Skip to content

Instantly share code, notes, and snippets.

@gihyunkim
Created October 11, 2019 05:17
Show Gist options
  • Save gihyunkim/77d0408405ec712ffb6af4176c8ce44e to your computer and use it in GitHub Desktop.
Save gihyunkim/77d0408405ec712ffb6af4176c8ce44e to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# LSTM(Long Short-Term Memory Units)\n",
"- RNN의 hidden state에 cell-state를 추가.\n",
"\n",
"\n",
"- state가 꽤 오래 경과하더라도 gradient가 비교적 전파가 잘 되게 해준다. (Gradient Vanishing Problem 해결)\n",
"\n",
"## cell state\n",
"선형 iteration만 적용시키면서 전체 체인을 계속 구동.\n",
"\n",
"이 cell state에 뭔가를 더하거나 없애는 능력이 있는데, 이것은 **gate**에 의해 제어\n",
"\n",
"## sigmoid layer\n",
"[0, 1] 사이에 값을 가지며, 각 컴포넌트가 얼마나 정보를 넘겨야하는지를 가리킨다. (0이면 아무것도, 1이면 전부 넘겨라!)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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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/lstm.PNG')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## forget gate\n",
"$$f_t = \\sigma(\\omega_{xh_f}x_t + \\omega_{hh_f}h_{t-1} + b_{h_f})$$\n",
"\n",
"\n",
"\n",
"- cell state로부터 어떤 정보를 버릴 것인지를 정한다.\n",
"\n",
"\n",
"- $h_{t-1}$과 $x_t$를 받아서 sigmoid 함수를 통해 0과 1사이 값을 $C_{t-1}$에 보낸다. \n",
"**1이면 \"모든 정보를 보존\", 0이면 \"모두 제거\"**\n",
"\n",
"\n",
"\n",
"## input gate\n",
"$$i_t = \\sigma(\\omega_{xh_i}x_t + \\omega_{hh_i}h_{t-1} + b_{h_i})$$\n",
"$$\\tilde{C}_t = tanh(\\omega_{xh_g}x_t + \\omega_{hh_g}h_{t-1} + b_{t_g})$$\n",
"\n",
"\n",
"\n",
"- 앞으로 들어오는 새로운 정보 중 어떤 것을 cell state에 저장할 것인가.\n",
"\n",
"\n",
"\n",
"이제 과거 state인 $C_{t-1}$을 업데이트 해 새로운 cell state인 $C_t$를 만든다.\n",
"\n",
"$$C_t = f_t \\odot C_{t-1} + i_t \\odot \\tilde{C}_t$$\n",
"\n",
"\n",
"#### 마지막으로 무엇은 output으로 내보낼 지를 결정.\n",
"\n",
"먼저 sigmoid layer에 input data를 태워 cell state의 어느 부분을 output으로 내보낼 지 결정. 그 후에, cell state를 tanh에 태워 -1 ~ 1 사이 값을 받은 뒤 곱해준다. => **output으로 보내고자 하는 부분만 보낼 수 있게 됨**\n",
"\n",
"\n",
"$$O_t = \\sigma(\\omega_{xh_O}x_t + \\omega_{hh_O}h_{t-1} + b_{h_O})$$\n",
"\n",
"$$h_t = O_t \\odot tanh(C_t)$$\n",
"\n",
"\n",
"### handamard production \n",
"간단히 행렬을 같은 인덱스에 있는 것들끼리 곱하는 것."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 6,
"metadata": {
"image/png": {
"width": 300
}
},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('./image/hand.PNG', width=300)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment