfwvwK^1gIGJ!cm2^6p@Y51nm=ON`C!jPjyfq~(GbS`AKCB`s{9`xE zO4aJ8HmoZx{HNaEMaQl&Io!p_<-01dHX*DvA@nEDD3G$4pHSzNnDCgW@S&8@iOdLkEe|urUr#mu9_H?^rGDYz;c*cmp1Rh& zKrerf(4)eLxZt3akiY;(@2&(El^JZx{h;bK;lZyT><{J!XSZEf1>Y||fQQ*G@TXXDW-tI$<_MidVc;XUxp+DqKF6;_JNML|@5f3juI|5KKE{1* z=&W|Fhj;3vYA+J*X8RE$eBgu15+H*B+MUt=GYkMYG+Ep6pbRpjoBwR`;fabKfSFgB z##CX!@nsXjI8`{;b05c<}HhrDeG?2+UC`YegmzEb{B(n;xD1Ty5W`5Mnpcc~Bh zFP?fiGdzn~<{2p6e?B-&qJjw(#?$PmrGI8Piu~T8k8Cxoz^hQ1h@>vhqw)o%pT(#3 z>2wbRj#(4URTfI|SVdRR>1}%kYr3j;)I$CEi#UlX`Uhj&G4&MrC+ATEeex$Lg>+w@ zuf{d#@}!hVu^ORaYdfW}i-=>zypjtI(7rt*} zIS}o_+(|HuAPt8}eyD@>*tsv;m-S1;~RnaVQ%@|;} 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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/categories/NodeJs/Sequelize/index.html b/categories/NodeJs/Sequelize/index.html new file mode 100644 index 000000000..b198ce129 --- /dev/null +++ b/categories/NodeJs/Sequelize/index.html @@ -0,0 +1,252 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Sequelize - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/categories/NodeJs/index.html b/categories/NodeJs/index.html new file mode 100644 index 000000000..b1d09a8fe --- /dev/null +++ b/categories/NodeJs/index.html @@ -0,0 +1,434 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + NodeJs - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

15개의 포스트

+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/categories/NodeJs/page/2/index.html b/categories/NodeJs/page/2/index.html new file mode 100644 index 000000000..d2b27af03 --- /dev/null +++ b/categories/NodeJs/page/2/index.html @@ -0,0 +1,434 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + page - NodeJs - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

15개의 포스트

+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/categories/NodeJs/page/3/index.html b/categories/NodeJs/page/3/index.html new file mode 100644 index 000000000..b5c318f56 --- /dev/null +++ b/categories/NodeJs/page/3/index.html @@ -0,0 +1,434 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + page - NodeJs - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

15개의 포스트

+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/categories/Paper-Review/index.html b/categories/Paper-Review/index.html new file mode 100644 index 000000000..3cf198408 --- /dev/null +++ b/categories/Paper-Review/index.html @@ -0,0 +1,252 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Paper Review - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/categories/TypeORM/index.html b/categories/TypeORM/index.html new file mode 100644 index 000000000..c23864bc6 --- /dev/null +++ b/categories/TypeORM/index.html @@ -0,0 +1,265 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + TypeORM - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/categories/TypeScript/Sequelize/index.html b/categories/TypeScript/Sequelize/index.html new file mode 100644 index 000000000..e6ad6c910 --- /dev/null +++ b/categories/TypeScript/Sequelize/index.html @@ -0,0 +1,252 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Sequelize - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/categories/TypeScript/index.html b/categories/TypeScript/index.html new file mode 100644 index 000000000..d5889a997 --- /dev/null +++ b/categories/TypeScript/index.html @@ -0,0 +1,252 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + TypeScript - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/categories/index.html b/categories/index.html new file mode 100644 index 000000000..c459b1f42 --- /dev/null +++ b/categories/index.html @@ -0,0 +1,346 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + All Categories - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/categories/\354\235\274\354\203\201/index.html" "b/categories/\354\235\274\354\203\201/index.html" new file mode 100644 index 000000000..fa6413da7 --- /dev/null +++ "b/categories/\354\235\274\354\203\201/index.html" @@ -0,0 +1,252 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 일상 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/categories/\354\236\220\353\243\214\352\265\254\354\241\260/index.html" "b/categories/\354\236\220\353\243\214\352\265\254\354\241\260/index.html" new file mode 100644 index 000000000..92e5e06ba --- /dev/null +++ "b/categories/\354\236\220\353\243\214\352\265\254\354\241\260/index.html" @@ -0,0 +1,278 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 자료구조 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/css/SpoqaHanSans-kr.css b/css/SpoqaHanSans-kr.css new file mode 100644 index 000000000..a79834550 --- /dev/null +++ b/css/SpoqaHanSans-kr.css @@ -0,0 +1,58 @@ +/** + * Copyright (c) 2015 Spoqa, Inc. + * + * Permission is hereby granted, free of charge, to any person obtaining + * a copy of this software and associated documentation files (the + * "Software"), to deal in the Software without restriction, including + * without limitation the rights to use, copy, modify, merge, publish, + * distribute, sublicense, and/or sell copies of the Software, and to + * permit persons to whom the Software is furnished to do so, subject to + * the following conditions: + * + * The above copyright notice and this permission notice shall be + * included in all copies or substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, + * EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF + * MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND + * NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE + * LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION + * OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION + * WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + */ + + @font-face { + font-family: 'Spoqa Han Sans'; + font-weight: 700; + src: local('Spoqa Han Sans Bold'), + url('https://cdn.jsdelivr.net/gh/spoqa/spoqa-han-sans@01ff0283e4f36e159ffbf744b36e16ef742da6d8/Subset/SpoqaHanSans/SpoqaHanSansBold.woff2') format('woff2'), + url('https://cdn.jsdelivr.net/gh/spoqa/spoqa-han-sans@01ff0283e4f36e159ffbf744b36e16ef742da6d8/Subset/SpoqaHanSans/SpoqaHanSansBold.woff') format('woff'), + url('https://cdn.jsdelivr.net/gh/spoqa/spoqa-han-sans@01ff0283e4f36e159ffbf744b36e16ef742da6d8/Subset/SpoqaHanSans/SpoqaHanSansBold.ttf') format('truetype'); +} + +@font-face { + font-family: 'Spoqa Han Sans'; + font-weight: 400; + src: local('Spoqa Han Sans Regular'), + url('https://cdn.jsdelivr.net/gh/spoqa/spoqa-han-sans@01ff0283e4f36e159ffbf744b36e16ef742da6d8/Subset/SpoqaHanSans/SpoqaHanSansRegular.woff2') format('woff2'), + url('https://cdn.jsdelivr.net/gh/spoqa/spoqa-han-sans@01ff0283e4f36e159ffbf744b36e16ef742da6d8/Subset/SpoqaHanSans/SpoqaHanSansRegular.woff') format('woff'), + url('https://cdn.jsdelivr.net/gh/spoqa/spoqa-han-sans@01ff0283e4f36e159ffbf744b36e16ef742da6d8/Subset/SpoqaHanSans/SpoqaHanSansRegular.ttf') format('truetype'); +} + +@font-face { + font-family: 'Spoqa Han Sans'; + font-weight: 300; + src: local('Spoqa Han Sans Light'), + url('https://cdn.jsdelivr.net/gh/spoqa/spoqa-han-sans@01ff0283e4f36e159ffbf744b36e16ef742da6d8/Subset/SpoqaHanSans/SpoqaHanSansLight.woff2') format('woff2'), + url('https://cdn.jsdelivr.net/gh/spoqa/spoqa-han-sans@01ff0283e4f36e159ffbf744b36e16ef742da6d8/Subset/SpoqaHanSans/SpoqaHanSansLight.woff') format('woff'), + 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+@media (min-width: 960px) { + .title-font { + font-size: 3.5em; + } +} +.pt-50 { + padding-top: 50px; +} +.vh-40 { + height: 40vh; +} +.banner-bg { + background-image: url("/banner.webp"); + background-repeat: no-repeat; + background-position: center; + background-size: cover; +} +.bg-1 { + background: #5f3473; + background: -moz-linear-gradient(left, #5f3473 0%, #e6744e 100%); + background: -webkit-linear-gradient(left, #5f3473 0%, #e6744e 100%); + background: linear-gradient(to right, #5f3473 0%, #e6744e 100%); +} +.pab-100px { + padding-bottom: 100px; +} +.w8 { + width: 64rem; +} +.tj { + text-align: justify; +} +.header-icon { + font-size: 25vh; + opacity: 0.6; + position: absolute; + bottom: -3rem; + right: 6rem; + animation: pop 2s; +} +.text-main-color { + color: #29c6cd; +} +.border-color { + border-color: #fff; +} +.hover-border-main-color { + transition: all 0.3s cubic-bezier(0.25, 0.8, 0.25, 1); +} +.hover-border-main-color:hover { + border-color: #29c6cd; +} +.hover-text-main-color { + transition: all 0.3s cubic-bezier(0.25, 0.8, 0.25, 1); +} +.hover-text-main-color:hover { + color: #29c6cd; +} +.center-widget { + text-align: center; +} +.not-show-small { + display: block; +} +@media screen and (max-width: 960px) { + .not-show-small { + display: none; + } +} +.bmc-button img { + height: 34px !important; + width: 35px !important; + margin-bottom: 1px !important; + box-shadow: none !important; + border: none !important; + vertical-align: middle !important; +} +.bmc-button { + padding: 0 10px 0 10px !important; + line-height: 35px !important; + height: 41px !important; + min-width: 203px !important; + text-decoration: none !important; + display: inline-flex !important; + color: #fff !important; + background-color: #000 !important; + border-radius: 5px !important; + border: 1px solid transparent !important; + padding: 2px 3px 2px 3px !important; + font-size: 28px !important; + letter-spacing: 0.6px !important; + box-shadow: 0px 1px 2px rgba(190,190,190,0.5) !important; + -webkit-box-shadow: 0px 1px 2px 2px rgba(190,190,190,0.5) !important; + margin: 0 auto !important; + font-family: 'Cookie', cursive !important; + -webkit-box-sizing: border-box !important; + box-sizing: border-box !important; + -o-transition: 0.3s all linear !important; +} +@-moz-keyframes pop { + 0% { + opacity: 0; + transform: scale(0.5); + } + 100% { + opacity: 0.6; + transform: scale(1); + } +} +@-webkit-keyframes pop { + 0% { + opacity: 0; + transform: scale(0.5); + } + 100% { + opacity: 0.6; + transform: scale(1); + } +} +@-o-keyframes pop { + 0% { + opacity: 0; + transform: scale(0.5); + } + 100% { + opacity: 0.6; + transform: scale(1); + } +} +@keyframes pop { + 0% { + opacity: 0; + transform: scale(0.5); + } + 100% { + opacity: 0.6; + transform: scale(1); + } +} +.content { + font-size: 16px; +} + +.post-content>*:first-child { + margin-top: 0; +} +.content a, +.content .fake-link { + text-decoration: none; + transition: color 0.15s ease-in; + color: #29c6cd; +} +.content a:hover, +.content .fake-link:hover { + opacity: 0.5; + transition: all 0.15s ease-in; +} +.content h1, +.content h2, +.content h3, +.content h4, +.content h5, +.content h6 { + margin-top: 24px 0 16px 0; + font-weight: 600; + line-height: 1.25; +} +.content h1 { + padding-bottom: 0.3em; + font-size: 2em; + border-bottom: 1px solid #eee; +} +.content h2 { + padding-bottom: 0.3em; + font-size: 1.5em; + border-bottom: 1px solid #eee; +} +.content h3 { + font-size: 1.25em; +} +.content h4 { + font-size: 1em; +} +.content h5 { + font-size: 0.875em; +} +.content h6 { + font-size: 0.85em; + color: #777; +} +.content hr { + border: 0; + height: 1px; + background-image: linear-gradient(to right, rgba(0,0,0,0.5), rgba(0,0,0,0)); +} +.content blockquote { + background: #f9f9f9; + border-left: 10px solid #ccc; + margin: 2em 10px; + padding: 1em 15px; +} +.content blockquote p { + display: inline; +} +.content blockquote footer { + text-align: right; + padding: 20px 10px 10px 10px; + font-family: $fontTitle; + overflow: auto; +} +.content blockquote footer strong:before { + content: "-"; + padding-right: 10px; +} +.content blockquote footer cite { + padding: 10px; +} +.content .pullquote { + float: right; + border: none; + padding: 0; + margin: 1em 0 1em 1.5em; + text-align: left; + width: 45%; + background: none; + font-size: 2em; + font-style: italic; +} +.content .pullquote.left { + float: left; + margin: 1em 1.5em 1em 0; +} +.content dl dt { + font-weight: bold; +} +.content ul li { + list-style-type: square; +} +.content table { + width: 100%; + border-collapse: collapse; +} +.content table th { + font-weight: normal; + text-align: left; + background-color: #f7f7f7; + padding: 0.4em; +} +.content table td { + padding: 0.4em; +} +.content table tr:not(:last-child) td { + border-bottom: 1px solid #eee; +} +.content b { + font-weight: 600; +} +.post-content img { + display: block; +} +.post-content .video-container { + position: relative; + padding-top: 56.25%; + height: 0; + overflow: hidden; +} +.post-content .video-container iframe, +.post-content .video-container object, +.post-content .video-container embed { + position: absolute; + top: 0; + left: 0; + width: 100%; + height: 100%; + margin-top: 0; +} +.tags-container-vertical { + display: none; +} +@media screen and (min-width: 1400px) { + .tags-container-vertical { + display: block; + position: relative; + height: 0; + margin-left: -10vw; + } + .tags-container-vertical .tags-sub-container { + position: absolute; + text-align: right; + transform-origin: left; + transform: rotate(-90deg) translateX(-100%); + } +} +.tags-container-bottom { + display: block; +} +@media screen and (min-width: 1400px) { + .tags-container-bottom { + display: none; + } +} +.content figure.highlight { + margin-left: 0; + margin-right: 0; +} +.content figure.highlight figcaption { + padding-top: 10px; + font-size: 85%; + opacity: 0.75; +} +.content figure.highlight figcaption:before { + content: "\f016"; + font-family: FontAwesome; + margin: 0 10px 0 20px; +} +.content figure.highlight figcaption a { + margin-left: 10px; +} +.content figure.highlight .gutter { + display: none; +} +.content figure.highlight .code { + padding-left: 15px; +} +.content code, +.content pre, +.content figure.highlight { + background-color: #f5f5f5; + font-family: Consolas, "Liberation Mono", Menlo, Courier, monospace; + font-size: 97%; + line-height: 1.45; + overflow: auto; +} +pre .comment, +pre .template_comment, +pre .diff .header, +pre .doctype, +pre .pi, +pre .lisp .string, +pre .javadoc, +pre .meta { + color: #8e908c; +} +pre .variable, +pre .attribute, +pre .tag, +pre .regexp, +pre .ruby .constant, +pre .xml .tag .title, +pre .xml .pi, +pre .xml .doctype, +pre .html .doctype, +pre .css .id, +pre .css .class, +pre .css .pseudo, +pre .lisp .body, +pre .smalltalk .number, +pre .constant, +pre .class .title, +pre .parent, +pre .haskell .type { + color: #c82829; +} +pre .number, +pre .preprocessor, +pre .built_in, +pre .literal, +pre .params, +pre .constant, +pre .preprocessor .keyword, +pre .shebang, +pre .symbol, +pre .symbol .string, +pre .diff .change, +pre .special, +pre .attr_selector, +pre .important, +pre .subst, +pre .cdata, +pre .clojure .title, +pre .command, +pre .tag .value, +pre .phpdoc, +pre .tex .formula, +pre .regexp { + color: #fb6d19; +} +pre .class, +pre .ruby .class .title, +pre .css .rules .attribute { + color: #718c00; +} +pre .string, +pre .value, +pre .inheritance, +pre .header, +pre .ruby .symbol, +pre .xml .cdata { + color: #718c00; +} +pre .hexcolor { + color: #3e999f; +} +pre .function, +pre .python .decorator, +pre .python .title, +pre .ruby .function .title, +pre .ruby .title .keyword, +pre .perl .sub, +pre .javascript .title, +pre .coffeescript .title { + color: #4271ae; +} +pre .keyword, +pre .javascript .function, +pre .winutils, +pre .method, +pre .addition, +pre .css .tag, +pre .request, +pre .status, +pre .nginx .title { + 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국가우수장학금 소개

학교의 추천을 받아 3학년 1학기부터 국가 우수 장학생으로 선발되어 앞으로 지원할 다른 분들에게 도움이 될 내용과 후기를 써보려고 합니다. 저는 재학중우수자 전형을 통해 선발되었으므로 이 전형에 관한 내용만 작성해보려고 합니다.

신청 자격

먼저 한국장학재단의 신청 자격은 아래와 같이 안내하고 있습니다. 학교마다 추천할 수 있는 인원에 차이가 있으니 다니고 있는 학교에 문의하는게 가장 정확할 것 같습니다.

2년 지원 유형 : 국가우수장학생(이공계)으로 선발된 이력이 없는 자연과학 및 공학계열 학과(부) 3학년 학생 중 대학의 추천을 받은 자

제가 다니고 있는 학교는 공지 후 지원을 받아 학교의 종합 평가후 최종 선발을 진행하는 방식으로 진행되었습니다. 평가는 성적과 면접 평가를 종합해 최종선발을 진행하였고 당시 성적은 79학점 이수 전체 평점 4.27, 전공 4.43이었습니다. 성적 이외에 면접과 참고 자료가 되는 전인적 인재 성장 계획서에 대해서는 이후 말씀드리겠습니다.

