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首先需要明确的是 MixupDetection 这个类是在 VOCDetection 类之上的一个 wrapper，因为 mixup 这个技巧/方法可以简单的认为是一个 Data Augmentation 的手段。传统的 Data Augmentation 手段：裁剪、翻转 / 旋转、尺度变化，mixup 的做法在于将两幅图像按照随机权重相加。

MixupDetection 的实现考虑了两幅图像的大小可能是不同的，因此 mixup 后的图像为最大的图像，因此代码中 mixup 图像由下得到

        height = max(img1.shape[0], img2.shape[0])
        width = max(img1.shape[1], img2.shape[1])
        mix_img = mx.nd.zeros(shape=(height, width, 3), dtype='float32')

No proxy for:

*.apache.org, *.github.com, *.github.io, *.githubusercontent.com, *.gitlab.com, *.google.com, *.gradle.org, *.jetbrains.space, *.maven.org, *.micronaut.io, *.quarkus.io, *.scala-sbt.org, *.schemastore.org, *.spring.io, cache-redirector.jetbrains.com, cloudconfig.jetbrains.com, download-cdn.jetbrains.com, download.jetbrains.com, downloads.marketplace.jetbrains.com, ea-report.jetbrains.com, github.com, gitlab.com, google.com, gradle.org, jcenter.bintray.com, jitpack.io, micronaut.io, plugins.jetbrains.com, quarkus.io, repo.papermc.io, resources.jetbrains.com, spring.io, www.jetbrains.com

Activation Key:

UX394X3HLT-eyJsaWNlbnNlSWQiOiJVWDM5NFgzSExUIiwibGljZW5zZWVOYW1lIjoiSG9uZ2lrIFVuaXZlcnNpdHntmY3snbXrjIDtlZnqtZAiLCJsaWNlbnNlZVR5cGUiOiJDTEFTU1JPT00iLCJhc3NpZ25lZU5hbWUiOiLkvJfliJvkupEg5bel5L2c5a6kIiwiYXNzaWduZWVFbWFpbCI6ImhhbmF6YXdhbWl0b0BnbWFpbC5jb20iLCJsaWNlbnNlUmVzdHJpY3Rpb24iOiJG

Using descriptive repository names for FreeBSD-provided and locally-built packages

Three distinctive names

% pkg -vv | grep -B 1 -e url -e priority
  FreeBSD-ports: { 
    url             : "pkg+https://pkg.freebsd.org/FreeBSD:15:amd64/latest",
    enabled         : yes,
 priority : 2,

	-- auto vaccum이 되었던 시간과 개수
	select relname, autovacuum_count, last_autovacuum::timestamp with time zone at time zone 'Asia/Seoul' from pg_stat_all_tables where last_autovacuum is not null order by last_autovacuum desc limit 20;


	-- 현재 실행중인 query
	SELECT pid,query,now()-query_start as diff,query_start,state_change FROM pg_stat_activity where state='active' order by query_start desc;

	-- 실행중인 pid kill
	SELECT pg_terminate_backend(
	--pid

	#!/bin/sh

	# recursively removes all .pyc files and __pycache__ directories in the current
	# directory

	find . \| grep -E "(__pycache__\|\.pyc$)" \| xargs rm -rf

	public class CancelableThreadTask
	{
	private Thread? _thread;
	private readonly Action _action;
	private readonly Action<Exception>? _onError;
	private readonly Action? _onCompleted;
	private TaskCompletionSource? _tcs;

	private int _isRunning = 0;

	$CurrentState = $null
	$NewState = $null
	Write-Host "Monitoring device changes..." -ForegroundColor Green
	while ($true) {
	if (-not($CurrentState)) {
	$CurrentState = Get-PnpDevice -Status OK
	}
	else {
	$NewState = Get-PnpDevice -Status OK
	$Changes = $null

	<?php

	/**
	* Class RD_Text_Extraction
	*
	* Example usage:
	*
	* $response = RD_Text_Extraction::convert_to_text($path_to_valid_file);
	*
	* For PDF text extraction, this class requires the Smalot\PdfParser\Parser class.

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Table of Contents

set -e, -u, -x, -o pipefail

Using descriptive repository names for FreeBSD-provided and locally-built packages

Three distinctive names

	import tiktoken
	import langdetect
	T = tiktoken.get_encoding("o200k_base")

	length_dict = {}

	for i in range(T.n_vocab):
	try:
	length_dict[i] = len(T.decode([i]))
	except: