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@gihyunkim
Created October 11, 2019 05:27
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Batch Normalization\n",
"\n",
"Batch Normalization은 기본적으로 Gradient Vanishing/Exploding 이 일어나지 않도록 하는 아이디어 중 하나이다.\n",
"\n",
"기존에는 relu사용, initialization, small learning rate 등으로 어느정도 개선하여 사용하였지만, training 하는 과정 자체를 전체적으로 안정화하여 학습 속도를 가속시킬 수 있는 근본적인 방법이 필요했다.\n",
"\n",
"\n",
"## Whitening\n",
"이러한 불안정화가 일어나는 이유로는 **Internal Covariance Shift**가 있다.\n",
"- **Internal Covariance Shift**란, 네트워크의 각 층이나 activation마다 input의 distribution이 달라지는 현상을 말한다.\n",
"\n",
"\n",
"이 현상을 막기 위해, whitening이라는 방법으로 각 layer의 input distribution을 평균 0, 표준편차 1인 input으로 normalize.\n",
"- **Whitening**은 기본적으로 들어오는 input의 feature들을 공분산이 identity matrix인 값으로 바꾸어준다. 즉, uncorrelated하게 만들어주고, 각각의 variance를 1로 만들어주는 작업이다.\n",
"\n",
"\n",
"하지만 whitening의 경우, covariance matrix와 inverse matrix의 계산으로 계산량이 많고, 일부 parameter들의 영향이 무시될 수 있다는 문제점이 있다.\n",
"- 예를 들어, input u를 받아 x = u + b 라는 output을 내는데 적절한 bias b에 대해서 train을 하려는데 x - E(x)를 해버릴 경우, b가 서로 같아 사라져 b의 영향이 없어져버리고 만다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## batch normalization\n",
"이와 같은 whitening의 단점을 보완하고, internal covariance shift를 줄이기 위해 다음과 같은 방식을 취했다.\n",
"\n",
"- 각각의 feature들이 uncorrelated라고 가정하고, feature 각각에 대해서만 scalar 형태로 mean과 variance를 구해 normalize한다.\n",
"\n",
"\n",
"- 단순히 mean과 variance를 0과 1로 고정시키면 활성함수의 비선형성을 없앨 수 있다.\n",
" - 예를들어, sigmoid activation의 입력이 mean=0, var=1이라면 출력 부분은 곡선보다는 직선 형태에 가까워진다.\n",
" \n",
"\n",
"- 또한 feature가 uncorrelated라는 가정에 의해 네트워크 표현에 제한이 있을 수 있다.\n",
"\n",
"\n",
"- 이러한 점을 보완하기 위해, normalized 값에 **scale factor(gamma)와 shift factor(beta)** 를 더해주고 이 변수들을 back-prop과정에서 같이 train시킨다.\n",
"\n",
"\n",
"- training data 전체가 아닌 mini-batch 단위로 계산한다. \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 알고리즘\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('../image/bn_1.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"실제 네트워크에 적용되는 방식은, 특정 hidden layer에 들어가기 전 batch normalization layer를 더해 주어, input을 normalized해준 뒤, 새로운 값을 activation function에 넣어준다.\n",
"\n",
"## Inference\n",
"Train시에는, mini-batch 단위로 평균과 표준편차를 구하지만, inference 시에는 input들의 이동평균(moving average) 및 unbiased variance estimate의 이동평균을 계산해 저장해두었다가, 이 값으로 normalize한다.\n",
"\n",
"마지막에 gamma와 beta를 이용해 scale/shift 해주는 것은 동일하다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## CNN에서의 BN\n",
"위에 설명들은 '일반적인 Network'일 경우에 한에서만 통용된다.\n",
"\n",
"CNN에 BN을 적용시키고 싶은 경우, 조금 다른 방법을 이용한다.\n",
"\n",
"먼저 Convolution layer에서 activation function에 값을 넣기 전, Wx + b 형태로 weight를 적용시키는데, BN을 사용할 경우, beta가 b의 역할을 하므로 b를 제거한다. \n",
"\n",
"또한, CNN의 경우 Convolution의 성질을 유지시키고 싶기 때문에, 각 channel을 기준으로 batch normalization 변수들을 만든다.\n",
"\n",
"예를들어, m의 mini-batch size, n의 channel size를 가진 conv layer에서 BN을 적용한다하면, Convolution을 적용한 후, feature map의 사이즈가 pxq일 경우, 각 채널에 대해 m x p x q개의 각각의 스칼라 값에 대해 mean과 variance를 구한다. \n",
"\n",
"최종적으로 gamma와 beta는 각 채널에 대해 한개씩 해서 총 n개의 독립적인 batch normalization 변수들이 생겨난다.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 장점\n",
"1. learning rate를 높게 잡을 경우, gradient exploding/vanishing하거나 local minima에 빠지는 문제가 있었다. \n",
" - 이러한 문제는 파라메터의 scale에 영향을 받는다. \n",
" - BN을 사용하면 propagation 시, 파라메터의 **scale에 영향을 받지 않아** 이러한 문제를 해결해준다.\n",
" \n",
" \n",
"2. 자체적인 regularization\n",
" - 기존의 regularization term, dropout등을 제외할 수 있다.\n",
" - dropout의 경우, 학습 속도가 다소 느려져 이를 제거해 학습 속도를 향상시킨다."
]
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