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@gihyunkim
Created October 11, 2019 05:15
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 기존 Multi-layered Neural Network의 문제점\n",
"- 이미지의 크기와 hidden layer의 개수에 따라 파라메터의 개수가 엄청나게 증가한다.\n",
" - 계산량이 늘어나게 되고, train 시간이 오래 걸리게 되며, 오버피팅이 일어날 수 있다.\n",
" \n",
" \n",
" \n",
"- topology에 대한 유연성이 없다. 즉, 조금만 이미지가 바뀌더라도 새로운 data를 train시켜주어야 한다.\n",
"\n",
"\n",
"# CNN(Convolution Neural Network)\n",
"\n",
"\n",
"이미지 분류에 많이 쓰인다.\n",
"\n",
"실상 에서는 이미지가 다차원으로 들어오는데 neural network는 input이 1차원이어야된다는 단점을 가지고 있다. 따라서 다차원의 이미지를 1차원 벡터로 바꾸어주어야 하는데 차원을 큰 폭으로 줄이게 되면 input 이미지의 정보 손실이 크게 일어나 train이 잘 이루어지지 않게 되는데 이 손실을 최대한으로 줄여주기 위한 방식이 CNN이다.\n",
"\n",
"실질적으로는 필터를 거친다고 해서 특징을 뽑아내는 것이 아니라, 이미지 행렬을 여러 과정을 통해 변수를 잘 섞어줌으로써, 이미지를 잘 분류하게 만들어주는 1차 벡터로 만들어주는 것.\n",
"\n",
"최종 벡터에서는 기존 NN과 다르게 값이 아닌 이미지의 정보 값들을 저장하고 있는 변수들이 1차벡터로 저장되어 있게 된다. 이 변수들을 gradient 과정 중 찾게 되고, 파라메터와 함께 이 변수들도 업데이트 되어진다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## receptive field\n",
"- 외부 자극이 전체에 영향을 끼치는 것이 아닌, 특정 영역에만 영향을 준다는 뜻.\n",
"\n",
"\n",
"- 이미지에서도 특정 위치에 있는 픽셀들은 그 주변에 있는 일부 픽세들과만 상관관계가 높고, 거리가 멀어질 수록 관계성이 떨어지게 된다.\n",
"\n",
"\n",
"\n",
"- 따라서 이미지 전체 영역에 대해 서로 동일한 중요도로 처리하는 대신에, 특정 범위에 한정에 처리를 하면 더 효과적일 것이라는 아이디어이다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## CNN의 특징\n",
"- **지역성(Locality)** : CNN은 receptive field와 유사하게 local 정보를 활용. 공간적으로 인접한 신호들에 대한 상관관계를 비선형 필터를 적용해 추출해 낸다. 이런 필터를 여러 개 적용하면 다양한 local 특징을 추출해 낼 수 있고, convolution과 subsampling을 거치면서 local feature에 대한 필터 연산을 반복적으로 적용해 점진적으로 global feature를 얻게 된다.\n",
"\n",
"\n",
"- **공유 가중치(Shared Weight): 동일한 계수를 갖는 filter를 전체 영상에 반복적으로 적용함으로써 변수의 수를 줄이고, topology 변화에 유연하게 만들 수 있게 된다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## CNN과 Fully Connected NN의 차이\n",
"1. 각 레이어의 입출력 데이터의 형상 유지\n",
"\n",
"\n",
"2. 이미지의 공간 정보를 유지하면서 인접 이미지와의 특징을 효과적으로 인식\n",
"\n",
"\n",
"3. 복수의 필터로 이미지의 특징 추출 및 학습\n",
"\n",
"\n",
"4. 추출한 이미지의 특징을 모으고 강화하는 Pooling layer\n",
"\n",
"\n",
"5. 필터를 공유 파라메터로 써, 상대적으로 학습 파라메터 수가 적다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.1 Convolution Layer\n",
"\n",
"filter를 이용하여 특징을 추출해내는 과정.\n",
"image의 정보를 최대한 보존하면서 1차 벡터로 바꾸기 위한 과정.\n",
"\n",
"1. **채널**\n",
" - 이미지 픽셀 하나 하나가 실수\n",
" \n",
" - 컬러 이미지는 RGB로 3개의 채널로 구성\n",
"\n",
" - 흑백 이미지는 흑,백 2차원 데이터 1개의 채널로 구성 \n",
"\n",
"\n",
"2. **필터**\n",
" - 이미지의 특징을 찾아내기 위한 공용 파라메터\n",
" \n",
" - CNN에서 학습의 대상은 필터 파라메터이다.\n",
" \n",
" - 각 단에서 연산 시간/양을 비교적 일정하게 유지하는 것을 기준으로 필터의 수를 결정한다.\n",
" \n",
" - 한 개의 큰 크기의 필터를 사용하는 것보다 여러 개의 작은 크기의 필터를 중첩해서 사용하는 것이 더 좋다.\n",
" \n",
"3. **Strides**\n",
" - step-size of filter moving\n",
"\n",
" - 큰 strides 값은 정보의 손실을 야기한다.\n",
" \n",
" - 연산량을 줄이기 위한 목적으로 입력단과 가까운 쪽에만 보통 적용한다.\n",
"\n",
"\n",
"**\\* stride로 줄이는 것과 pooling으로 줄이는 것의 차이**\n",
"- stride를 1로 하고 pooling을 할 경우, 경계가 아닌 모든 입력 영상에 대해 convolution을 수행하고 pooling을 하면서 값을 선택적으로 고를 수가 있지만, stride를 크게 하면 그런 선택의 기회가 사라진다.\n",
"\n",
"\n",