지원 내용

  1. 등록금, 생활비를 지원
  • 등록금 : 장학생 선정 후 매학기별 등록금 전액 지원
  • 생활비 : 계속지원기준을 충족하는 기초생활수급자는 학기당 250만원 추가 지원
  1. 지원기간
  • 재학중우수자(2년 지원 유형) 및 과학기술전문사관 후보생 지원 유형 : 선발 해당 학기를 포함하여 최대 2년 (정규 4학기) 지원

선발 과정

선발인원 배정 → 대학추천 및 학생신청 → 최종심사 → 장학금 지급

중간고사 2주전, 학생장학팀으로 아래와 같은 문자를 받았습니다.

국가우수장학금 안내 문자

이후 말씀드릴 전인적 인재 성장 계획서와 신청서를 작성하고 면접 대상자로 선발되었다는 안내를 받고 그 다음주에 면접을 보았습니다. 면접 내용은 성장 계획서 내용의 간단한 면접이었고 일부 공통 질문의 경우는 학교 공지사항에 안내해주었습니다. 이후 최종 선발안내와 한국장학재단에 최종 등록을 하라는 안내를 받고 한국장학재단에 등록하면 마무리됩니다. 등록은 본인인증 후 작성하였던 전인적 인재 성장 계획서를 업로드하면 끝날정도로 간단하였습니다. 하지만 중간고사 기간동안 짧은 시간내에 진행된 일이라 너무 정신없이 지나간 주였습니다

전인적 인재 성장 계획서

전인적 인재 성장 계획서는 모든 과정에서 제일 시간이 많이 들었고 어려웠던 부분이었습니다. 여기에 작성해야하는 항목은 아래 4개가 있습니다. 처음에 작성할 때는 사회 공헌에 대한 내용을 쓰라하여 뭔가 대단한 것을 써야하지 않을까? 라는 생각에 사로 잡혀있었습니다. 지금까지 해왔던 활동들을 사회 공헌의 관점에서 풀어 작성하면 가장 솔찍한 답변이 되지 않을까 싶어 과거의 활동들과 사회 공헌을 최대한 연관저어 작성했습니다. 너무 대단한 걸 쓰려고 하지 않아도 경험을 연관만 잘지어 쓰면 될 것 같다고 생각합니다.

  1. 사회공헌 노력 및 활동
  2. 대학 생활 중 사회 공헌 등 활동 계획
  3. 사회 기여·환원 계획
  4. 이공계열 활동 계획

제가 컴퓨터공확과인 만큼 정부에서 진행하였던 여러 해커톤에 참여하여 개발하고 수상하였던 것들을 사회공헌의 관점에서 쓰려고 노력했습니다. 제가 작성한 내용들은 아래와 같은데 이 경험들을 사회 공헌과 성과로 녹여 작성하였습니다.

  • 개인 맞춤 추천을 통한 군장병 자개계발 플랫폼
    사회 단절로 인한 전역 군인의 취업 실패 경험을 개인 맞춤형 자기계발을 통한 극복을 통해 이에 따른 군 기피 현상을 개선하려고 노력하였다. 이런 장병들의 심적 부담감을 덜어 군 전체의 사기를 증진하려 노력하였다.

  • LSTM 모델을 활용해 미래의 따릉이 재고수 예측을 통한 불편점 개선
    재고가 얼마 남지 않은경우 막상 재고가 없어 시간을 낭비하게 되는 불편함을 미래 따릉이 재고수를 예측하여 서울 시민의 불편함을 해소하려는 노력을 하였고 개발을 위해 재고 관련 실시간 데이터를 얻기 위해 담당 공무원과 지속적 연락하는등 공헌에 대한 노력하였다.

  • 위치기반 실시간 반려동물 찾기 플랫폼
    실종 전단지를 보고 고양이를 주인에게 찾아준 경험을 찾는 과정에서의 불편한 점을 여쭤보아 불편한 점을 개선하는 방향으로 확장하여 전단지 제작부터 배포, 회수 과정에 들어가는 시간 때문에 골든 타임을 놓칠까 싶은 불안감, 회수가 되지 않은 경우 환경오염에 대한 부담감을 해소하기 위해 이 플랫폼을 개발하였다.

그리고 위의 활동을 통해 장관상등 각종 수상을 받은 내용을 더해 노력에 대한 성과가 앞으로 사회공헌에 대한 동기부여가 되었다고 작성했습니다. 처음에는 사회 공헌에 대한 내용을 뭘써야 하나 고민을 많이 하였는데 지금까지 경험하셨던 활동들을 뒤돌아 살펴보면 사회 공헌과 연결지을 수 있는 방향은 분명 있을 것이라고 생각합니다.

미래의 계획을 작성하는 부분은 소수의 사람들이 겪고 있는 어려운 점을 찾아 내가 활용할 수 있는 기술들을 활용해 소외받지 않도록 하고 싶다. 이런식으로 작성하였는데 1번처럼 과거의 경험을 쓰는 것 보다 미래의 계획을 쓰는게 더 어려웠습니다. 쓰면서 너무 막연한 내용을 쓰는게 아닐까 싶었지만 그냥 적당히 잘 쓰면 될 것 같습니다.

후기

중간 고사 기간에 갑작스럽게 계획서 작성과 면접을 보려하니 심리적 부담감을 갖고 있었습니다. 기존에는 학기마다 성적 우수장학금을 수여하였는데 이전보다는 부담감이 줄어 학교 과목 외의 내가 하고 싶은 공부를 더 하거나 새로운 도전을 할 수 있는 여유를 조금 찾은 것 같습니다. 대학 4년 모두 전액 장학금을 받게 되어 너무 뿌듯하고 앞으로 좀더 챌린징한 것들을 도전해보려고 합니다.

현재는 학교를 다니며 자율출퇴근제를 이용해 웹 개발자로 회사를 다니고 있는데 늘 새로운 길을 가보고 싶다는 생각만 하다 이제야 곧 퇴사하고 학부연구생으로써 새로운 영역에 도전해보려 합니다. 6월에 총장실에서 장학증서 수여식이 있다고 하니 이후에 근황에 대해 후기를 남기도록 하겠습니다. 이 글이 첫 개인적인 포스트인거 같은데 지금을 기록해두면 좋을 것 같아 틈틈히 작성해보려고 합니다.

국가우수장학금 최종 선발

]]> + + http://techbless.github.io/2023/05/09/%EA%B5%AD%EA%B0%80%EC%9A%B0%EC%88%98%EC%9E%A5%ED%95%99%EC%83%9D-%ED%95%A9%EA%B2%A9-%ED%9B%84%EA%B8%B0/#disqus_thread + + + + [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 + http://techbless.github.io/2023/04/08/sequelize-modelctor/ + http://techbless.github.io/2023/04/08/sequelize-modelctor/ + Sat, 08 Apr 2023 19:20:11 GMT + + + + + <h1 id="Sequelize-Model-제네릭-타입-정의"><a href="#Sequelize-Model-제네릭-타입-정의" class="headerlink" title="Sequelize Model 제네릭 타입 정의"></a>Sequelize M + + + + + + Sequelize Model 제네릭 타입 정의

SequelizeModel을 메서드의 매개변수등으로 전달 받거나 할때 특정한 하나의 Model이 아닌 여러 Model을 받아야 하는 경우가 있을 수 있습니다. 이 요구사항을 만족시키기 위해 Generic 타입을 지정하는 것은 보편적인 해결 방법입니다. 그렇다면 Sequelize Model의 타입은 어떻게 Generic Type으로 지정할 수 있는지 알아보겠습니다.

ModelCtor 타입

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type ModelCtor<M extends Model = Model> = Repository<M>;

앞서 말한 케이스 같은 경우 ModelCtor 타입을 토대로 Generic 타입을 지정할 수 있습니다.
ModelCtor 타입의 정의는 위와 같고 “sequelize-typescript”에 정의되어있습니다.

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예시를 통한 사용방법

아래와 같은 요구사항이 있다고 가정하고 예시 코드를 살펴 보겠습니다.

요구사항

  • 여러 Model과 Service에서 Pagination 기능을 포함하여야 한다.
  • 결과 값과 조건에 해당하는 총 rows의 수를 반환한다.

해결 방법

메서드에서 <T extends Model> 제네릭 타입을 선언한 후, 매개변수의 model의 타입을 ModelCtor<T>로 정의합니다.

코드의 재사용성을 높이기 위해 BaseService라는 Class를 작성하였습니다.
어떤 모델이던 아래의 코드를 통해 API 호출시 filter를 위한 쿼리 스트링을 sequelize where 객체로 변경하거나 페이지네이션을 위한 Offset을 매번 계산할 필요가 없습니다.

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import { Model, ModelCtor } from "sequelize-typescript";
import QueryBuilder from "./common/query.builder";

export class BaseService {
public async findAllAndCountWithPage<T extends Model>(
model: ModelCtor<T>,
searchQuery: { query; sort; page; pageSize }
): Promise<{ rows: T[]; count: number }> {
const { page, pageSize, sort, query } = searchQuery;

const offset = this.getPaginationOffset(page, pageSize);

return model.findAndCountAll({
where: query,
order: sort,
offset: +offset,
limit: +pageSize,
});
}

public buildSequelizeQuery(validKey, reqQuery) {
const query = QueryBuilder.buildFilterQuery(validKey, reqQuery);
const sort = QueryBuilder.buildSortQuery(reqQuery.sort);
const page = reqQuery.page || 1;
const pageSize = reqQuery.pageSize || 10;

return { query, sort, page, pageSize };
}

getPaginationOffset(page, pageSize) {
let offset = 0;

if (page > 1) {
offset = pageSize * (page - 1);
}

return offset;
}
}

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요구사항을 만족하는 기능이 필요한 Service에서 BaseService를 상속받아 사용합니다.

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import { Injectable } from "@nestjs/common";
import { BaseService } from "../common/service";
import { InjectModel } from "@nestjs/sequelize";
import { Book } from "./boook.model";

@Injectable()
export class BooksService extends BaseService {
constructor(@InjectModel(Book) private bookModel: typeof Book) {
super();
}

async getBooks(reqQuery) {
const VALID_KEY = ["title", "description"]; // 검색 가능한 column 필터링
const { query, sort, page, pageSize } = super.buildSequelizeQuery(VALID_KEY, reqQuery);
return super.findAllAndCountWithPage(this.bookModel, { query, sort, page, pageSize });
}
}
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import { Controller, Get, Query } from "@nestjs/common";
import { BooksService } from "./books.service";
import { BaseController } from "../common/controller";

@Controller("books")
export class BooksController extends BaseController {
constructor(private booksService: BooksService) {
super();
}

@Get()
async getUsers(@Query() query) {
return this.booksService.getBooks(query);
}
}
]]>
+ + http://techbless.github.io/2023/04/08/sequelize-modelctor/#disqus_thread +
+ + + express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 + http://techbless.github.io/2023/04/01/express-session%EC%97%90%EC%84%9C-redis%EC%82%AC%EC%9A%A9%EC%9D%84-%EC%9C%84%ED%95%9C-connect-redis-v7-%EB%B3%80%EA%B2%BD-%EC%82%AC%ED%95%AD/ + http://techbless.github.io/2023/04/01/express-session%EC%97%90%EC%84%9C-redis%EC%82%AC%EC%9A%A9%EC%9D%84-%EC%9C%84%ED%95%9C-connect-redis-v7-%EB%B3%80%EA%B2%BD-%EC%82%AC%ED%95%AD/ + Sat, 01 Apr 2023 05:22:19 GMT + + + + + <h1 id="connect-redis"><a href="#connect-redis" class="headerlink" title="connect-redis"></a>connect-redis</h1><p><code>connect-redis</code> + + + + + + connect-redis

connect-redisExpress에서 redissession storage로 제공하는 라이브러리 입니다.
프로덕션 배포시 메모리를 세션 스토리지로 사용하지 않고 Scalability와 안정성을 위해 사용됩니다.

최근에 새로 시작하는 프로젝트에서 redis session을 설정하는데 문제가 있어 찾아보던 중 최근 2023년 3월 1일에 connect-redis의 버전 업데이트이 있어 기존과 달라진 부분을 공유하고자 합니다.

업데이트 로그 바로가기

Breaking changes

제일 큰 변경사항은 아래의 1번과 2번입니다.

  1. 더이상 redis client의 lagacy 모드를 지원하지 않습니다.
  2. 타입스크립트 코드 기반으로 재작성되어 더이상 기존 @types/connect-redis를 사용하지 않습니다.
  3. 빌드는 이제 CJS와 ESM을 모두 지원합니다. 노드 14에 대한 지원이 제거되었습니다.

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버전 6.x에서의 마이그레이션

redis 패키지에 대해 regacyMode: true 설정을 사용한 경우 이 패키지를 실행하는 데 레거시 모드가 더 이상 필요하지 않으며 더 이상 지원되지 않으므로 이 설정을 제거해주세요.

@types/connect-redis 타입정의를 사용중이라면 제거해주세요.

@types/connect-redis의 버전이 아직 업데이트 되지 않아 타입 오류가 발생합니다. connect-redis 패키지에 타입을 포함하고 있으니 제거해주세요.

RedisStore 초기화는 더 이상 express-session을 사용하지 않습니다.

별도의 RedisStore 초기화 과정없이 바로 import된 RedisStore를 사용하면 됩니다.

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// 기존
import connectRedis from "connect-redis";
import session from "express-session";
const RedisStore = connectRedis(seession);

// 현재
import RedisStore from "connect-redis";

CommonJS(require) 모듈을 사용하는 경우. 기본 export를 가져와야 합니다.

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// 기존
const RedisStore = require("connect-redis");

// 현재
const RedisStore = require("connect-redis").default;

아래에 예시코드를 작성하여 두었으니 참고해주세요.

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예시

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import { NestFactory } from "@nestjs/core";
import { AppModule } from "./app.module";
import * as session from "express-session";
import * as passport from "passport";
import RedisClient from "./common/redis";
import RedisStore from "connect-redis";

async function bootstrap() {
const app = await NestFactory.create(AppModule, {
logger: ["error", "warn"],
});

const redisClient = await RedisClient.getRedisClient();
const redisStore = new RedisStore({ client: redisClient });

app.use(
session({
store: redisStore,
secret: process.env.SESSION_SECRET,
resave: false,
saveUninitialized: false,
})
);

app.use(passport.initialize());
app.use(passport.session());

await app.listen(3000);
}

bootstrap();
]]>
+ + http://techbless.github.io/2023/04/01/express-session%EC%97%90%EC%84%9C-redis%EC%82%AC%EC%9A%A9%EC%9D%84-%EC%9C%84%ED%95%9C-connect-redis-v7-%EB%B3%80%EA%B2%BD-%EC%82%AC%ED%95%AD/#disqus_thread +
+ + + [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 + http://techbless.github.io/2023/01/08/sequelize-async-getter/ + http://techbless.github.io/2023/01/08/sequelize-async-getter/ + Sun, 08 Jan 2023 21:37:41 GMT + + + + + <h1 id="Sequelize-Getter"><a href="#Sequelize-Getter" class="headerlink" title="Sequelize Getter"></a>Sequelize Getter</h1><p><code>Sequeliz + + + + + + Sequelize Getter

Sequelize에서 아래와 같이 모델의 컬럼별로 getter를 사용할 수 있습니다.
예를 들어, username을 항상 대문자로 보고싶다면 username컬럼의 getter에서 대문자로 변환할수 있습니다.

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const User = sequelize.define("user", {
// Let's say we wanted to see every username in uppercase, even
// though they are not necessarily uppercase in the database itself
username: {
type: DataTypes.STRING,
get() {
const rawValue = this.getDataValue("username");
return rawValue ? rawValue.toUpperCase() : null;
},
},
});

Sequelize Getter Async 사용 불가

안타깝게도 getterasync로 지정할 수 없고 당연하게도 async 메서드를 호출하여 정상적으로 사용할 수 없습니다.

그래도 getter에서 async메서드를 호출해야 한다면 getter의 기능을 하면서도 async를 사용할 수 있는 아래에서 소개할 hook를 사용하는 걸 고려해 볼 수 있습니다.

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Sequelize Hook로 대체

Sequelize에서 제공하는 Hook을 통해 async메서드를 포함하면서도 getter의 기능하는 아주 간단한 예제를 수행해보도록 하겟습니다.

만약에 “판매가는 무조건 공급가에 설정한 마진율을 곱한 가격이다.” 라는 정책이 있는 경우 해당 요구사항을 충족할 수 있도록 getter에서 설정을 가져와 공급가에 마진율을 곱해준 값을 판매가로 설정한다는 getter를 만들수 있습니다. 하지만 아래의 코드처럼 마진율 설정값을 가져오는 메서드가 async라면 getter를 사용할 수 없습니다.

따라서 afterFind라는 hook를 지정하여 findOne, findAll 혹은 findByPk등의 메서드를 호출한 경우 hook를 실행하여 해당 요구사항을 만족시킬 수 있습니다.

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import Sequelize, { DataTypes } from "sequelize";
import ConfigService from "../services/config.js";

class Product extends Sequelize.Model {
static init(sequelize) {
return super.init(
{
productNo: {
type: DataTypes.INTEGER,
primaryKey: true,
allowNull: false,
autoIncrement: true,
},
supplyPrice: {
type: DataTypes.DECIMAL(17, 2)
}
price: {
type: DataTypes.VIRTUAL
},
...
},
{
sequelize,
charset: "utf8mb4",
collate: "utf8mb4_unicode_ci",
hooks: {
afterFind: async (record, options) => {
if (!record) {
return;
}

const marginRatio = await ConfigService.getConfig("MARGIN_RATIO");

if (Array.isArray(record)) {
record.forEach((each) => {
const supplyPrice = each.dataValues.supplyPrice;
each.dataValues.price = Math.floor(Math.floor(supplyPrice * marginRatio) / 10) * 10;
});
} else {
const supplyPrice = record.dataValues.supplyPrice;
record.dataValues.price = Math.floor(Math.floor(supplyPrice * marginRatio) / 10) * 10;
}
},
},
},
);
}

static associate(db) {
// Association
}
}

export default Product;

Array.isArray(record)

위의 코드 중간에 있는 배열 여부에 관한 분기를 통해 단일 레코드와 배열을 모두 처리할 수 있습니다. 만약 이 조건을 빠뜨린다면 오류가 발생할 수 있으니 주의 바랍니다.