"- 따라서 보통 stride를 1로 주고 pooling 과정을 거치는 것이 좋다.\n",
"\n",
"\n",
"- 하지만 입력 이미지가 매우 큰 경우에는 첫번째 컨볼루션에서 연산량을 줄여주기 위해 stride를 크게 넣어 줄 수도 있다."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 1,
"metadata": {
"image/png": {
"width": 500
}
},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('./image/con_layer.PNG',width=500)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"4. **Padding**\n",
" - 리턴 이미지의 크기가 더 작아지는 것을 방지하기 위함.\n",
" \n",
" \n",
" - 1만큼 패딩했다면 주위 1픽셀을 0으로 채운다.\n",
" \n",
" \n",
" - 경계면의 정보까지 살릴 수 있다."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 3,
"metadata": {
"image/png": {
"width": 300
}
},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('./image/padding.PNG',width=300)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"5. **출력크기 계산**\n",
" - 입력 크기를 (H, W), 필터 크기를 (FH,FW), 출력 크기를 (OH,OW), 패딩을 P, Stride를 S라 하자. * H=Height, W=width\n",
" \n",
" \n",
"$$OH=\\frac{H+2P-FH}{S}+1, \\ \\ \\ \\ OW=\\frac{W+2P-FW}{S}+1 $$\n",
"\n",
"**\\* 필터가 몇번 적용되냐는 stride에 영향을 받는다**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.2 Pooling Layer(Sampling)\n",
"\n",
"- Pooling layer는 option이다.\n",
"\n",
"\n",
"- input 이미지의 크기를 확 줄여주는 layer이다.\n",
"\n",
"\n",
"- 이미지의 정보가 크게 손실이되지 않는 정도 내에서, 혹은 이미지의 정보가 어느정도 손실이되어도 상관이 없는 경우에, 정보를 보존하는 것보다 계산량을 줄이는 것을 목적으로 사용된다. 보통 Max Pooling(가장 큰 값을 뽑아냄)이 사용된다.\n",
"\n",
"\n",
"- 즉, 큰 이미지로 얻을 이득이 별로 없으며 사이즈를 줄여 계산량을 줄이는 것이 이득.\n",
"\n",
"\n",
"- 행렬 크기만 감소하고 채널 수는 변경되지 않는다.\n",
"\n",
"\n",
"- strides를 변경하면 그것에 따라 출력 사이즈가 변경될 수 있다.\n",
"\n",
"$$output \\ row \\ size = \\frac{input \\ row \\ size}{pooling \\ row \\ size}$$\n",
"\n",
"\n",
"$$output \\ col \\ size = \\frac{input \\ col \\ size}{pooling \\ col \\ size}$$"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 4,
"metadata": {
"image/png": {
"width": 400
}
},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('./image/max_pool.PNG',width=400)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Example of CNN"
]
},
{
"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": 600
}
},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('./image/cnn_exam.PNG',width=600)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1 x 1 Convolution\n",
"\n",
"1 x 1 크기의 filter를 이용하여 depth만을 바꿀 때 사용.\n"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 23,
"metadata": {
"image/png": {
"width": 500
}
},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('./image/1_by_conv.PNG',width=500)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## tensorflow 차원"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 25,
"metadata": {
"image/png": {
"width": 600
}
},
"output_type": "execute_result"
}
],
"source": [
"Image('./image/dim.PNG',width=600)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2. CNN Implementation(TensorFlow)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import tensorflow as tf\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1, 3, 3, 1)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1da9f1d0438>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sess = tf.InteractiveSession()\n",