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if (Array.isArray(record)) {
record.forEach((each) => {
// find의 결과가 배열인 경우 ex) findAll()
});
} else {
// 단일 레코드인 경우 ex) findOne()
}

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Sequelize Hook의 종류

afterFind이외에 다양한 Hook가 존재하니 Sequelize 문서를 참고하시면 좋겠습니다.

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+ + http://techbless.github.io/2023/01/08/sequelize-async-getter/#disqus_thread +
+ + + TypeScript 런타임 타입 체크 Type Guard의 필요성 + http://techbless.github.io/2022/12/04/TypeScript-%EB%9F%B0%ED%83%80%EC%9E%84-%ED%83%80%EC%9E%85-%EC%B2%B4%ED%81%AC-Type-Guard%EC%9D%98-%ED%95%84%EC%9A%94%EC%84%B1/ + http://techbless.github.io/2022/12/04/TypeScript-%EB%9F%B0%ED%83%80%EC%9E%84-%ED%83%80%EC%9E%85-%EC%B2%B4%ED%81%AC-Type-Guard%EC%9D%98-%ED%95%84%EC%9A%94%EC%84%B1/ + Sun, 04 Dec 2022 00:07:41 GMT + + + + + <h1 id="TypeScript의-자료형-및-타입-표명"><a href="#TypeScript의-자료형-및-타입-표명" class="headerlink" title="TypeScript의 자료형 및 타입 표명"></a>TypeScript의 자료형 및 + + + + + + TypeScript의 자료형 및 타입 표명

TypeScript로 작성된 코드는 코드가 실행되기 전 Compile Time에 타입을 강제합니다. 여기서 중요하게 봐야할 부분은 컴파일 시간에 타입을 강제한다는 점입니다. 런타임 시에는 실제로는 외부에서 들어오는 데이터나 Parse된 JSON과 같이 동적으로 입력되는 데이터는 타입에 대해 Cast하거나 오류를 발생시키지 않습니다. 즉 타입스크립트의 타입 표명은 런타임의 Type Casting이 아니라는 점을 꼭 상기해야합니다. 타입 표명은 컴파일 시간을 위한 것이고 어떤식으로 분석되길 원하는지 컴파일러에게 제공하는 힌트일 뿐입니다.

런타임에 타입 체크가 필요한 이유

앞서 말했듯이 타입스크립트는 런타임에서 동적 데이터의 자료형을 보장하지는 않습니다. 예를 들면 아래의 간단한 경우들을 살펴보도록 하겠습니다.

  1. Front-End에서 잘못된 타입으로 API 호출하는 경우
  2. API가 잘못된 타입으로 반환하는 경우

1번과 2번 모두 내가 정의한 타입 그대로 지켜질지 아닐지 모르는 런타임에 외부에서 들어오는 데이터인 경우입니다.

이처럼 늘 휴먼에러가 발생할 수 있다는 점을 가정하고 안전한 코드를 작성해야 합니다.
따라서 런타임에도 타입스크립트가 자료형을 지켜줄 것이라고 믿거나 휴먼 에러가 발생하지 않을 것이라고 믿는 것은 어리석은 행동이다. 이경우 자바스크립트의 특성상 치명적인 오류를 초례할 가능성이 있습니다.

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interface ExpectedUserInput {
message: string;
}

class EchoController extends Controller {
public echo(req: Request, res: Response) {
const body = req.body as ExpectedUserInput;

console.log(typeof body.message, body);
res.json({ yourMessage: body.message });
}
}

위처럼 간단한 Echo API를 살펴보겠습니다. body.message의 자료형은 string으로 보장될 것이라 예상할 수 있습니다.

API Request Body

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{
"message": 0
}

하지만 string일 것이라는 예상과 달리 실제 호출시 입력한 값의 자료형으로 그대로 들어가게 됩니다.

Console Result

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number { message: 0 }

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타입스크립트의 장점만을 바라고 이부분을 놓친채로 사용한다면 실제 타입스크립트의 장점을 온전히 누리지 못한 채로 생산성만 낮추며 두마리 토끼를 다 잃을 수 있다고 생각합니다.
적절한 Type Guard 없이 타입을 정의해 사용한다면 오히려 개발자들에게 있어 해당 데이터의 타입의 혼란과 실수만을 야기할 수도 있습니다.
따라서 컴파일 시간에 데이터의 타입을 특정할 수 없는 경우 TypeGuard를 통해 타입스크립트의 장점을 온전히 가져야 하지 않을까 싶습니다.

TypeGuard

따라서 런타임시에 typeof 혹은 instanceof 등의 적절한 Type Guard로 타입을 보장해야합니다. 타입 가드에 대한 내용과 라이브러리들은 다음 포스트에서 조금 더 자세히 다루도록 하겠습니다.

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+ + http://techbless.github.io/2022/12/04/TypeScript-%EB%9F%B0%ED%83%80%EC%9E%84-%ED%83%80%EC%9E%85-%EC%B2%B4%ED%81%AC-Type-Guard%EC%9D%98-%ED%95%84%EC%9A%94%EC%84%B1/#disqus_thread +
+ + + Github Action에서 npm관련 command not found 오류 해결 방법 + http://techbless.github.io/2022/11/07/Github-Action%EC%97%90%EC%84%9C-npm%EA%B4%80%EB%A0%A8-command-not-found-%EC%98%A4%EB%A5%98-%ED%95%B4%EA%B2%B0-%EB%B0%A9%EB%B2%95/ + http://techbless.github.io/2022/11/07/Github-Action%EC%97%90%EC%84%9C-npm%EA%B4%80%EB%A0%A8-command-not-found-%EC%98%A4%EB%A5%98-%ED%95%B4%EA%B2%B0-%EB%B0%A9%EB%B2%95/ + Mon, 07 Nov 2022 21:58:27 GMT + + + + + <h1 id="Github-Action으로-배포시-npm-Command-Not-Found"><a href="#Github-Action으로-배포시-npm-Command-Not-Found" class="headerlink" title="Github Act + + + + + + Github Action으로 배포시 npm: Command Not Found

NVM

nvm은 Node Version Manager의 줄임말로 Node.js의 버전을 쉽게 변경하고 관리할 수 있도록 도와주는 도구입니다.

이슈

만약 nvm으로 Node.js를 설치하고 실 서버에 Github Action을 통해 배포를 하는 경우 아래의 오류들이 발생할 수 있습니다.

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bash: line x: node: command not found

bash: line x: npm: command not found

bash: line x: npx: command not found

bash: line x: pm2: command not found

bash: line x: yarn: command not found

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해결 방법

아래와 같이 /usr/local/bin 디렉터리 아래에 심볼링 링크를 만들어 오류를 해결할 수 있습니다.

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sudo ln -s "$NVM_DIR/versions/node/$(node 버전)/bin/node" "/usr/local/bin/node"
버전
sudo ln -s "$NVM_DIR/versions/node/$(node 버전)/bin/npm" "/usr/local/bin/npm"

sudo ln -s "$NVM_DIR/versions/node/$(node 버전)/bin/pm2" "/usr/local/bin/pm2"

sudo ln -s "$NVM_DIR/versions/node/$(node 버전)/bin/yarn" "/usr/local/bin/yarn"

sudo ln -s "$NVM_DIR/versions/node/$(node 버전)/bin/npx" "/usr/local/bin/npx"

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+ + http://techbless.github.io/2022/11/07/Github-Action%EC%97%90%EC%84%9C-npm%EA%B4%80%EB%A0%A8-command-not-found-%EC%98%A4%EB%A5%98-%ED%95%B4%EA%B2%B0-%EB%B0%A9%EB%B2%95/#disqus_thread +
+ + + Git 계정정보를 저장하는 방법 + http://techbless.github.io/2022/11/06/Git-%EA%B3%84%EC%A0%95%EC%A0%95%EB%B3%B4%EB%A5%BC-%EC%A0%80%EC%9E%A5%ED%95%98%EB%8A%94-%EB%B0%A9%EB%B2%95/ + http://techbless.github.io/2022/11/06/Git-%EA%B3%84%EC%A0%95%EC%A0%95%EB%B3%B4%EB%A5%BC-%EC%A0%80%EC%9E%A5%ED%95%98%EB%8A%94-%EB%B0%A9%EB%B2%95/ + Sun, 06 Nov 2022 12:58:27 GMT + + + + + <h1 id="Git-계정-정보를-저장하는-방법"><a href="#Git-계정-정보를-저장하는-방법" class="headerlink" title="Git 계정 정보를 저장하는 방법"></a>Git 계정 정보를 저장하는 방법</h1><p>깃허브 비밀 + + + + + + Git 계정 정보를 저장하는 방법

깃허브 비밀번호로 로그인할 수 없고 토큰을 발급하여 로그인 하여야 합니다.
아래의 명령어를 입력하면 앞으로 아이디와 비밀번호 인증 없이 사용할 수 있습니다.

git config credential.helper store --global

맨날 까먹어서 기록합니다.

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+ + http://techbless.github.io/2022/11/06/Git-%EA%B3%84%EC%A0%95%EC%A0%95%EB%B3%B4%EB%A5%BC-%EC%A0%80%EC%9E%A5%ED%95%98%EB%8A%94-%EB%B0%A9%EB%B2%95/#disqus_thread +
+ + + Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 + http://techbless.github.io/2022/10/20/Ubuntu%EC%97%90%EC%84%9C-nvm%EA%B3%BC-node-js-%EC%84%A4%EC%B9%98-%EB%B0%8F-%EB%B2%84%EC%A0%84-%EB%B3%80%EA%B2%BD-%EB%B0%A9%EB%B2%95/ + http://techbless.github.io/2022/10/20/Ubuntu%EC%97%90%EC%84%9C-nvm%EA%B3%BC-node-js-%EC%84%A4%EC%B9%98-%EB%B0%8F-%EB%B2%84%EC%A0%84-%EB%B3%80%EA%B2%BD-%EB%B0%A9%EB%B2%95/ + Thu, 20 Oct 2022 12:58:27 GMT + + + + + <h1 id="NVM"><a href="#NVM" class="headerlink" title="NVM"></a>NVM</h1><p><code>nvm</code>은 Node Version Manager의 줄임말로 <code>Node.js</code>의 + + + + + + NVM

nvm은 Node Version Manager의 줄임말로 Node.js의 버전을 쉽게 변경하고 관리할 수 있도록 도와주는 도구입니다.
개발환경과 실 서버의 버전이 다른 경우 배포시 다양한 이슈가 발생할 수 있습니다. 하지만 여러서버들의 버전이 다르다면 개발환경을 통일화하기 어렵습니다.
이때 사용하면 유용한 것이 nvm입니다.

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설치 방법

설치 방법은 우분투를 기준으로 설명하겠습니다. ssh를 통해 서버에 접근하여 아래의 명령어로 설치하실 수 있습니다.

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curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.34.0/install.sh | bash
. ~/.nvm/nvm.sh
nvm install node
nvm install 버전

매번 찾아보기 번거로워 오랫만에 글도 쓸겸해서 메모로 남깁니다.

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+ + http://techbless.github.io/2022/10/20/Ubuntu%EC%97%90%EC%84%9C-nvm%EA%B3%BC-node-js-%EC%84%A4%EC%B9%98-%EB%B0%8F-%EB%B2%84%EC%A0%84-%EB%B3%80%EA%B2%BD-%EB%B0%A9%EB%B2%95/#disqus_thread +
+ + + 중첩 조건문을 Guard Clause로 가독성 높은 코드를 작성하는 방법 + http://techbless.github.io/2021/06/16/%EC%A4%91%EC%B2%A9-%EC%A1%B0%EA%B1%B4%EB%AC%B8%EC%9D%84-Guard-Clause%EB%A1%9C-%EA%B0%80%EB%8F%85%EC%84%B1-%EB%86%92%EC%9D%80-%EC%BD%94%EB%93%9C%EB%A5%BC-%EC%9E%91%EC%84%B1%ED%95%98%EB%8A%94-%EB%B0%A9%EB%B2%95/ + http://techbless.github.io/2021/06/16/%EC%A4%91%EC%B2%A9-%EC%A1%B0%EA%B1%B4%EB%AC%B8%EC%9D%84-Guard-Clause%EB%A1%9C-%EA%B0%80%EB%8F%85%EC%84%B1-%EB%86%92%EC%9D%80-%EC%BD%94%EB%93%9C%EB%A5%BC-%EC%9E%91%EC%84%B1%ED%95%98%EB%8A%94-%EB%B0%A9%EB%B2%95/ + Wed, 16 Jun 2021 00:42:18 GMT + + + + + <h1 id="Guard-Clause란-무엇일까"><a href="#Guard-Clause란-무엇일까" class="headerlink" title="Guard Clause란 무엇일까"></a>Guard Clause란 무엇일까</h1><p><code> + + + + + + Guard Clause란 무엇일까

if/else 분기는 프로그래밍을 처음 배울때 가장 먼저 접하는 컨셉중 하나입니다. 조건 분기가 필요한 부분에서 가장 흔하게 사용되는 statement 이기도 한데요, 이 간단한 if/else가 복잡해지고 중첩되면 부담이 되고 가독성을 크게 해칠 수 있습니다. 쉽게 복잡해질 수 있는 중첩의 수준, 즉, 코드의 depth가 깊어지는 것을 막을 수 있는 방법으로 Guard Clause를 고려해 볼 수 있습니다. 이 Code Clause를 통해 중첩된 조건문을 평탄화(flattening)시켜 코드의 가독성을 향상시킬 수 있습니다.

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일단 Guard가 뭔지 알아보자

“In computer programming, a guard is a boolean expression that must evaluate to true if the program execution is to continue in the branch in question. Regardless of which programming language is used, guard code or a guard clause is a check of integrity preconditions used to avoid errors during execution.” — Wikipedia

쉽게 생각하면, null 체크와 같이 조건분기에서 계속 실행되기 위해 true여야 하는 boolean expression을 의미합니다.

Concept

다음과 같은 기존의 코드가 있습니다.

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if (guard) {
...
}

이 코드를 not guard의 조건으로 바꾸고 조기에 return합니다 (return early). 그 다음, 기존의 guard 조건을 가진 분기의 코드 블락을 아래와 같이 not guard이후에 작성하면 됩니다. 이제 위의 분기 코드를 아래와 같이 표현할 수 있습니다.

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if(not guard) {
return;
}
...

여기까지만 보면 오히려 멀쩡한 조건문에 not을 씌워 가독성을 해치는 것으로 보일 수 있습니다. 하지만 실제로 중첩 조건문에서 적용하여 중첩 조건문을 평탄화 하여 코드의 깊이를 줄이는 것을 보여드리겠습니다.

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중첩 조건문에 적용

예시로 아래와 같이 token을 인증하는 가상의 코드가 있다고 했을 때, user가 존재 하는지 확인하고 해당 token을 가져와 존재하는지 확인한 후, tokenpurposereset인지를 확인해서 이경우 true를 반환합니다.

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public async verifyToken(email: string, token: string, purpose: string) {
const user = await UserService.getUserByEmail(email);

if(user) {
const token = await user.getToken({...});

if (token) {
if(token.purpose === 'reset') {
return true;
} else {
return false;
}
} else {
return false;
}
}
}

이런 간단한 코드의 경우에도 이미 중첩 조건문이 3번 중첩됩니다. 코드가 더 복잡해지면 쉽게 코드의 depth가 깊어져 가독성을 해치고 코드를 이해하는데 어려움을 겪게 됩니다. 이 코드에서는 if(user), if(token) 그리고 if(token.purpose === 'reset')Guard가 됩니다.

AD_HERE

Guard Clause 적용

앞서 말한대로 코드를 refactor해보도록 하겠습니다. Guard조건들을 Not Guard로 바꾸고 early return해줍니다.

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public async verifyToken(email: string, token: string, purpose: string) {
const user = await UserService.getUserByEmail(email);

// 아래의 조건문 이후로, user가 존재한다는 것이 보장됩니다.
if(!user) {
return false;
}

const token = await user.getToken({...});
if (!token || token.purpose !== 'reset') {
return false;
}

// 여기까지 온 경우, true가 반환되기 위한 조건을 모두 갖췄다고 볼 수 있습니다.
return true;
}

Guard Clause를 토대로 refactor를 마친 코드를 보면 중첩된 조건문이 사라진건 알 수 있습니다. 이렇게 복잡한 조건문을 쉽고 가독성 높은 코드로 풀어낼 수 있는 Guard Clause에 대해 알아 봤습니다.