"image = np.array([[[[1],[2],[3]],[[4],[5],[6]],\n",
" [[7],[8],[9]]]], dtype=np.float32)\n",
"print(image.shape)\n",
"plt.imshow(image.reshape(3,3), cmap='Greys')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### no padding"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"image.shape (1, 3, 3, 1)\n",
"weight.shape (2, 2, 1, 1)\n",
"conv2d_img.shape (1, 2, 2, 1)\n",
"[[12. 16.]\n",
" [24. 28.]]\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"print(\"image.shape\", image.shape)\n",
"weight = tf.constant([\n",
" [[[1.]],[[1.]]],\n",
" [[[1.]],[[1.]]]\n",
"])\n",
"\n",
"print(\"weight.shape\", weight.shape)\n",
"\n",
"# 1 strides, no padding\n",
"conv2d = tf.nn.conv2d(image, weight, strides =[1,1,1,1],padding='VALID')\n",
"conv2d_img = conv2d.eval()\n",
"print(\"conv2d_img.shape\", conv2d_img.shape)\n",
"conv2d_img = np.swapaxes(conv2d_img,0,3)\n",
"for i, one_img in enumerate(conv2d_img):\n",
" print(one_img.reshape(2,2))\n",
" plt.subplot(1,2,i+1), plt.imshow(one_img.reshape(2,2),cmap='gray')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### with padding"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"image.shape (1, 3, 3, 1)\n",
"weight.shape (2, 2, 1, 1)\n",
"conv2d_img.shape (1, 3, 3, 1)\n",
"[[12. 16. 9.]\n",
" [24. 28. 15.]\n",
" [15. 17. 9.]]\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"print(\"image.shape\", image.shape)\n",
"\n",
"weight = tf.constant([\n",
" [[[1.]],[[1.]]],\n",
" [[[1.]],[[1.]]]\n",
"])\n",
"\n",
"print(\"weight.shape\", weight.shape)\n",
"\n",
"# 1 strides, with padding\n",
"conv2d = tf.nn.conv2d(image, weight, strides=[1,1,1,1], padding='SAME')\n",
"conv2d_img = conv2d.eval()\n",
"print(\"conv2d_img.shape\", conv2d_img.shape)\n",
"conv2d_img = np.swapaxes(conv2d_img,0,3)\n",
"for i, one_img in enumerate(conv2d_img):\n",
" print(one_img.reshape(3,3))\n",
" plt.subplot(1,2,i+1), plt.imshow(one_img.reshape(3,3), cmap='gray')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3 filters"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"image.shape (1, 3, 3, 1)\n",
"weight.shape (2, 2, 1, 3)\n",
"conv2d_img.shape (1, 3, 3, 3)\n",
"[[12. 16. 9.]\n",
" [24. 28. 15.]\n",
" [15. 17. 9.]]\n",
"[[120. 160. 90.]\n",
" [240. 280. 150.]\n",
" [150. 170. 90.]]\n",
"[[-12. -16. -9.]\n",
" [-24. -28. -15.]\n",
" [-15. -17. -9.]]\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"print(\"image.shape\", image.shape)\n",
"\n",
"weight = tf.constant([\n",
" [[[1.,10.,-1.]], [[1.,10.,-1.]]],\n",
" [[[1.,10.,-1.]], [[1.,10.,-1.]]]\n",
"])\n",
"\n",
"print(\"weight.shape\", weight.shape)\n",
"conv2d = tf.nn.conv2d(image, weight, strides=[1,1,1,1], padding='SAME')\n",
"conv2d_img = conv2d.eval()\n",
"print(\"conv2d_img.shape\", conv2d_img.shape)\n",
"conv2d_img = np.swapaxes(conv2d_img,0,3)\n",
"for i, one_img in enumerate(conv2d_img):\n",
" print(one_img.reshape(3,3))\n",
" plt.subplot(1,3,i+1), plt.imshow(one_img.reshape(3,3), cmap='gray')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Max pooling"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1, 1, 1, 1)\n",
"[[[[4.]]]]\n"
]
}
],
"source": [
"image = np.array([[\n",
" [[4],[3]],[[2],[1]]\n",
"]], dtype=np.float32)\n",
"\n",
"pool = tf.nn.max_pool(image, ksize=[1,2,2,1], strides=[1,1,1,1], padding='VALID')\n",
"print(pool.shape)\n",
"print(pool.eval())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2.1 CNN with MNIST"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Extracting ./tmp/data/train-images-idx3-ubyte.gz\n",
"Extracting ./tmp/data/train-labels-idx1-ubyte.gz\n",
"Extracting ./tmp/data/t10k-images-idx3-ubyte.gz\n",
"Extracting ./tmp/data/t10k-labels-idx1-ubyte.gz\n",
"Testing Accurcay: 0.9855\n"
]
}
],
"source": [
"from tensorflow.examples.tutorials.mnist import input_data\n",
"mnist = input_data.read_data_sets(\"./tmp/data/\", one_hot=True)\n",
"\n",
"import tensorflow as tf\n",
"\n",
"training_epochs = 10\n",
"batch_size = 100\n",
"X =tf.placeholder(tf.float32, shape=[None, 784])\n",
"Y = tf.placeholder(tf.float32, shape=[None, 10])\n",
"\n",
"# 28 * 28, -1 : 전체 데이터에 대해, 1 : 1차원 이미지\n",
"X_img = tf.reshape(X, [-1,28,28,1]) \n",
"\n",
"# Convolution 1 : 32 filters [3*3]\n",
"# [width, height, input_dimension(depth), number of filters]\n",
"# 여기서는 input_dimension이 1, 흑백 이미지이므로. 컬러 이미지면 3이 된다.\n",
"\n",
"# stddev = 0.01 : 생성된 난수의 변동이 0.01. convolution의 layer가 늘어나면\n",
"# 그 계산량이 엄청 커지기 때문에, 난수는 0.01의 표준편차로 생성해야 convolution\n",
"# 의 곱으로 인한 결과값이 너무 커지지 않게 만들어준다. (일반적으로 0.01)\n",
"# 커지면 값이 튈 수가 있다.\n",
"\n",
"W1 = tf.Variable(tf.random_normal([3,3,1,32], stddev = 0.01))\n",
"\n",
"# strides = 1, 가운데 1,1만 보면 된다.\n",
"# padding = 'SAME' : input과 같은 크기가 나오게 패딩시켜준다\n",
"# = 'VALID': no padding\n",
"L1 = tf.nn.conv2d(X_img, W1, strides=[1,1,1,1], padding ='SAME')\n",
"L1 = tf.nn.relu(L1) # activation으로 relu함수 사용\n",
"\n",
"\n",
"#==============================================================================\n",
"\n",
"# layers이용한 방법\n",
"\n",
"# L1 = tf.layers.conv2d(inputs=X_img, filters=16, kernel_size=[3,3], padding='SAME',\n",
"#strides=1, activation=tf.nn.relu)\n",
"\n",
"#L1 = tf.layers.max_pooling2d(inputs=L1, pool_size=[2,2], padding='SAME', strides=2)\n",
"\n",
"# dropout1 = tf.layers.dropout(inputs=pool1, rate=0.7, training=self.training)\n",
"# ** self.training: 현재가 train중인지 test인지를 구분하여 test일 경우 자동으로 \n",
"# 1로 바꿔준다.\n",
"\n",
"# tf.layers.dense(inputs=flat, units=625, activation=tf.nn.relu)\n",
"\n",
"#==============================================================================\n",
"\n",
"\n",
"\n",
"# Pooling\n",
"# kernel size = 2*2, 가운데 2,2만 보면 된다.\n",
"# strides값은 ksize와 같고, padding='SAME'으로 쓴다.\n",
"L1 = tf.nn.max_pool(L1, ksize=[1,2,2,1], strides=[1,2,2,1], padding='SAME')\n",
"\n",
"# Convolution 2: 64 filters [3*3]\n",