]]>
+ + http://techbless.github.io/2021/06/16/%EC%A4%91%EC%B2%A9-%EC%A1%B0%EA%B1%B4%EB%AC%B8%EC%9D%84-Guard-Clause%EB%A1%9C-%EA%B0%80%EB%8F%85%EC%84%B1-%EB%86%92%EC%9D%80-%EC%BD%94%EB%93%9C%EB%A5%BC-%EC%9E%91%EC%84%B1%ED%95%98%EB%8A%94-%EB%B0%A9%EB%B2%95/#disqus_thread +
+ + + C++ 플로이드 알고리즘 구현과 플로이드 와샬 경로 추적 방법 + http://techbless.github.io/2020/11/11/C-%ED%94%8C%EB%A1%9C%EC%9D%B4%EB%93%9C-%EC%95%8C%EA%B3%A0%EB%A6%AC%EC%A6%98-%EA%B5%AC%ED%98%84%EA%B3%BC-%ED%94%8C%EB%A1%9C%EC%9D%B4%EB%93%9C-%EC%99%80%EC%83%AC-%EA%B2%BD%EB%A1%9C-%EC%B6%9C%EB%A0%A5-%EB%B0%A9%EB%B2%95/ + http://techbless.github.io/2020/11/11/C-%ED%94%8C%EB%A1%9C%EC%9D%B4%EB%93%9C-%EC%95%8C%EA%B3%A0%EB%A6%AC%EC%A6%98-%EA%B5%AC%ED%98%84%EA%B3%BC-%ED%94%8C%EB%A1%9C%EC%9D%B4%EB%93%9C-%EC%99%80%EC%83%AC-%EA%B2%BD%EB%A1%9C-%EC%B6%9C%EB%A0%A5-%EB%B0%A9%EB%B2%95/ + Wed, 11 Nov 2020 01:27:14 GMT + + + + + <h1 id="플로이드-와샬-알고리즘"><a href="#플로이드-와샬-알고리즘" class="headerlink" title="플로이드 와샬 알고리즘"></a>플로이드 와샬 알고리즘</h1><p>플로이드 와샬 알고리즘에 대한 개념은 쉽게 많은 정보를 + + + + + + 플로이드 와샬 알고리즘

플로이드 와샬 알고리즘에 대한 개념은 쉽게 많은 정보를 찾을 수 있으니 구현과 최단 거리가 아닌 최단 경로를 구하는 방법에 대해 알아보겠습니다.

플로이드 와샬 요약

하나의 정점에서 다른 모든 정점까지의 거리를 구하는 다익스트라 알고리즘과 달리 플로이드-워셜(Floyd Warshall) 알고리즘은 그래프 내의 모든 정점에서 모든 각 정점까지의 최단 거리를 구하는 알고리즘 입니다. 반복문 3개로 비교적 쉽게 구할 수 있으며 O(n^3)의 시간 복잡도를 갖습니다.

  1. k : 경유 정점
  2. i : 출발 정점
  3. j : 도착 정점

의 순서로 반복문 3개로 아래와 같이 i에서 출발해 정점 k를 경유하여 j 까지 가는 경우가 더 가깝다면 A를 더 가까운 정점으로 업데이트 합니다. 즉, 간단히 말해 아래와 같이 기존의 A[i][j]A[i][k] + A[k][j] 중 더 작은 값이 A[i][j]의 값이 됩니다.

1
A[i][j] = min(A[i][k] + A[k][j], A[i][j])

AD_HERE

최단경로 추적 구현

플로이드 와샬 알고리즘을 이용하면 최단 거리는 A배열에 저장되어 있어 A[i][j]의 형태로 정점 i부터 j까지의 최단 경로를 쉽게 구할 수 있습니다.

하지만 최단 거리가 아니라 최단 경로를 구하려면 경로를 따로 기록해두어야 합니다. 아래의 C++로 구현한 코드를 보면 최단 경로가 업데이트 될 때 마다 next 배열을 업데이트 하는 것을 볼 수 있습니다. next 배열은 현재 정점 i에서 도착 정점 j까지 가기위한 정점 i다음에 방문할 정점을 의미합니다. 따라서 next 배열에 A배열의 값이 업데이트 될때마다 기록을 해두어야 합니다.

예를 들어, next[5][3]은 정점 5에서 정점 3까지 가기 위해 정점 5 다음에 방문해야할 정점의 정점 번호를 의미합니다.

따라서 출발지에서 도착지까지 재귀함수를 이용해 출력하면 쉽게 최단 경로를 구할 수 있습니다. 경로 출력에 관한 함수는 trace_path()print_path()입니다.

쉽게 이해할 수 있도록 최대한 주석을 달아 두었으니 주석을 참고해주세요.

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#include <bits/stdc++.h>

using namespace std;

using pii = pair<int, int>;

class Graph {
public:
int n;
// 인접 정점
// first: 정점, second: 가중치
vector<pii>* adj;

Graph(int n) {
this->n = n;
adj = new vector<pii>[n];
}

// 간선 추가
void insertEdge(int u, int v, int w) {
this->adj[u].push_back(make_pair(v, w));
this->adj[v].push_back(make_pair(u, w));
}
};

// Floyd
vector<vector<int>>* floyd(Graph* g) {
vector<vector<int>> A(g->n, vector<int>(g->n, INT_MAX));

// next[i][j] : 정점 j까지 가기위한 정점 i다음에 방문할 정점
vector<vector<int>>* next = new vector<vector<int>>(g->n, vector<int>(g->n));

// 주어진 그래프의 초기 A와 next 행렬의 값 업데이트
for (int i = 0; i < g->n; i++) {
A[i][i] = 0; // 자신까지의 최단경로 = 0

for (pii a : g->adj[i]) {
A[i][a.first] = a.second;
(*next)[i][a.first] = a.first;
}
}

// i: 출발 노드, j: 도착 노드, k: 경유 노드
for (int k = 0; k < g->n; k++) {
for (int i = 0; i < g->n; i++) {
for (int j = 0; j < g->n; j++) {
// (i -> k) 나 (k -> j) 까지 도달할 수 없는 경우
if (A[i][k] == INT_MAX || A[k][j] == INT_MAX) {
continue;
}

// k정점을 거쳐가는 경로가 더 가깝다면 업데이트
if (A[i][k] + A[k][j] < A[i][j]) {
A[i][j] = A[i][k] + A[k][j];

// A가 업데이트 될때 next도 업데이트
(*next)[i][j] = (*next)[i][k];
}
}
}
}

return next;
}

// 정점 u에서 v까지 갈때 다음번에 방문해야할 정점을 출력
void trace_path(int u, int v, vector<vector<int>>* next) {
// 출발지와 도착지가 같다면 멈춘다.
if (u != v) {
// 정점 u 이후에 방문해야할 정점으로 u업데이트 후,
u = (*next)[u][v];
cout << " -> " << u;
// 재귀를 통해 반복
trace_path(u, v, next);
}

}

// 시작정점도 출력해주기 위해 따로 분리
void print_path(int u, int v, vector<vector<int>>* next) {
cout << u;
trace_path(u, v, next); //위의 함수를 이용해 경로 출력
}

int main(void) {
Graph* g = new Graph(7);
g->insertEdge(0, 1, 7);
g->insertEdge(1, 0, 7);
g->insertEdge(0, 4, 3);
g->insertEdge(4, 0, 3);
g->insertEdge(0, 5, 10);
g->insertEdge(5, 0, 10);
g->insertEdge(1, 4, 2);
g->insertEdge(4, 1, 2);
g->insertEdge(1, 5, 6);
g->insertEdge(5, 1, 6);
g->insertEdge(1, 2, 4);
g->insertEdge(2, 1, 4);
g->insertEdge(1, 3, 10);
g->insertEdge(3, 1, 10);
g->insertEdge(2, 3, 2);
g->insertEdge(3, 2, 2);
g->insertEdge(4, 3, 11);
g->insertEdge(3, 4, 11);
g->insertEdge(4, 6, 5);
g->insertEdge(6, 4, 5);
g->insertEdge(6, 3, 4);
g->insertEdge(3, 6, 4);
g->insertEdge(3, 5, 9);
g->insertEdge(5, 3, 9);

// 최단 경로를 구한다.
auto next = floyd(g);

// 모든 정점부터 각 정점까지의 경로 출력
for (int i = 0; i < g->n; i++) {
for (int j = 0; j < g->n; j++) {
cout << "["<< i << " -> " << j << "] : ";
print_path(i, j, next);
cout << "\n";
}
cout << "\n";
}

return 0;
}

실행 결과

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[0 -> 0] : 0
[0 -> 1] : 0 -> 4 -> 1
[0 -> 2] : 0 -> 4 -> 1 -> 2
[0 -> 3] : 0 -> 4 -> 1 -> 2 -> 3
[0 -> 4] : 0 -> 4
[0 -> 5] : 0 -> 5
[0 -> 6] : 0 -> 4 -> 6

[1 -> 0] : 1 -> 4 -> 0
[1 -> 1] : 1
[1 -> 2] : 1 -> 2
[1 -> 3] : 1 -> 2 -> 3
[1 -> 4] : 1 -> 4
[1 -> 5] : 1 -> 5
[1 -> 6] : 1 -> 4 -> 6

[2 -> 0] : 2 -> 1 -> 4 -> 0
[2 -> 1] : 2 -> 1
[2 -> 2] : 2
[2 -> 3] : 2 -> 3
[2 -> 4] : 2 -> 1 -> 4
[2 -> 5] : 2 -> 1 -> 5
[2 -> 6] : 2 -> 3 -> 6

[3 -> 0] : 3 -> 2 -> 1 -> 4 -> 0
[3 -> 1] : 3 -> 2 -> 1
[3 -> 2] : 3 -> 2
[3 -> 3] : 3
[3 -> 4] : 3 -> 2 -> 1 -> 4
[3 -> 5] : 3 -> 5
[3 -> 6] : 3 -> 6

[4 -> 0] : 4 -> 0
[4 -> 1] : 4 -> 1
[4 -> 2] : 4 -> 1 -> 2
[4 -> 3] : 4 -> 1 -> 2 -> 3
[4 -> 4] : 4
[4 -> 5] : 4 -> 1 -> 5
[4 -> 6] : 4 -> 6

[5 -> 0] : 5 -> 0
[5 -> 1] : 5 -> 1
[5 -> 2] : 5 -> 1 -> 2
[5 -> 3] : 5 -> 3
[5 -> 4] : 5 -> 1 -> 4
[5 -> 5] : 5
[5 -> 6] : 5 -> 3 -> 6

[6 -> 0] : 6 -> 4 -> 0
[6 -> 1] : 6 -> 4 -> 1
[6 -> 2] : 6 -> 3 -> 2
[6 -> 3] : 6 -> 3
[6 -> 4] : 6 -> 4
[6 -> 5] : 6 -> 3 -> 5
[6 -> 6] : 6
]]>
+ + http://techbless.github.io/2020/11/11/C-%ED%94%8C%EB%A1%9C%EC%9D%B4%EB%93%9C-%EC%95%8C%EA%B3%A0%EB%A6%AC%EC%A6%98-%EA%B5%AC%ED%98%84%EA%B3%BC-%ED%94%8C%EB%A1%9C%EC%9D%B4%EB%93%9C-%EC%99%80%EC%83%AC-%EA%B2%BD%EB%A1%9C-%EC%B6%9C%EB%A0%A5-%EB%B0%A9%EB%B2%95/#disqus_thread +
+ + + 비주얼 스튜디오(Visual Studio)에서 동적할당한 배열 디버깅 하는 방법 (다차원 배열 포함) + http://techbless.github.io/2020/11/07/%EB%B9%84%EC%A3%BC%EC%96%BC-%EC%8A%A4%ED%8A%9C%EB%94%94%EC%98%A4-Visual-Studio-%EC%97%90%EC%84%9C-%EB%8F%99%EC%A0%81%ED%95%A0%EB%8B%B9%ED%95%9C-%EB%B0%B0%EC%97%B4-%EB%94%94%EB%B2%84%EA%B9%85-%ED%95%98%EB%8A%94-%EB%B0%A9%EB%B2%95-%EB%8B%A4%EC%B0%A8%EC%9B%90-%EB%B0%B0%EC%97%B4-%ED%8F%AC%ED%95%A8/ + http://techbless.github.io/2020/11/07/%EB%B9%84%EC%A3%BC%EC%96%BC-%EC%8A%A4%ED%8A%9C%EB%94%94%EC%98%A4-Visual-Studio-%EC%97%90%EC%84%9C-%EB%8F%99%EC%A0%81%ED%95%A0%EB%8B%B9%ED%95%9C-%EB%B0%B0%EC%97%B4-%EB%94%94%EB%B2%84%EA%B9%85-%ED%95%98%EB%8A%94-%EB%B0%A9%EB%B2%95-%EB%8B%A4%EC%B0%A8%EC%9B%90-%EB%B0%B0%EC%97%B4-%ED%8F%AC%ED%95%A8/ + Sat, 07 Nov 2020 09:43:45 GMT + + + + + <h1 id="동적할당-배열-디버그"><a href="#동적할당-배열-디버그" class="headerlink" title="동적할당 배열 디버그"></a>동적할당 배열 디버그</h1><p>비주얼스튜디오에서 아래의 코드와 같이 동적할당한 배열은 디버깅 + + + + + + 동적할당 배열 디버그

비주얼스튜디오에서 아래의 코드와 같이 동적할당한 배열은 디버깅을 하기에는 애로사항이 많습니다. a 배열은 사실상 포인터 변수로 비주얼 스튜디오는 우리가 의도한대로 배열인지, 배열이라면 배열의 크기는 몇인지 알지 못합니다. 따라서 디버깅시에 메모리 창을 보면 a 포인터가 가리키고 있는 데이터를 출력합니다.

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int main(void) {
int* a = new int[10];
for (int i = 0; i < 10; i++) {
a[i] = i;
}

return 0;
}

디버깅 화면 1

하지만 우리는 a포인터가 배열이기를 의도하였으니, 디버깅시에도 배열의 상태이 궁금할 것입니다. 그렇다면, 동적할당한 배열의 메모리 상태를 알고자 한다면 어떻게 해야하는지 알아보겠습니다.

이를 가능하게 하기 위해선 단순히 Visual Studio 디버거에게 a 포인터가 해당하는 배열의 범위를 알려주면 됩니다. a 배열에서 배열의 크기는 10임으로 메모리 조사식에 a, 10을 입력하게 되면 a의 주소를 시작으로 10칸의 메모리 상태를 보여줍니다.

디버깅 화면 2

AD_HERE

2차원 배열의 경우

코드를 먼저 살펴보겠습니다. 10x10 형태의 2차원 배열을 만든후, 0 ~ 99까지의 값을 대입합니다. 동적할당한 2차원배열도 마찬가지입니다.

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int main(void) {
int** a = new int*[10];
for (int i = 0; i < 10; i++) {
a[i] = new int[10];
}

int v = 0;
for (int i = 0; i < 10; i++) {
for (int j = 0; j < 10; j++) {
a[i][j] = v++;
}
}

return 0;
}

이러한 경우라면 아래와 같이 각 인덱스마다 범위를 지정해주면 됩니다.

디버깅 화면 3

]]>
+ + http://techbless.github.io/2020/11/07/%EB%B9%84%EC%A3%BC%EC%96%BC-%EC%8A%A4%ED%8A%9C%EB%94%94%EC%98%A4-Visual-Studio-%EC%97%90%EC%84%9C-%EB%8F%99%EC%A0%81%ED%95%A0%EB%8B%B9%ED%95%9C-%EB%B0%B0%EC%97%B4-%EB%94%94%EB%B2%84%EA%B9%85-%ED%95%98%EB%8A%94-%EB%B0%A9%EB%B2%95-%EB%8B%A4%EC%B0%A8%EC%9B%90-%EB%B0%B0%EC%97%B4-%ED%8F%AC%ED%95%A8/#disqus_thread +
+ + + C++ 다익스트라 알고리즘 구현과 다익스트라 경로 추적 방법 + http://techbless.github.io/2020/11/05/C-%EB%8B%A4%EC%9D%B5%EC%8A%A4%ED%8A%B8%EB%9D%BC-%EC%95%8C%EA%B3%A0%EB%A6%AC%EC%A6%98-%EA%B5%AC%ED%98%84%EA%B3%BC-%EB%8B%A4%EC%9D%B5%EC%8A%A4%ED%8A%B8%EB%9D%BC-%EA%B2%BD%EB%A1%9C-%EC%B6%9C%EB%A0%A5-%EB%B0%A9%EB%B2%95/ + http://techbless.github.io/2020/11/05/C-%EB%8B%A4%EC%9D%B5%EC%8A%A4%ED%8A%B8%EB%9D%BC-%EC%95%8C%EA%B3%A0%EB%A6%AC%EC%A6%98-%EA%B5%AC%ED%98%84%EA%B3%BC-%EB%8B%A4%EC%9D%B5%EC%8A%A4%ED%8A%B8%EB%9D%BC-%EA%B2%BD%EB%A1%9C-%EC%B6%9C%EB%A0%A5-%EB%B0%A9%EB%B2%95/ + Thu, 05 Nov 2020 23:49:47 GMT + + + + + <h1 id="다익스트라-알고리즘"><a href="#다익스트라-알고리즘" class="headerlink" title="다익스트라 알고리즘"></a>다익스트라 알고리즘</h1><p>다익스트라 알고리즘에 대한 개념은 쉽게 많은 정보를 찾을 수 있으니 + + + + + + 다익스트라 알고리즘

다익스트라 알고리즘에 대한 개념은 쉽게 많은 정보를 찾을 수 있으니 구현과 최단 거리가 아닌 최단 경로를 구하는 방법에 대해 알아보겠습니다.

다익스트라 요약

최단경로를 발견한 정점의 집합을 S라고 할때 다익스트라 알고리즘의 매 단계에서 집합 S에 있지 않은 정점중 가장 distance값이 가장 적은, 즉 가장 가까운 정점을 집합 S에 추가하고 그 다음, 다른 정점들의 distance값을 업데이트 합니다. 새로 가장 까운 정점으로 정점 u가 뽑혔다면 정점 u를 거쳐 다른 정점까지 가는 거리와 기존에 해당 정점까지의 거리를 비교해 거리가 더 가까운 값을 기준으로 업데이트 합니다.

아래의 식을 보면 더 쉽게 이해할 수 있습니다. 아래의 식은 위에서 설명한 것을 식으로 나타낸 것입니다.