"W2 = tf.Variable(tf.random_normal([3,3,32,64], stddev=0.01))\n",
"L2 = tf.nn.conv2d(L1, W2, strides=[1,1,1,1], padding='SAME')\n",
"L2 = tf.nn.relu(L2)\n",
"\n",
"# Pooling\n",
"L2 = tf.nn.max_pool(L2, ksize=[1,2,2,1], strides=[1,2,2,1],padding='SAME')\n",
"\n",
"# 마지막으로 NN에 넣기 위해 1차 벡터로 형태변환 시켜준다.\n",
"# -1 : reshape에서 다른 값에 상대적인 값.\n",
"# 6*4를 reshape(-1, 8) 한다 하면 여기서 -1은 3이다. 8 * 3은 24 = 6 * 4\n",
"L2_flat = tf.reshape(L2, [-1, 7*7*64])\n",
"W3 = tf.Variable(tf.random_normal([7*7*64,10]))\n",
"b3 = tf.Variable(tf.random_normal([10]))\n",
"\n",
"\n",
"############################################################################\n",
"\n",
"# 이공간에 hidden layer를 쌓는 것이 가능.\n",
"# 하지만 가끔 너무 잘 쌓게 되면, hidden layer로 인한 train이 너무 잘되어\n",
"# cnn 쪽 train이 잘 안되버리는 경우가 발생할 수 있다.\n",
"\n",
"############################################################################\n",
"\n",
"\n",
"model_LC = tf.matmul(L2_flat, W3)+b3\n",
"model = tf.nn.softmax(model_LC)\n",
"\n",
"cost = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits_v2(logits=model_LC,labels=Y))\n",
"train = tf.train.AdamOptimizer(0.01).minimize(cost)\n",
"\n",
"accuracy = tf.reduce_mean(tf.cast(tf.equal(tf.argmax(model,1), tf.argmax(Y,1)),tf.float32))\n",
"\n",
"with tf.Session() as sess:\n",
" sess.run(tf.global_variables_initializer())\n",
" \n",
" for epoch in range(training_epochs):\n",
" total_batch = int(mnist.train.num_examples / batch_size)\n",
" for i in range(total_batch):\n",
" train_images, train_labels = mnist.train.next_batch(batch_size)\n",
" sess.run(train, feed_dict={X:train_images, Y:train_labels})\n",
" \n",
" print(\"Testing Accurcay: \", \n",
" sess.run(accuracy, feed_dict = {X:mnist.test.images, Y:mnist.test.labels}))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## CNN with MNIST (Ensemble)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING:tensorflow:From <ipython-input-1-df63b778ccb2>:7: read_data_sets (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Please use alternatives such as official/mnist/dataset.py from tensorflow/models.\n",
"WARNING:tensorflow:From C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\datasets\\mnist.py:260: maybe_download (from tensorflow.contrib.learn.python.learn.datasets.base) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Please write your own downloading logic.\n",
"WARNING:tensorflow:From C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\datasets\\mnist.py:262: extract_images (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Please use tf.data to implement this functionality.\n",
"Extracting ./tmp/data/train-images-idx3-ubyte.gz\n",
"WARNING:tensorflow:From C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\datasets\\mnist.py:267: extract_labels (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Please use tf.data to implement this functionality.\n",
"Extracting ./tmp/data/train-labels-idx1-ubyte.gz\n",