1
distance[w] = min(distance[w], distance[u] + weight[u][w])

AD_HERE

최단경로 추적 구현

다익스트라 알고리즘을 이용하면 최단 거리는 distance 배열에 저장되어 있어 쉽게 구할 수 있습니다. 하지만 거리가 아니라 최단 경로를 구하려 한다면, 시작 정점에서부터 해당 정점까지 지나온 경로를 기록해두어야 합니다.

아래의 C++로 구현한 코드를 보면 최단 경로가 업데이트 될 때마다 from 배열을 업데이트 하는 것을 볼 수 있습니다. from 배열은 해당 정점까지의 최단 거리가 업데이트 될때 해당 정점까지 의 거리를 업데이트시킨 바로 이전에 방문하게 되는 정점을 의미합니다. 예를 들어, from[5]는 정점 5까지의 최단 경로에서 정점 5 바로 이전에 방문하는 정점을 의미합니다.

따라서 도착지에서 출발지까지 역순으로 재귀함수를 이용해 출력하면 쉽게 최단 경로를 구할 수 있습니다. 경로 출력에 관한 함수는 trace_path()print_path()입니다.

쉽게 이해할 수 있도록 최대한 주석을 달아 두었으니 주석을 참고해주세요.

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#include <bits/stdc++.h>

using namespace std;

using pii = pair<int, int>;

class Graph {
public:
int n;
// 인접 정점
// first: 정점, second: 가중치
vector<pii>* adj;

Graph(int n) {
this->n = n;
adj = new vector<pii>[n];
}

// 간선 추가
void insertEdge(int u, int v, int w) {
this->adj[u].push_back(make_pair(v, w));
this->adj[v].push_back(make_pair(u, w));
}
};

class Compare {
public:
// 우선순위 큐를 위한 비교 함수
bool operator() (pii a, pii b) {
return a.second > b.second;
}
};

vector<int>* dijkstra(Graph* g, int start) {
// 최단 거리가 발견되면 true
vector<bool> found(g->n, false);

// 해당 정점까지의 거리 (default : 무한)
vector<int> distance(g->n, INT_MAX);

// 최단거리가 업데이트 될때 바로 이전에 방문하게 되는 정점
vector<int>* from = new vector<int>(g->n);

// 가장 가까운 정점을 찾기 위한 우선순위 큐
// first: 정점 번호, second: 정점까지의 거리
priority_queue<pii, vector<pii>, Compare> pq;

// 출발지의 최단거리 발견
found[start] = true;
// 출발지까지 거리 0
distance[start] = 0;

// 우선순위 큐에 넣는다.
pq.push(make_pair(start, 0));

//for (int i = 0; i < g->n; i++) {
while(!pq.empty()) {
// 가장 가까운 정점을 우선순위 큐에서 꺼낸다.
int u = pq.top().first;
pq.pop();

// 최단거리 발견
found[u] = true;
for (int j = 0; j < g->adj[u].size(); j++) {
// 정점 u의 인접정점의 최단거리 업데이트
pii v = g->adj[u][j];

if (!found[v.first]) {
if (distance[u] + v.second < distance[v.first]) {
distance[v.first] = distance[u] + v.second;
(*from)[v.first] = u;

// 우선순위 큐에 추가
pq.push(make_pair(v.first, distance[v.first]));
}
}
}
}

return from;
}

// from[n]에서 목적지까지의 정점을 재귀적으로 출력한다.
void trace_path(int s, int e, vector<int>* from) {
// 기저 조건 : 시작점과 목적지가 같은 경우
if ((*from)[e] == s) {
cout << s << " -> ";
return;

}

// 재귀호출을 통해 정점 e전의 정점에 대한 경로를 출력한다..
trace_path(s, (*from)[e], from);

// 최단경로에서 정점 e 바로 이전의 정점를 화면에 출력한다.
cout << (*from)[e] << " - > ";
}

// 마지막 목적지를 간편하게 화면의 출력하기 위해 함수 분리
void print_path(int s, int e, vector<int>* from) {
// 위의 trace_path를 호출하여 최단 경로를 출력한후,
trace_path(s, e, from);

// 목적지의 정점 번호도 출력한다.
cout << e;
}


int main(void) {
Graph* g = new Graph(7);
g->insertEdge(0, 1, 7);
g->insertEdge(1, 0, 7);
g->insertEdge(0, 4, 3);
g->insertEdge(4, 0, 3);
g->insertEdge(0, 5, 10);
g->insertEdge(5, 0, 10);
g->insertEdge(1, 4, 2);
g->insertEdge(4, 1, 2);
g->insertEdge(1, 5, 6);
g->insertEdge(5, 1, 6);
g->insertEdge(1, 2, 4);
g->insertEdge(2, 1, 4);
g->insertEdge(1, 3, 10);
g->insertEdge(3, 1, 10);
g->insertEdge(2, 3, 2);
g->insertEdge(3, 2, 2);
g->insertEdge(4, 3, 11);
g->insertEdge(3, 4, 11);
g->insertEdge(4, 6, 5);
g->insertEdge(6, 4, 5);
g->insertEdge(6, 3, 4);
g->insertEdge(3, 6, 4);
g->insertEdge(3, 5, 9);
g->insertEdge(5, 3, 9);


// 최단 경로를 구한다.
auto from = dijkstra(g, 0);

// 0부터 각 정점까지의 경로 출력
for (int i = 0; i < g->n; i++) {
cout << "0 -> " << i << " : ";
print_path(0, i, from);
cout << "\n";
}

return 0;
}

실행 결과

다익스트라 최단 경로

]]>
+ + http://techbless.github.io/2020/11/05/C-%EB%8B%A4%EC%9D%B5%EC%8A%A4%ED%8A%B8%EB%9D%BC-%EC%95%8C%EA%B3%A0%EB%A6%AC%EC%A6%98-%EA%B5%AC%ED%98%84%EA%B3%BC-%EB%8B%A4%EC%9D%B5%EC%8A%A4%ED%8A%B8%EB%9D%BC-%EA%B2%BD%EB%A1%9C-%EC%B6%9C%EB%A0%A5-%EB%B0%A9%EB%B2%95/#disqus_thread +
+ + + [C++] STL 컨테이너 요약 정리 + http://techbless.github.io/2020/11/04/C-STL-%EC%BB%A8%ED%85%8C%EC%9D%B4%EB%84%88-%EC%9A%94%EC%95%BD-%EC%A0%95%EB%A6%AC/ + http://techbless.github.io/2020/11/04/C-STL-%EC%BB%A8%ED%85%8C%EC%9D%B4%EB%84%88-%EC%9A%94%EC%95%BD-%EC%A0%95%EB%A6%AC/ + Wed, 04 Nov 2020 00:57:41 GMT + + + + + <h1 id="STL-컨테이너"><a href="#STL-컨테이너" class="headerlink" title="STL 컨테이너"></a>STL 컨테이너</h1><p>STL은 <code>Standard Template Library</code>의 약 + + + + + + STL 컨테이너

STL은 Standard Template Library의 약자로 C++ 에서 자료구조와 알고리즘의 Generic Programming (일반화 프로그래밍) 개념을 구현하기 위해 개발 된 C++ 라이브러리입니다. 이러한 STL 라이브러리의 종류와 컨데이너의 특성 및 사용법등을 정리해두려 합니다.

구성요소

  • 반복자 : STL 컨테이너의 원소들을 가리키는 포인터
  • 컨테이너: 데이터를 저장 및 관리를하는 클래스
  • 알고리즘 : STL에서 제공하는 함수

STL 컨테이너 종류

  1. 시퀀스 컨테이너
    1. 데이터를 선형적으로 저장합니다.
    2. vector, list, dequeue …
  2. 연관 컨테이너
    1. 일정 규칙에 따라 조직화된 컨테이너입니다.
    2. set, multiset, map …
  3. 어뎁터 컨테이너
    1. 시퀀스나 연관 컨테이너를 변형하여 정해진 방식으로 관리합니다.
    2. stack, queue …

AD_HERE

시퀀스 컨테이너

시퀀스 컨테이너는 데이터를 선형적으로 저장하고 삽입된 요소의 순서가 그대로 유지됩니다.

벡터 (vector)

일반적인 배열은 배열의 길이가 정적인 특징의 단점을 극복하기 위한 컨테이너로 요소가 추가되거나 삭제될때 자동으로 메모리를 재할당 하고 크기를 동적으로 바꿉니다.

문법
1
2
#include <vector>
vector<Type> name(초기크기);

vector의 초기 크기를 지정하지 않으면 빈 백터를 생성합니다.

함수
  1. size() : 컨테이너에 저장된 요소의 개수를 반환
  2. push_front() : 맨 처음에 원소를 추가
  3. push_back() : 맨 끝에 원소를 추가
  4. pop_front() : 첫번째 원소를 제거
  5. pop_back() : 마지막 원소를 제거
  6. begin() : 컨테이너의 첫 요소를 가리키는 반복자를 반환
  7. end() : 컨테이너의 마지막 요소 바로 다음을 가리키는 반복자를 반환
  8. empty() : 컨테이너가 비었는지 확인

데크(deque)

dequeue는 양방향 큐를 의미하며, 양쪽에 끝이 있는 큐입니다. 이 컨테이너를 이용하면 양끝에서 삽입과 삭제를 빠르게 할 수 있습니다. vector와 마찬가지로 동적길이를 갖습니다.

문법
1
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#include <deque>
deque<Type> name(초기크기);
함수
  1. size() : 컨테이너에 저장된 요소의 개수를 반환
  2. front() : 첫번째 원소에 접근
  3. back() : 마지막 원소에 접근
  4. push_front() : 맨 처음에 원소를 추가
  5. push_back() : 맨 끝에 원소를 추가
  6. pop_front() : 첫번째 원소를 제거
  7. pop_back() : 마지막 원소를 제거
  8. begin() : 컨테이너의 첫 요소를 가리키는 반복자를 반환
  9. end() : 컨테이너의 마지막 요소 바로 다음을 가리키는 반복자를 반환
  10. empty() : 컨테이너가 비었는지 확인

리스트(list)

리스트 컨테이너는 이중연결 리스트를 구현한 클래스 입니다.

문법
1
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#include<list>
list<Type> name;
함수
  1. size() : 컨테이너에 저장된 요소의 개수를 반환
  2. front() : 첫번째 원소에 접근
  3. back() : 마지막 원소에 접근
  4. push_front() : 맨 처음에 원소를 추가
  5. push_back() : 맨 끝에 원소를 추가
  6. pop_front() : 첫번째 원소를 제거
  7. pop_back() : 마지막 원소를 제거
  8. begin() : 컨테이너의 첫 요소를 가리키는 반복자를 반환
  9. end() : 컨테이너의 마지막 요소 바로 다음을 가리키는 반복자를 반환
  10. empty() : 컨테이너가 비었는지 확인

AD_HERE

연관 컨테이너

연관 컨테이너는 Key, Value 와 같이 관련있는 데이터를 하나의 쌍으로 저장하는 컨테이너 입니다. 연관 컨테이너는 보통 균형 이진 트리나 해시 테이블을 사용하여 구현됩니다. 아래의 컨테이너들은 균형 이진 트리중 하나인 레드블랙 트리를 이용합니다.

집합(set) / 멀티 집합(multiset)

집합 컨테이너는 저장하는 데이터 그 자체를 키로 사용하는 연관 컨테이너 입니다. 내부적으로 정렬되어 있어 빠른 검색속도를 가집니다.

set은 중복을 허용하지 않지만, multiset은 중복을 허용합니다.

문법
1
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#include<set>
set<Type> name;
함수
  1. find() : 해당 요소를 가리키는 반복자를 반환
  2. size() : 컨테이너에 저장된 요소의 개수를 반환
  3. insert() : 요소를 컨테이너에 추가
  4. erase() : 요소를 컨테이너에서 제거
  5. begin() : 컨테이너의 첫 요소를 가리키는 반복자를 반환
  6. end() : 컨테이너의 마지막 요소 바로 다음을 가리키는 반복자를 반환
  7. empty() : 컨테이너가 비었는지 확인

맵(map) / 멀티맵(multimap)

맵 컨테이너는 Key와 Value의 쌍으로 데이터를 관리하는 연관 컨테이너 입니다. 맵 컨테이너도 빠른 검색 속도를 가집니다. map은 중복을 허용하지 않지만, multimap은 중복을 허용합니다.

문법
1
2
#include<map>
map<KType, VType> name;
함수
  1. find() : 해당 요소를 가리키는 반복자를 반환
  2. size() : 컨테이너에 저장된 요소의 개수를 반환
  3. insert() : 요소를 컨테이너에 추가
  4. erase() : 요소를 컨테이너에서 제거
  5. begin() : 컨테이너의 첫 요소를 가리키는 반복자를 반환
  6. end() : 컨테이너의 마지막 요소 바로 다음을 가리키는 반복자를 반환
  7. empty() : 컨테이너가 비었는지 확인

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어댑터 컨테이너

어댑터 컨테이너는 기존 컨테이너의 인터페이스를 제한하거나 변형하여 만든 컨테이너 입니다. 하지만 반복자를 지원하지 않아 STL 알고리즘을 이용할 수 없습니다.

스택(stack)

vector클래스의 인터페이스를 제한해 구현한 스택 구조를 가지는 클래스 입니다.

문법
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#include <stack>
stack<Type> name;
함수
  1. size() : 컨테이너에 저장된 요소의 개수를 반환
  2. top() : 스택의 최 상단의 요소의 참조를 반환
  3. push() : 스택 최상단에 요소 추가
  4. pop() : 스택 최상단에서 요소를 제거
  5. empty() : 컨테이너가 비었는지 확인

큐(queue)

큐는 deque클래스를 이용하여 큐를 구현한 클래스 입니다.

문법
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#include <queue>
queue<Type> name;
함수
  1. size() : 컨테이너에 저장된 요소의 개수를 반환
  2. front() : 첫번째 원소에 접근
  3. back() : 마지막 원소에 접근
  4. push() : 큐에 맨 마지막에 요소를 추가
  5. pop() : 큐의 맨 앞의 요소를 제거
  6. empty() : 컨테이너가 비었는지 확인

우선순위 큐(priority_queue)

우선순위 큐는 vector클래스를 이용하여 힙을 구현해 우선순위큐를 구현한 클래스 입니다.

문법
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#include <queue>
priority_queue<Type> name;
함수
  1. size() : 컨테이너에 저장된 요소의 개수를 반환
  2. push() : 우선순위 큐에 요소를 추가
  3. top() : 우선순위 큐에서 맨위의 요소에 접근
  4. pop() : 우선순위 큐에서 맨위의 요소 제거
  5. empty() : 컨테이너가 비었는지 확인
]]>
+ + http://techbless.github.io/2020/11/04/C-STL-%EC%BB%A8%ED%85%8C%EC%9D%B4%EB%84%88-%EC%9A%94%EC%95%BD-%EC%A0%95%EB%A6%AC/#disqus_thread +
+ + + bits/stdc++.h 헤더파일로 알고리즘 문제 풀이 시간을 단축하는 방법 + http://techbless.github.io/2020/11/01/bits-stdc++h-%ED%97%A4%EB%8D%94%ED%8C%8C%EC%9D%BC%EB%A1%9C-%EC%95%8C%EA%B3%A0%EB%A6%AC%EC%A6%98-%EB%AC%B8%EC%A0%9C-%ED%92%80%EC%9D%B4-%EC%8B%9C%EA%B0%84%EC%9D%84-%EB%8B%A8%EC%B6%95%ED%95%98%EB%8A%94-%EB%B0%A9%EB%B2%95/ + http://techbless.github.io/2020/11/01/bits-stdc++h-%ED%97%A4%EB%8D%94%ED%8C%8C%EC%9D%BC%EB%A1%9C-%EC%95%8C%EA%B3%A0%EB%A6%AC%EC%A6%98-%EB%AC%B8%EC%A0%9C-%ED%92%80%EC%9D%B4-%EC%8B%9C%EA%B0%84%EC%9D%84-%EB%8B%A8%EC%B6%95%ED%95%98%EB%8A%94-%EB%B0%A9%EB%B2%95/ + Sun, 01 Nov 2020 12:58:27 GMT + + + + + <h1 id="bits-stdc-h"><a href="#bits-stdc-h" class="headerlink" title="bits&#x2F;stdc++.h"></a>bits&#x2F;stdc++.h</h1><p><code>bits/stdc++.h< + + + + + + bits/stdc++.h

bits/stdc++.h 헤더파일에는 표준 라이브러리가 모두 포함되어 있습니다. 또한 백준과 같은 온라인 Judge 에서는 해당 헤더파일을 지원합니다. 따라서 문제 풀이에서

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#include <iostream>
#include <vector>
#include <algorithm>
// ...

등을 작성하는 반복작업의 낭비되는 시간을 줄여 문제풀이 시간을 조금이나마 늘릴 수 있습니다. 하지만 사용하지 않는 헤더파일도 모두 include하게 되므로 컴파일 시간이 길어 질 수 있습니다. 그럼에도 알고리즘 문제 풀이에 있어서는 풀이에 집중할 수 있고 시간을 절약할 수 있어 꽤 매력적이라고 봅니다. 알고리즘 문제 풀이에서 유용하게 사용될 지라도 앞서 말한 것과 같이 컴파일 시간이 길어지고 프로그램의 크기가 커질 수 있으므로 개발환경과 프로덕션 환경에서는 사용하지 말아야합니다.

AD_HERE

Visual Studio 에서 사용하기

bits/stdc++.h 헤더파일은 GNU C++ 라이브러리의 표준이 아니기 떄문에 GCC 가 아닌 경우, 예를 들어 비주얼 스튜디오같은 경우에서는 컴파일이 불가능합니다. 따라서 비주얼 스튜디오에서도 사용하고자 한다면 초기에 일련의 작업을 해주어야 합니다.

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C:\Program Files (x86)\Microsoft Visual Studio\2019\Community\VC\Tools\MSVC\14.27.29110\include

14.27.29110 부분은 본인의 컴퓨터에 맞게 이동하면 됩니다.

  1. 위의 경로로 이동합니다.
  2. 위의 경로에서 bits의 이름으로 하위폴더를 생성합니다.
  3. 아래의 stdc++.h를 다운받습니다.
  4. 다운 받은 헤더파일일을 bits 폴더에 복사합니다.

stdc++.h 구글드라이브 바로가기

이제 비주얼 스튜디오에서도 #include <bits/stdc++.h를 사용할 수 있게 되었습니다.

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#include <bits/stdc++.h>

위와 같이 헤더파일을 include 하면 표준 라이브러리의 경우 따로 include 하지 않아도 사용할 수 있게 되었습니다.

]]>
+ + http://techbless.github.io/2020/11/01/bits-stdc++h-%ED%97%A4%EB%8D%94%ED%8C%8C%EC%9D%BC%EB%A1%9C-%EC%95%8C%EA%B3%A0%EB%A6%AC%EC%A6%98-%EB%AC%B8%EC%A0%9C-%ED%92%80%EC%9D%B4-%EC%8B%9C%EA%B0%84%EC%9D%84-%EB%8B%A8%EC%B6%95%ED%95%98%EB%8A%94-%EB%B0%A9%EB%B2%95/#disqus_thread +
+ + + [자료구조] Trie 구조 (트라이)의 개념과 구현방법을 알아보자 (접두사 트리) + http://techbless.github.io/2020/10/30/%EC%9E%90%EB%A3%8C%EA%B5%AC%EC%A1%B0-Trie-%ED%8A%B8%EB%9D%BC%EC%9D%B4-%EA%B0%9C%EB%85%90%EA%B3%BC-%EA%B5%AC%ED%98%84%EB%B0%A9%EB%B2%95%EC%9D%84-%EC%95%8C%EC%95%84%EB%B3%B4%EC%9E%90/ + http://techbless.github.io/2020/10/30/%EC%9E%90%EB%A3%8C%EA%B5%AC%EC%A1%B0-Trie-%ED%8A%B8%EB%9D%BC%EC%9D%B4-%EA%B0%9C%EB%85%90%EA%B3%BC-%EA%B5%AC%ED%98%84%EB%B0%A9%EB%B2%95%EC%9D%84-%EC%95%8C%EC%95%84%EB%B3%B4%EC%9E%90/ + Fri, 30 Oct 2020 02:35:44 GMT + + + + + <h1 id="트라이-Trie"><a href="#트라이-Trie" class="headerlink" title="트라이(Trie)"></a>트라이(Trie)</h1><p><code>Trie</code>는 문자열 집합을 표현과 검색에 특화된 트리 구조 + + + + + + 트라이(Trie)

Trie는 문자열 집합을 표현과 검색에 특화된 트리 구조의 자료구조입니다. Trie를 이용하면 검색하려는 문자열의 길이를 M이라 할때 문자열을 O(M)시간에 검색할 수 있습니다. 만약 배열에서 특정 문자열을 찾고자 한다면 O(N)만큼의 시간이, 이진 탐색을 하더라도 O(logN)시간이 필요합니다. 이에 비하면 Trie 구조는 문자열 검색에 있어 문자열의 길이만큼 소모 되므로 문자열 검색에 매우 특화되어 있음을 알 수 있습니다.

구조

구현을 하기전에 개념부터 알아보겠습니다. 루트 노드는 어떠한 단어도 가지지 않고 루트 노드의 아래부터 문자열의 접두사(prefix) 가 하나씩 이어지게 됩니다. 이러한 특징때문에 Trie접두사 트리(Prefix Tree)라고 불리기도 합니다.

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{ 
"ABSORB",
"ABSORBED" ,
"ABSTRACT",
"ABSTENTION",
"ACCESS",
"ACCESSIBLE",
"GOOD",
"GOODNESS",
"GOOGLE"
}

위의 문자열 집합을 가지고 있다고 가정할 때 아래의 그림은 Trie를 시각화한 것입니다. 아래에 그림에서 연두색 노드는 문자열의 말단을 의미합니다. 즉, 루트 노드의 자식노드 부터 연두색의 노드까지의 접두사들이 모여 하나의 단어를 이루게 되는 것입니다.

Trie 시각화

AD_HERE

구현

개념을 알아보았으니 구현을 해보도록 하겠습니다. Trie구조에 노드가 되는 부분 부터 정의하도록 합시다.

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#define N_ALPHABATS 26
-----------------------------
TrieNode* child[N_ALPHABATS];
bool isTerm;

앞서 설명한 개념과 같이 위의 두개의 맴버 변수만 가지면 됩니다. 자식노드를 담고 있는 child 배열은 26의 길이를 가지며 이는 알파벳의 개수로 숫자 집합의 문자열을 가진다면 0~9까지 길이 10과 같이 적절한 길이를 주면 됩니다. isTermbool 타입으로 단어의 말단여부를 나타내고 true라면 단어의 끝이 됩니다. 위의 그림에서 초록색 노드가 true인 경우입니다. 따라서 위의 그림에서도 ABSTENTrie에 포함되지만 ABSTEN의 말단인 N이 Trie의 말단이 아니기때문에 단어가 아니라는 것을 의미합니다.

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#define N_ALPHABATS 26

class TrieNode {
public:
TrieNode* child[N_ALPHABATS];
bool isTerm;

TrieNode() {
isTerm = false;

for (int i = 0; i < N_ALPHABATS; i++) {
child[i] = NULL;
}
}

~TrieNode() {
for (int i = 0; i < N_ALPHABATS; i++) {
if (child[i] != NULL) {
delete child[i];
}
}
}

int toNum(char c) {
return tolower(c) - 'a';
}

void insert(const char* words) {
if (*words == '\0') {
isTerm = true;
return;
}

int next = toNum(*words);

if (child[next] == NULL) {
child[next] = new TrieNode;
}

child[next]->insert(words + 1);
}

bool find(const char* words) {
if (*words == '\0') {
return isTerm;
}

int next = toNum(*words);
if (child[next] == NULL) {
return false;
}

return child[next]->find(words + 1);
}
};

생성자에서 isTermfalse로, child는 모두 NULL로 초기화 합니다. 소멸자에서는 동적할당한 메모리를 해제합니다. toNum(char c) 메서드는 A~Z 까지 대소문자를 구분하지 않고 0 ~ 25로 대응시킵니다. 이 메서드는 각 알파벳의 자식 노드가 있는 배열의 인덱스를 찾기 위해 필요합니다.

void insert(const char* words) 메서드는 단어의 각 접두사를 자식노드에 하나씩 추가하고 단어의 말단 부분에서는 isTermtrue로 표시하여 단어의 끝임을 나타냅니다. 접두사에 해당되는 자식노드가 NULL이라면 새로 할당합니다. word + 1은 포인터로 현재 word다음의 접두사인 문자를 가리케 됩니다. 예를 들면 GOOD에서 word가 가리키는 부분이 G라면 word + 1char 사이즈 만큼 다음 주소를 가리키므로 O가 됩니다. 이를 반복하면 Trie에 새로운 단어를 추가할 수 있습니다.

bool find(const char* words) 메서드는 Trie가 해당 문자열을 갖고 있는지 여부를 확인하여 반환합니다. 문자열 접두사를 하나씩 따라 자식노드로 이동하고 문자열의 말단 \0에서 Trie 노드의 isTerm을 반환합니다. 이는 isTermtrue인 경우, Trie가 해당 문자열을 갖고 있다고 판단 할 수 있고 따라서 true를 반환합니다.

AD_HERE

테스트

아래의 테스트 코드를 통해 위에서 구현한 Trie가 잘 작동하는지 확인하도록 하겠습니다.

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int main(void) {
TrieNode root;

string words[18];

words[0] = "ABSORB";
words[1] = "ABSORBED";
words[2] = "ABSTRACT";
words[3] = "ABSTENTION";
words[4] = "ACCESS";
words[5] = "ACCESSIBLE";
words[6] = "GOOD";
words[7] = "GOODNESS";
words[8] = "GOOGLE";
words[9] = "ABSO";
words[10] = "ABSOR";
words[11] = "ABST";
words[12] = "ABSTENT";
words[13] = "ACCE";
words[14] = "ACCESSIE";
words[15] = "OD";
words[16] = "NESS";
words[17] = "GOGLE";

for (int i = 0; i <= 8; i++) {
root.insert(words[i].c_str());
}

for (int i = 0; i <= 17; i++) {
if (root.find(words[i].c_str())) {
cout << words[i] << "가 존재합니다." << endl;
}
else {
cout << words[i] << "가 존재하지 않습니다." << endl;
}
}

return 0;
}

결과

실행 결과

단점

Trie는 문자열 탐색에 있어 매우 빠른 속도를 가지지만 공간복잡도에 있어서는 접두사를 나타내는 모든 노드에서 포인터 배열을 가지므로 O(포인터 크기 * 자식 노드 배열 길이 * 트라이 노드의 총 개수)가 됩니다. 이를 감안하고 빠른 문자열 탐색이 필요한 경우 좋은 선택이 될 수 있습니다.

Trie 활용

Trie는 문자열의 Prefix를 판단하거나 탐색할때 매우 빠른 속도로 이용할 수 있습니다. 알고리즘 문제를 해결하기 위해서 사용되는 경우도 종종 있습니다. 예를 들어 아래의 백준 5052번 [전화번호 목록]에서 이용될 수 있습니다.

전화번호 목록 <- 백준 문제로 바로 가기

위 문제에서 Trie를 이용한 풀이가 궁금하다면 제 Github풀이를 참고해주세요.

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+ + http://techbless.github.io/2020/10/30/%EC%9E%90%EB%A3%8C%EA%B5%AC%EC%A1%B0-Trie-%ED%8A%B8%EB%9D%BC%EC%9D%B4-%EA%B0%9C%EB%85%90%EA%B3%BC-%EA%B5%AC%ED%98%84%EB%B0%A9%EB%B2%95%EC%9D%84-%EC%95%8C%EC%95%84%EB%B3%B4%EC%9E%90/#disqus_thread +
+ + + C++에서 CRT라이브러리로 메모리 누수확인하여 누수 없는 코드를 만들자 + http://techbless.github.io/2020/10/08/C-%EC%97%90%EC%84%9C-CRT%EB%9D%BC%EC%9D%B4%EB%B8%8C%EB%9F%AC%EB%A6%AC%EB%A1%9C-%EB%A9%94%EB%AA%A8%EB%A6%AC-%EB%88%84%EC%88%98%ED%99%95%EC%9D%B8%ED%95%98%EC%97%AC-%EB%88%84%EC%88%98-%EC%97%86%EB%8A%94-%EC%BD%94%EB%93%9C%EB%A5%BC-%EB%A7%8C%EB%93%A4%EC%9E%90/ + http://techbless.github.io/2020/10/08/C-%EC%97%90%EC%84%9C-CRT%EB%9D%BC%EC%9D%B4%EB%B8%8C%EB%9F%AC%EB%A6%AC%EB%A1%9C-%EB%A9%94%EB%AA%A8%EB%A6%AC-%EB%88%84%EC%88%98%ED%99%95%EC%9D%B8%ED%95%98%EC%97%AC-%EB%88%84%EC%88%98-%EC%97%86%EB%8A%94-%EC%BD%94%EB%93%9C%EB%A5%BC-%EB%A7%8C%EB%93%A4%EC%9E%90/ + Thu, 08 Oct 2020 13:12:23 GMT + + + + + <h1 id="메모리-누수"><a href="#메모리-누수" class="headerlink" title="메모리 누수"></a>메모리 누수</h1><p>메모리 누수는 <code>new</code>등으로 동적할당한 메모리를 올바르게 할당 해제 하지 않 + + + + + + 메모리 누수

메모리 누수는 new등으로 동적할당한 메모리를 올바르게 할당 해제 하지 않는 경우 발생합니다. 적은 메모리 누수는 초반에 알아차리기 힘들지만 시간이 흐르고 나서 메모리가 부족해 지고, 성능 저하에서 치명적인 오류까지 발생할 수 있습니다.

C++에서 메모리 누수 확인

따라서 메모리 누수를 확인하고 올바르게 할당을 해제하여 위와 같은 문제를 방지할 수 있습니다. Visual StudioCRT 라이브러리(C 런타임 라이브러리)를 이용하여 메모리 누수를 감지할 수 있습니다.

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#define _CRTDBG_MAP_ALLOC
#include <stdlib.h>
#include <crtdbg.h>

코드 상단에 위의 코드를 작성하여 디버그 힙 함수를 사용하도록 설정한후 프로그램 종료지점에서 CrtDumpMemoryLeaks를 호출하면 메모리 누수에 대한 보고서를 확인할 수 있습니다.

AD_HERE

예시 1

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#define _CRTDBG_MAP_ALLOC
#include <stdlib.h>
#include <crtdbg.h>

int main(void) {
char* a = new char[1024];

_CrtDumpMemoryLeaks();
return 0;
}

위에 코드에서 char형의 1024바이트의 배열을 생성한 후, 할당 해제하지 않았으므로 메모리 누수가 발생합니다. 비쥬얼 스튜디오에서 F5를 눌러 디버깅을 시작하면 종료후에 출력창에서 결과를 확인할 수 있습니다.

예시 화면 1

보고서 분석

  • 메모리 할당 번호(81)
  • 블록 형식(normal).
  • 16진수 메모리 위치(0x015908C0).
  • 블록 크기(1024 bytes).
  • 블록 내 데이터의 처음 16바이트(16진수 형식)

예시 2

위의 예시에서는 메모리 누수가 발생한 위치를 알려주지 않습니다. 메모리 누수가 발생하는 위치를 알고싶다면, new연산자의 블록 형식, 파일, 줄번호를 매개변수로 사용하는 오버로드를 사용해야합니다.

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#ifdef _DEBUG
#define new new ( _NORMAL_BLOCK , __FILE__ , __LINE__ )
#endif

위의 코드를 배치하여 new연산자를 위의 오버로드로 정의합니다.

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#define _CRTDBG_MAP_ALLOC
#include <stdlib.h>
#include <crtdbg.h>

#ifdef _DEBUG
#define new new ( _NORMAL_BLOCK , __FILE__ , __LINE__ )
#endif

int main(void) {
char* a = new char[1024];

_CrtDumpMemoryLeaks();
return 0;
}

예시 화면 1

이제 메모리 누수에 대한 파일과 코드의 라인수등과 같이 더 자세한 정보를 보여주는 보고서를 확인할 수 있습니다.

]]>
+ + http://techbless.github.io/2020/10/08/C-%EC%97%90%EC%84%9C-CRT%EB%9D%BC%EC%9D%B4%EB%B8%8C%EB%9F%AC%EB%A6%AC%EB%A1%9C-%EB%A9%94%EB%AA%A8%EB%A6%AC-%EB%88%84%EC%88%98%ED%99%95%EC%9D%B8%ED%95%98%EC%97%AC-%EB%88%84%EC%88%98-%EC%97%86%EB%8A%94-%EC%BD%94%EB%93%9C%EB%A5%BC-%EB%A7%8C%EB%93%A4%EC%9E%90/#disqus_thread +
+ + + 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 + http://techbless.github.io/2020/09/25/%EC%82%AC%EC%9A%A9%EC%9E%90%EC%9D%98-%EC%9E%85%EB%A0%A5%EC%9D%84-%EB%B0%8E%EC%A7%80%EB%A7%88%EB%9D%BC-2-express-validator%EC%97%90%EC%84%9C-%EC%BB%A4%EC%8A%A4%ED%85%80-validator%EB%A5%BC-%EC%82%AC%EC%9A%A9%ED%95%B4%EB%B3%B4%EC%9E%90/ + http://techbless.github.io/2020/09/25/%EC%82%AC%EC%9A%A9%EC%9E%90%EC%9D%98-%EC%9E%85%EB%A0%A5%EC%9D%84-%EB%B0%8E%EC%A7%80%EB%A7%88%EB%9D%BC-2-express-validator%EC%97%90%EC%84%9C-%EC%BB%A4%EC%8A%A4%ED%85%80-validator%EB%A5%BC-%EC%82%AC%EC%9A%A9%ED%95%B4%EB%B3%B4%EC%9E%90/ + Fri, 25 Sep 2020 23:39:19 GMT + + + + + <h1 id="Express-Validator의-Custom-Validator"><a href="#Express-Validator의-Custom-Validator" class="headerlink" title="Express-Validator의 Cus + + + + + + Express-Validator의 Custom Validator

express-validator는 편리한 기본 validator를 제공합니다. 하지만 실제 애플리케이션에서는 충분하지 않을 수 있습니다. 이 경우, 사용자가 validator를 커스텀하여 작성할 수 있습니다.

Custom Validator

Custom Validator.custom() 체인 메서드를 이용해 구현할 수 있습니다. Custom Validator는 비동기 유효성 검사를 나타내기 위해 Promise를 반환하고 사용자 지정 오류 메세지를 사용하기 위해 어떤 값을 throw하거나 reject할 수 있습니다. 여기서 만약 Custom Validator가 비동기적으로 Promise를 반환한다면 field가 유효하지 않는다는 것을 나타내기 위해 reject해야합니다.

예시

입력된 email 값이 이미 사용중인 email 주소인지 검증합니다. 이 예시에서 이미 사용중인 이메일이 있는 경우, Promisereject합니다.

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const { body } = require('express-validator');

app.post('/user', body('email').custom(value => {
return User.findUserByEmail(value).then(user => {
if (user) {
return Promise.reject('이미 사용중인 이메일 주소입니다.');
}
});
}), (req, res) => {
// 사용자의 요청을 처리합니다.
});

AD_HERE

예시2

회원가입중에 비밀번호비밀번호 확인값이 일치하는지 검증합니다. 이 validatorPromisereturn하지 않고 true값을 리턴하여 synchronous (동기)적으로 처리합니다.

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const { body } = require('express-validator');

app.post('/user', body('passwordConfirmation').custom((value, { req }) => {
if (value !== req.body.password) {
throw new Error('비밀번호 확인이 일치하지 않습니다.');
}

// 이 동기 custom validator의 성공을 나타냅니다.
return true;
}), (req, res) => {
// 사용자의 요청을 처리합니다.
});

위와 같은 방법으로 이전글에서 소개한 표준 validator 이외에 Custom Validator를 사용하여 사용자의 요청을 안전하게 처리할 수 있습니다.

]]>
+ + http://techbless.github.io/2020/09/25/%EC%82%AC%EC%9A%A9%EC%9E%90%EC%9D%98-%EC%9E%85%EB%A0%A5%EC%9D%84-%EB%B0%8E%EC%A7%80%EB%A7%88%EB%9D%BC-2-express-validator%EC%97%90%EC%84%9C-%EC%BB%A4%EC%8A%A4%ED%85%80-validator%EB%A5%BC-%EC%82%AC%EC%9A%A9%ED%95%B4%EB%B3%B4%EC%9E%90/#disqus_thread +
+ + + 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 + http://techbless.github.io/2020/09/10/%EC%82%AC%EC%9A%A9%EC%9E%90%EC%9D%98-%EC%9E%85%EB%A0%A5%EC%9D%84-%EB%AF%BF%EC%A7%80%EB%A7%88%EB%9D%BC-express-validator%EB%A5%BC-%EC%9D%B4%EC%9A%A9%ED%95%9C-%EC%9E%85%EB%A0%A5%EA%B0%92-%EC%9C%A0%ED%9A%A8%EC%84%B1-%EA%B2%80%EC%82%AC/ + http://techbless.github.io/2020/09/10/%EC%82%AC%EC%9A%A9%EC%9E%90%EC%9D%98-%EC%9E%85%EB%A0%A5%EC%9D%84-%EB%AF%BF%EC%A7%80%EB%A7%88%EB%9D%BC-express-validator%EB%A5%BC-%EC%9D%B4%EC%9A%A9%ED%95%9C-%EC%9E%85%EB%A0%A5%EA%B0%92-%EC%9C%A0%ED%9A%A8%EC%84%B1-%EA%B2%80%EC%82%AC/ + Thu, 10 Sep 2020 14:33:13 GMT + + + + + <h1 id="사용자의-입력을-절대-신뢰하지-마라"><a href="#사용자의-입력을-절대-신뢰하지-마라" class="headerlink" title="사용자의 입력을 절대 신뢰하지 마라!"></a>사용자의 입력을 절대 신뢰하지 마라!</h1><p> + + + + + + 사용자의 입력을 절대 신뢰하지 마라!

개발자가 모든 일반 유저가 본인의 의도대로 입력값을 주어줄 것이라는 믿음을 갖고 있다면 다양한 문제가 발생할 수 있습니다. 사용자가 실수로 의도치 않은 값을 입력할 경우, 예기치 않은 오류가 발생할 수도 있고 사용자가 고의로 악의적인 값을 입력한다면 여러분의 코드에 보안 문제가 발생할 수 있습니다. 따라서 이러한 문제를 근본적으로 막아줄 수 있는 방법이 필요합니다.

사용자의 입력값을 검사하자

일반 유저의 값을 신뢰하지 않는다면 무엇을 해야할까요? 사용자가 입력하는 값을 철저히 검사하는 방법이 있습니다. npm에서 사용자의 입력을 검증하는 수많은 패키지를 확인할 수 있습니다. 이 글에서는 여러 패키지 중에서 express-validator를 살펴보겠습니다.

express-validator

설치 방법

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npm install express-validator

AD_HERE

사용 방법

간단히 새로운 유저를 데이터베이스에 추가하는 코드를 보겠습니다.

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const express = require('express');
const app = express();

app.use(express.json());
app.post('/user', (req, res) => {
User.create({
username: req.body.username,
password: req.body.password
}).then(user => res.json(user));
});

이런 코드는 사용자의 입력값을 아무런 검증 없이 바로 데이터 베이스에 추가 하게 됩니다. 앞서말한 문제들을 해결하기 위해 express-validator를 이용할 수 있습니다.

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// 검증을 위한 코드를 제외하고 생략
const { body, validationResult } = require('express-validator');

app.post('/user', [
// username은 이메일 주소
body('username').isEmail(),
// 비밀번호는 최소 5자 이상
body('password').isLength({ min: 5 })
], (req, res) => {
// 이 요청에서 유효성 오류를 찾아 편리한 기능이 있는 객체로 wrapping합니다.
const errors = validationResult(req);
if (!errors.isEmpty()) {
// 검증에 문제가 있는 경우, 다음 작업을 진행하지 않고 유저에게 에러 정보를 반환합니다.
return res.status(400).json({ errors: errors.array() });
}

// 바로 위 조건에서 검증에 문제가 있는경우 return 되었기 때문에, if문 이후로는 데이터가 검증된 상태임을 의미합니다.
User.create({
username: req.body.username,
password: req.body.password
}).then(user => res.json(user));
});

위의 코드에 대한 설명은 주석을 참고하시기 바랍니다. 위의 예시에서는 isEmail()과 같은 표준 validator를 이용하였습니다. 이 외의 표준 validator는 아래와 같습니다.

  • isInt: 주어진 문자열이 정수인지 확인합니다.
  • isEmail: 주어진 문자열이 이메일 형식인지 검증합니다.
  • contains: 주어진 문자열을 포함하는지 검증합니다.
  • equals: 문자열이 일치하는지 검증합니다.
  • isCreditCard: 주어진 문자열이 신용카드 번호인지 검증합니다.
  • isDate: 주어진 문자열이 유효한 날자 형식인지 검증합니다. 예) [2002-07-15, new Date()].
  • isEmpty: 주어진 문자열의 길이가 0인지 검증합니다.

이외의 매우 다양한 표준 validator가 존재함으로 더 많은 validator여기를 확인해주세요.

의도되지 않은 입력값에 의해 검증에 실패하는 경우, 서버는 아래와 같이 응답합니다.

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{
"errors": [{
"location": "body",
"msg": "Invalid value",
"param": "username"
}]
}

표준 validator이외에 커스텀 validator를 이용하는 방법을 알고싶다면 다음 게시글을 확인해주세요.

]]>
+ + http://techbless.github.io/2020/09/10/%EC%82%AC%EC%9A%A9%EC%9E%90%EC%9D%98-%EC%9E%85%EB%A0%A5%EC%9D%84-%EB%AF%BF%EC%A7%80%EB%A7%88%EB%9D%BC-express-validator%EB%A5%BC-%EC%9D%B4%EC%9A%A9%ED%95%9C-%EC%9E%85%EB%A0%A5%EA%B0%92-%EC%9C%A0%ED%9A%A8%EC%84%B1-%EA%B2%80%EC%82%AC/#disqus_thread +
+ + + node-cron 모듈을 이용해 스케쥴링하는 방법 + http://techbless.github.io/2020/08/07/node-cron%20%EB%AA%A8%EB%93%88%EC%9D%84-%EC%9D%B4%EC%9A%A9%ED%95%B4-%EC%8A%A4%EC%BC%80%EC%A5%B4%EB%A7%81%ED%95%98%EB%8A%94-%EB%B0%A9%EB%B2%95/ + http://techbless.github.io/2020/08/07/node-cron%20%EB%AA%A8%EB%93%88%EC%9D%84-%EC%9D%B4%EC%9A%A9%ED%95%B4-%EC%8A%A4%EC%BC%80%EC%A5%B4%EB%A7%81%ED%95%98%EB%8A%94-%EB%B0%A9%EB%B2%95/ + Fri, 07 Aug 2020 21:35:26 GMT + + + + + <h1 id="node-cron"><a href="#node-cron" class="headerlink" title="node-cron"></a>node-cron</h1><p>먼저 <code>cron</code>은 <code>Unix</code>기반 + + + + + + node-cron

먼저 cronUnix기반 운영체제에서 사용되는 가장 유명한 스케쥴러중 하나입니다. node-cron 모듈을 이용하면 모든 crontab 구문으로 작업을 예약하고 스케쥴링할 수 있습니다. node-cron 모듈은 순수 자바스크립트의 작업 스케쥴러로 Unix기반이 아닌 운영체제에서도 사용할 수 있습니다.

node-cron 설치

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npm install --save node-cron

사용 방법

아래 함수를 사용해 간단히 사용할 수 있습니다.

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cron.schedule(expression, function, options)

매개변수

매개변수의 내용은 다음과 같습니다.

  • expression string: Cron 표현식
  • function Function: 실행될 작업
  • options Object: 작업 스케쥴링의 설정 (선택)

options

  • scheduled: true / false, 생성된 작업의 예약 여부 (기본: true)
  • timezone: 작업 스케쥴링에 사용되는 타임존
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const cron = require('node-cron');

cron.schedule('* * * * *', () => {
console.log('running a task every minute');
});

AD_HERE

Cron 구문

cron.scheule()의 첫번째 매개변수로 들어가는 cron 구문에서 사용 할 수 있는 옵션에 대해 알아보겠습니다.

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# ┌────────────── second (optional)
# │ ┌──────────── minute
# │ │ ┌────────── hour
# │ │ │ ┌──────── day of month
# │ │ │ │ ┌────── month
# │ │ │ │ │ ┌──── day of week
# │ │ │ │ │ │
# │ │ │ │ │ │
# * * * * * *
fieldvalue
second0-59
minute0-59
hour0-23
day of month1-31
month1-12 (or names)
day of week0-7 (or names, 0 or 7 are sunday)

스케쥴러를 정지하는 방법

stop()을 이용하여 정지할 수 있고, start()를 사용해 작업 스케쥴링을 시작할 수 있습니다.

1
2
3
4
5
6
7
const cron = require('node-cron');

const task = cron.schedule('* * * * *', () => {
console.log('will execute every minute until stopped');
});

task.stop();

스케쥴러를 완전히 제거하는 방법

destroy()를 이용해 정지한 후, 완전히 제거할 수 있습니다.

1
2
3
4
5
6
7
const cron = require('node-cron');

const task = cron.schedule('* * * * *', () => {
console.log('will not execute anymore, nor be able to restart');
});

task.destroy();
]]>
+ + http://techbless.github.io/2020/08/07/node-cron%20%EB%AA%A8%EB%93%88%EC%9D%84-%EC%9D%B4%EC%9A%A9%ED%95%B4-%EC%8A%A4%EC%BC%80%EC%A5%B4%EB%A7%81%ED%95%98%EB%8A%94-%EB%B0%A9%EB%B2%95/#disqus_thread +
+ + + diff --git a/sitemap.xml b/sitemap.xml new file mode 100644 index 000000000..ef237bb12 --- /dev/null +++ b/sitemap.xml @@ -0,0 +1,16 @@ + + + + + + http://techbless.github.io/post-sitemap.xml + 2023-12-20T13:23:51.702Z + + + + http://techbless.github.io/page-sitemap.xml + + + + + diff --git a/sitemap.xsl b/sitemap.xsl new file mode 100644 index 000000000..a2c4214e5 --- /dev/null +++ b/sitemap.xsl @@ -0,0 +1,191 @@ + + + + + + + XML Sitemap + + + + +
+

XML Sitemap

+

+ Generated by + Hexo Google-friendly sitemap generator, this is an XML + Sitemap, meant for consumption by search engines. +
+ You can find more information about XML sitemaps on + sitemaps.org. +

+ +

+ This XML Sitemap Index file contains + sitemaps. +

+ + + + + + + + + + + + + + + + + + +
SitemapLast Modified
+ + + + + +
+
+ +

+ This XML Sitemap contains + URLs. +

+

+ ↑ Sitemap Index +

+ + + + + + + + + + + + + + + + + + + + + + + +
URLPrioImagesCh. Freq.Last Mod.
+ + + + + + + + + + + + + + +
+
+
+ + + + + +
+
diff --git a/tags/BetterCode/index.html b/tags/BetterCode/index.html new file mode 100644 index 000000000..43127f9e1 --- /dev/null +++ b/tags/BetterCode/index.html @@ -0,0 +1,343 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + BetterCode - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/BetterCode/page/2/index.html b/tags/BetterCode/page/2/index.html new file mode 100644 index 000000000..4f1e94d13 --- /dev/null +++ b/tags/BetterCode/page/2/index.html @@ -0,0 +1,343 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + page - BetterCode - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/C/index.html b/tags/C/index.html new file mode 100644 index 000000000..de8034406 --- /dev/null +++ b/tags/C/index.html @@ -0,0 +1,317 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + C++ - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/DL/index.html b/tags/DL/index.html new file mode 100644 index 000000000..fd24955ea --- /dev/null +++ b/tags/DL/index.html @@ -0,0 +1,252 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + DL - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/Docker/index.html b/tags/Docker/index.html new file mode 100644 index 000000000..1245e7482 --- /dev/null +++ b/tags/Docker/index.html @@ -0,0 +1,265 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Docker - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/GAN/index.html b/tags/GAN/index.html new file mode 100644 index 000000000..184f8cf9e --- /dev/null +++ b/tags/GAN/index.html @@ -0,0 +1,252 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + GAN - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/General/index.html b/tags/General/index.html new file mode 100644 index 000000000..36f11f758 --- /dev/null +++ b/tags/General/index.html @@ -0,0 +1,291 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + General - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/Github/index.html b/tags/Github/index.html new file mode 100644 index 000000000..45f638bbf --- /dev/null +++ b/tags/Github/index.html @@ -0,0 +1,265 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Github - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/JavaScript/index.html b/tags/JavaScript/index.html new file mode 100644 index 000000000..eed0c7b08 --- /dev/null +++ b/tags/JavaScript/index.html @@ -0,0 +1,291 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + JavaScript - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/Mysql/index.html b/tags/Mysql/index.html new file mode 100644 index 000000000..d7c9b2240 --- /dev/null +++ b/tags/Mysql/index.html @@ -0,0 +1,278 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Mysql - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/NodeJs/index.html b/tags/NodeJs/index.html new file mode 100644 index 000000000..086ca5580 --- /dev/null +++ b/tags/NodeJs/index.html @@ -0,0 +1,525 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + NodeJs - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

22개의 포스트

+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/NodeJs/page/2/index.html b/tags/NodeJs/page/2/index.html new file mode 100644 index 000000000..782e44170 --- /dev/null +++ b/tags/NodeJs/page/2/index.html @@ -0,0 +1,525 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + page - NodeJs - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

22개의 포스트

+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/NodeJs/page/3/index.html b/tags/NodeJs/page/3/index.html new file mode 100644 index 000000000..69e0a797a --- /dev/null +++ b/tags/NodeJs/page/3/index.html @@ -0,0 +1,525 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + page - NodeJs - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

22개의 포스트

+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/NodeJs/page/4/index.html b/tags/NodeJs/page/4/index.html new file mode 100644 index 000000000..dcaabda32 --- /dev/null +++ b/tags/NodeJs/page/4/index.html @@ -0,0 +1,525 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + page - NodeJs - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+

22개의 포스트

+
+
+ + +
+
+ + Apr 2023 + +
+
+ [ModelCtor] Sequelize Model의 Generic 타입 정의 방법 +
+
+
+ + +
+
+ + Apr 2023 + +
+
+ express-session에서 Redis사용을 위한 connect-redis v7 변경 사항 및 오류 해결 방법 +
+
+
+ + +
+
+ + Jan 2023 + +
+
+ [Sequelize Hook] Getter에서 async를 못 쓰니 Hook를 사용해보자 +
+
+
+ + +
+
+ + Dec 2022 + +
+
+ TypeScript 런타임 타입 체크 Type Guard의 필요성 +
+
+
+ + +
+
+ + Nov 2022 + +
+
+ Github Action에서 npm관련 command not found 오류 해결 방법 +
+
+
+ + +
+
+ + Oct 2022 + +
+
+ Ubuntu에서 nvm과 node.js 설치 및 버전 변경 방법 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 밎지마라!(2) express-validator에서 커스텀 validator를 사용해보자 +
+
+
+ + +
+
+ + Sep 2020 + +
+
+ 사용자의 입력을 믿지마라! express-validator를 이용한 입력값 유효성 검사 +
+
+
+ + +
+
+ + Aug 2020 + +
+
+ node-cron 모듈을 이용해 스케쥴링하는 방법 +
+
+
+ + +
+
+ + Jun 2020 + +
+
+ ES7 이상의 TypeScript와 JavaScript에서 Singleton 패턴은 어떻게 쓸까? +
+
+
+ + +
+
+ + May 2020 + +
+
+ TypeScript에서 Sequelize 관계 메서드를 사용하려면 어떻게 해야할까 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ 비동기 함수에서 불필요한 return await을 피해야 하는 이유 +
+
+
+ + +
+
+ + Apr 2020 + +
+
+ TypeScript에서 Passport이용시 req.user 타입 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ .env와 환경변수를 config파일보다 선호하는 이유와 undefined 해결법 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM에서 Active Record 패턴을 위한 BaseEntity 알아보기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ ts-node에서 typeRoots 설정이 작동되지 않는 문제 해결하기 +
+
+
+ + +
+
+ + Mar 2020 + +
+
+ TypeORM의 QueryBuilder를 통한 SELECT 알아보기 +
+
+
+ + +
+
+ + Feb 2020 + +
+
+ [Node.js] Callback을 Promise로! Promisify 알아보기 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Pool.query() vs Pool.getConnection() 비교 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Socket.io를 이용한 실시간 양방향 통신 구현 +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 SQL Injection 방지하는 방법 - Mysql +
+
+
+ + +
+
+ + Jan 2020 + +
+
+ Node.js에서 Mysql Connection Pool 이용하기 +
+
+
+ +
+
+
+ + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/Passport-js/index.html b/tags/Passport-js/index.html new file mode 100644 index 000000000..cc4109144 --- /dev/null +++ b/tags/Passport-js/index.html @@ -0,0 +1,265 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Passport.js - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/Raspberry-Pi/index.html b/tags/Raspberry-Pi/index.html new file mode 100644 index 000000000..7b3e08d25 --- /dev/null +++ b/tags/Raspberry-Pi/index.html @@ -0,0 +1,265 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Raspberry Pi - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/Review/index.html b/tags/Review/index.html new file mode 100644 index 000000000..971a9e369 --- /dev/null +++ b/tags/Review/index.html @@ -0,0 +1,252 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Review - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/Sequelize/index.html b/tags/Sequelize/index.html new file mode 100644 index 000000000..2e43baf48 --- /dev/null +++ b/tags/Sequelize/index.html @@ -0,0 +1,278 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Sequelize - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
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+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/Setting/index.html b/tags/Setting/index.html new file mode 100644 index 000000000..92a1b05f3 --- /dev/null +++ b/tags/Setting/index.html @@ -0,0 +1,265 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Setting - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
+
+
+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/Socket-io/index.html b/tags/Socket-io/index.html new file mode 100644 index 000000000..4d6de5d8c --- /dev/null +++ b/tags/Socket-io/index.html @@ -0,0 +1,252 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Socket.io - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/TypeORM/index.html b/tags/TypeORM/index.html new file mode 100644 index 000000000..d46e9d6b8 --- /dev/null +++ b/tags/TypeORM/index.html @@ -0,0 +1,265 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + TypeORM - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/TypeScript/index.html b/tags/TypeScript/index.html new file mode 100644 index 000000000..d92a4739e --- /dev/null +++ b/tags/TypeScript/index.html @@ -0,0 +1,369 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + TypeScript - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/TypeScript/page/2/index.html b/tags/TypeScript/page/2/index.html new file mode 100644 index 000000000..6a001fbe8 --- /dev/null +++ b/tags/TypeScript/page/2/index.html @@ -0,0 +1,369 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + page - TypeScript - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
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+
+
+ +
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+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/tags/ts-node/index.html b/tags/ts-node/index.html new file mode 100644 index 000000000..8157aaadc --- /dev/null +++ b/tags/ts-node/index.html @@ -0,0 +1,252 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + ts-node - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
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+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/tags/\352\260\234\353\260\234\355\231\230\352\262\275/index.html" "b/tags/\352\260\234\353\260\234\355\231\230\352\262\275/index.html" new file mode 100644 index 000000000..1ad763033 --- /dev/null +++ "b/tags/\352\260\234\353\260\234\355\231\230\352\262\275/index.html" @@ -0,0 +1,291 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 개발환경 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/tags/\353\263\264\354\225\210/index.html" "b/tags/\353\263\264\354\225\210/index.html" new file mode 100644 index 000000000..79f39354d --- /dev/null +++ "b/tags/\353\263\264\354\225\210/index.html" @@ -0,0 +1,278 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 보안 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/tags/\354\204\261\353\212\245/index.html" "b/tags/\354\204\261\353\212\245/index.html" new file mode 100644 index 000000000..b31c8e460 --- /dev/null +++ "b/tags/\354\204\261\353\212\245/index.html" @@ -0,0 +1,252 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 성능 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
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+ +
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+ +
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+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
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+ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git "a/tags/\354\225\214\352\263\240\353\246\254\354\246\230/index.html" "b/tags/\354\225\214\352\263\240\353\246\254\354\246\230/index.html" new file mode 100644 index 000000000..86e3cb893 --- /dev/null +++ "b/tags/\354\225\214\352\263\240\353\246\254\354\246\230/index.html" @@ -0,0 +1,304 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 알고리즘 - 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+
+ 창윤빈 (Yunbin Chang). All right reserved +
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+
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http://techbless.github.io/2020/08/07/node-cron%20%EB%AA%A8%EB%93%88%EC%9D%84-%EC%9D%B4%EC%9A%A9%ED%95%B4-%EC%8A%A4%EC%BC%80%EC%A5%B4%EB%A7%81%ED%95%98%EB%8A%94-%EB%B0%A9%EB%B2%95/ + 2023-12-20T13:23:51.698Z + weekly + 0.6 + + + + + http://techbless.github.io/2023/11/19/progressive-growing-of-gans-%EC%9A%94%EC%95%BD/ + 2023-12-20T13:23:51.698Z + weekly + 0.6 + + + + + diff --git a/robots.txt b/robots.txt new file mode 100644 index 000000000..246da7ba6 --- /dev/null +++ b/robots.txt @@ -0,0 +1,8 @@ +User-agent: * +Disallow: /about-me +Disallow: /about-me/ +Disallow: /archives/ +Disallow: /categories/ +Disallow: /tags/ +Allow: / +Sitemap: https://techbless.github.io/sitemap.xml diff --git a/rss2.xml b/rss2.xml new file mode 100644 index 000000000..cced159fd --- /dev/null +++ b/rss2.xml @@ -0,0 +1,416 @@ + + + + 뚝딱수달 - 수달의 뚝딱뚝딱 개발 블로그. + http://techbless.github.io/ + + + + TypeScript, Node.js, 알고리즘, 자료구조, 데이터베이스, 개발 팁, 각종 문제 해결 방법 등을 공유합니다. + Wed, 20 Dec 2023 13:23:51 GMT + http://hexo.io/ + + + [논문 리뷰] Progressive Growing of GANs for Improved Quality, Stability, and Variation + http://techbless.github.io/2023/11/19/progressive-growing-of-gans-%EC%9A%94%EC%95%BD/ + http://techbless.github.io/2023/11/19/progressive-growing-of-gans-%EC%9A%94%EC%95%BD/ + Sun, 19 Nov 2023 14:33:22 GMT + + + + + <p>링크: <a href="https://arxiv.org/pdf/1710.10196.pdf">https://arxiv.org/pdf/1710.10196.pdf</a><br>저널|학회: ICLR 2018<br>연구목적: 고해상도 이미지 생성, 안정적 + + + + + + 링크: https://arxiv.org/pdf/1710.10196.pdf
    저널|학회: ICLR 2018
    연구목적: 고해상도 이미지 생성, 안정적 학습
    연구방법: 저해상도의 레이어부터 점진적으로 쌓아 고해상도 생성
    데이터셋: CELEB A HQ
    주요결과: high resolution, x2–6 Faster converge,CelebA HQ 데이터셋 제시
    저자: Tero Karras et al.

    1. Introduction

    이 연구는 proGAN혹은 PG-GAN으로 더 잘 알려져 있습니다.

    GAN을 이용하여 고해상도의 이미지를 생성하는 것은 아주 어려운 태스크이다. 고해상도의 이미지를 생성하도록 generator를 학습시키는 경우 학습 이미지의 distribution과 학습 결과 생성된 이미지의 distribution의 차이가 커진다. 또한 고해상도의 이미지는 같은 자원에서 저해상도의 이미지보다 적은 배치사이즈를 가져가게 하는데, 이는 불안정한 학습을 야기한다. 이러한 상황에서 본 논문에서는 generator와 discriminator를 저해상도의 이미지로부터 고해상도의 이미지로까지 layer들을 추가하면서 점진적으로 커지게 한다. 이를 통해 학습 속도를 향상시키고 고해상도에서도 안정적인 학습을 가능하기 한다.

    2. Progressive Growing of GANs

    Untitled

    GAN을 학습시킬때 저해상도의 이미지부터 고해상도의 이미지까지 점진적으로 레이어를 추가하며 학습해 최종적으로 고해상도까지 도달한다. 저해상도에서는 전체적인(large-scale) 구조를, 고해상도로 갈수록 더 디테일한(finer scale detail) 구조를 학습한다. 이러한 구조는 1) 학습 초기의 더 높은 안정성 2) 훨씬 단순한 질문을 지속적으로 제시 3) 훈련시간 감소의 이점을 가진다. 그 이유는 다음과 같다.

    1. 학습 초기의 더 높은 안정성
      1. 초기에는 클래스 정보가 적고 모드(mode)가 적기 때문에 작은 이미지를 생성하는 것이 훨씬 더 안정적이다.
    2. 훨씬 단순한 질문을 지속적으로 제시
      1. 해상도를 조금씩 높임으로써 예를 들어 잠재 벡터에서 높은 해상도의 이미지로의 매핑을 발견하는 최종 목표와 비교해 훨씬 간단한 질문을 제시한다.
    3. 훈련시간 감소
      1. 대부분의 반복 작업이 낮은 해상도에서 수행되며 점진적으로 세밀한 디테일로 초점을 옮기기 때문에, 종종 최종 출력 해상도에 따라 2~6배 더 빠른 속도로 비슷한 결과 품질을 얻을 수 있다.

    Doubling the resolution of the G

    Untitled

    G와 D의 해상도를 증가시키는 과정에서 잘 학습된 레이어에 새로운 레이어가 추가되면서 갑작스러운 변화로 인해 충격이 생겨 이전 layer까지 안좋은 영향을 줄 수 있기 때문에 부드럽게 레이어를 추가하는 방법이 필요하다.

    새로운 레이어가 부드럽게 추가될 수 있도록 하기 위해 전환 과정에서 위 그림의 (b)가 나타내듯이, Residual Block처럼 구성해 16x16 레이어가 만든 이미지를 2배(D에서는 0.5배)로 키운 것과 interpolate한다. 어느정도 형태를 가진 이미지를 보여주어 저해상도 레이어가 학습된 방향을 잘 유지하면서 새로운 레이어를 추가한다. 합쳐지는 두 이미지에는 α와 1−α가 곱해져 더해지며, 학습이 진행되면서 α가 0에서 부터 1까지 커지면서 이전 layer의 영향을 점차 줄여간다. 이 방법으로 새로운 레이어가 추가되는 과정에서의 충격을 완화할 수 있다.

    여기서 fromRGB와 toRGB는 1x1 conv레이어를 이용하여 feature 채널을 RGB 채널로 projection하는 부수적인 layer이다.

    이러한 구조는 StyleGAN2 부터는 사용하지 않는다.

    AD_HERE

    Increasing Variation using Minibatch Standard Deviation

    GAN은 training data에서 subset of the variation만 포착하는 경향이 있는데, 그 해결책이 Salimans et al.이 제안하는 mini-batch discrimination이다 PGGAN에서는 모드 붕괴(mode collapse)를 완화하기 위해 mini-batch discrimination을 사용한다. 이를 통해 feature statistics를 개별 이미지 뿐만이 아니라 mini-batch에서도 계산하여 generated/training image minibatch의 statistics가 비슷하게 가지도록 한다.

    1. 각 mini-batch의 각 spatial location에서 각각의 feature들의 standard deviation을 계산한다. (Input: NxCxHxW) -> (Output: CxHxW)
    2. 모든 feature들과 spatial location에 대한 평균을 추정하고 하나의 값으로 표현한다. (Input: CxHxW) -> (Output: 1xHxW)
    1. 이 값을 복제하여 mini-batch들에 대응하는 모든 spatial location들에 추가적인 constant feature map을 생성한 것을 concat한다.

    Untitled

    이 값을 discriminator 어디에나 추가해도 되지만 보통은 맨 뒤에 추가한다
    이 방식은 learnable parameter나 새로운 hyperparameter가 필요하지 않다. (단순함)

    Normalization in Generator and Discriminator

    GAN은 G와 D의 비정상적인(G와 D의 학습속도가 다른) 경쟁에 의해 발생하는 gradient에 취약하다. 기존에는 batch normalization을 추가하는 등의 방법을 사용하였지만, 본 논문에서는 이러한 signal을 직접적으로 규제하는 방법을 제안한다. 그 방법은 아래와 같다.

    Equalized Learning

    는 He’s initializer에서 제안된 per-layer normalization constant이다. Gaussian Distributaion 으로 초기화 한후, runtime에서 weight를 스케일링한다.

    기존의 RMSProp이나 Adam과 같은 adaptive SGD 방식은 scale에 불변한 상태로 추정 표준 편차를 이용하여 gradient를 업데이트하는데, 그 결과 상대적으로 큰 dynamic range를 가지는 일부 파라미터들에 대해 적응하는데 더 많은 시간이 필요하다. 즉, 동일한 dynamic range를 가질 수 있도록 weights를 수정하여 동일한 학습 속도를 보장한다.

    모든 weights들이 동일한 dynamic range를 가짐 -> 동일한 learning speed를 보장

    Pixelwise Feature Vector Normalization in Generator

    G와 D 간의 경쟁으로 두 네트워크의 magnitude가 통제 불능의 상태가 되는 시나리오를 막기 위해 G에서 conv이후에 pixel 마다의 feature vector를 unit length로 normalize한다. 이걸 Local Repsonse Normalization을 통해 하였고, 그 식은 아래와 같다.

    • : feature map의 개수
    • : pixel의 원래 feature vector
    • : normalized된 feature vector

    이 방식은 G에 해로워 보이지 않았고, 오히려 효과적으로 signal magnitude 상승을 방지한다.

    AD_HERE

    Multi-scale Statistical Similarity for Assessing GAN Results

    GAN을 평가할때 사용되던 MS-SSIM은 큰 규모의 mode collapse는 잘 포착하지만 색상이나 질감의 변화 손실과 같은 더 작은 변화는 잘 포착하지 못한다고 합니다. 따라서 본 논문에서는 G는 training set이 모든 scale에서 유사한 샘플을 생성해야한다는 영감하에 Laplcian pyramid로 부터 뽑힌 local image patch 분포들 간의 멀티 스케일 통계적 유사성을 고려하는 연구 방법을 제안한다.

    1. Training set과 Generated set으로 부터 각각 local image patch를 얻는다.
    2. 각 색 채널별 평균과 표준편차로 normalize한다.
    3. 이후 sliced Wasserstein distance(SWD)를 통해 계산한 통계적 유사성을 추정한다.

    작은 Wasserstein distance는 패치들간 유사도가 높다는 것을 의미한다.

    Experiments

    Importance of Individual Contributions in terms of Statistical Similarity

    본 논문에서는 SWD와 MS-SSIM을 성능을 측정하기 위해 사용하였다.
    Untitled
    Untitled

    (a)는 (h)보다 더 나쁜 이미지를 생성하고 있지만, MS-SSIM을 사용한 측정 결과 두 이미지 간에 큰 차이가 없었다. 반면에 SWD는 두 이미지 간에 큰 차이를 보여주었다. 이는 SWD가 MS-SSIM과 달리 색상, 질감, 시점 등의 다양성을 잘 포착하고 있음을 나타낸다.

    고해상도 이미지를 처리하기 위해 (c)에서는 배치 크기를 64에서 16으로 줄였다. 그 결과 생성된 이미지가 매우 불안정해졌으나, (d)에서 BatchNorm이나 LinearNorm을 제거하는 등 훈련 매개변수를 수정한 후에는 학습이 안정적으로 진행되었다. (e*)에서는 Salimans et al.의 미니배치 차별화를 적용했으나 성능 향상은 보이지 않았고, (e)에서는 본 논문의 미니배치 표준 편차를 적용하자 SWD에서 성능이 향상되었다. (f), (g)에서도 성능 향상이 나타났다. 마지막으로 (h)에서는 학습을 충분히 시켜 결과를 수렴시켰다.

    Convergence and Training Speed

    Untitled
    위 그림(a)와 (b)는 훈련 시간(가로 축)과 SWD의 수치 (세로 축), 그림 (c)는 훈련 시간(가로 축)과 Discriminator에게 보여준 진짜 이미지의 숫자(세로 축)이다. (a)와 (b)는 Gulrajani et al. (2017)의 학습 구성에서의 결과이다. 그러나 (a)는 단계적으로 학습 (층을 서서히 추가시켜가며 학습)의 네트워크가 아니며 (제일 처음부터 모든 층을 네트워크에 넣어 둔 것), (b)는 단계적 학습 (층을 서서히 추가시켜 학습)의 네트워크이다.

    점진적인 학습은 2개의 메리트가 있다는 것을 알고 있다.

    • 매우 우수한 최적치에 수렴한다.
      - 학습 수렴 시간을 획기적으로 줄였다.

    CelebA-HQ

    본 연구에서 고해상도의 이미지 출력의 의미있는 평가를 위해 CELEBA-HQ라는 데이터셋을 생성하여 제시하였다. 이는 1024x1024 해상도의 30,000장의 이미지를 포함하고 있다.

    Official Demo

    ]]>
    + + http://techbless.github.io/2023/11/19/progressive-growing-of-gans-%EC%9A%94%EC%95%BD/#disqus_thread +
    + + + 국가 우수 장학금(이공계) 선발 후기 + http://techbless.github.io/2023/05/09/%EA%B5%AD%EA%B0%80%EC%9A%B0%EC%88%98%EC%9E%A5%ED%95%99%EC%83%9D-%ED%95%A9%EA%B2%A9-%ED%9B%84%EA%B8%B0/ + http://techbless.github.io/2023/05/09/%EA%B5%AD%EA%B0%80%EC%9A%B0%EC%88%98%EC%9E%A5%ED%95%99%EC%83%9D-%ED%95%A9%EA%B2%A9-%ED%9B%84%EA%B8%B0/ + Tue, 09 May 2023 22:38:12 GMT + + + + + <h1 id="국가-우수장학생-선발-후기"><a href="#국가-우수장학생-선발-후기" class="headerlink" title="국가 우수장학생 선발 후기"></a>국가 우수장학생 선발 후기</h1><p><img src="/img/%EA%B5% + + + + + + 국가 우수장학생 선발 후기
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