"WARNING:tensorflow:From C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\datasets\\mnist.py:110: dense_to_one_hot (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Please use tf.one_hot on tensors.\n",
"Extracting ./tmp/data/t10k-images-idx3-ubyte.gz\n",
"Extracting ./tmp/data/t10k-labels-idx1-ubyte.gz\n",
"WARNING:tensorflow:From C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\datasets\\mnist.py:290: DataSet.__init__ (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Please use alternatives such as official/mnist/dataset.py from tensorflow/models.\n",
"WARNING:tensorflow:From <ipython-input-1-df63b778ccb2>:33: conv2d (from tensorflow.python.layers.convolutional) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Use keras.layers.conv2d instead.\n",
"WARNING:tensorflow:From C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\framework\\op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Colocations handled automatically by placer.\n",
"WARNING:tensorflow:From <ipython-input-1-df63b778ccb2>:36: max_pooling2d (from tensorflow.python.layers.pooling) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Use keras.layers.max_pooling2d instead.\n",
"WARNING:tensorflow:From <ipython-input-1-df63b778ccb2>:38: dropout (from tensorflow.python.layers.core) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Use keras.layers.dropout instead.\n",
"WARNING:tensorflow:From C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\keras\\layers\\core.py:143: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n",
"WARNING:tensorflow:From <ipython-input-1-df63b778ccb2>:59: dense (from tensorflow.python.layers.core) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Use keras.layers.dense instead.\n",
"Learning Started\n",
"epoch: 0001 cost = [0.29284212 0.29995066]\n",
"epoch: 0002 cost = [0.09097889 0.09197583]\n",
"epoch: 0003 cost = [0.06710999 0.07085928]\n",
"epoch: 0004 cost = [0.05604571 0.05738742]\n",
"epoch: 0005 cost = [0.05081532 0.05168783]\n",
"epoch: 0006 cost = [0.04608042 0.04515044]\n",
"epoch: 0007 cost = [0.04031241 0.04217547]\n",
"epoch: 0008 cost = [0.03929472 0.03854898]\n",
"epoch: 0009 cost = [0.03515897 0.03817563]\n",
"epoch: 0010 cost = [0.03241224 0.03379606]\n",
"epoch: 0011 cost = [0.03232488 0.03307154]\n",
"epoch: 0012 cost = [0.03239802 0.03112738]\n",
"epoch: 0013 cost = [0.02777046 0.02968559]\n",
"epoch: 0014 cost = [0.02771089 0.02898886]\n",
"epoch: 0015 cost = [0.02863966 0.02705322]\n",
"epoch: 0016 cost = [0.02734845 0.02404737]\n",
"epoch: 0017 cost = [0.0253106 0.02476644]\n",
"epoch: 0018 cost = [0.02364751 0.0267225 ]\n",
"epoch: 0019 cost = [0.02450609 0.02397625]\n",
"epoch: 0020 cost = [0.02135108 0.02315836]\n",
"Learning_finished!!\n",
"0 Accuracy: 0.9937\n",
"1 Accuracy: 0.9948\n",
"Ensemble accuracy: 0.9952\n"
]
}
],
"source": [
"import tensorflow as tf\n",
"import numpy as np\n",
"\n",
"from tensorflow.examples.tutorials.mnist import input_data\n",
"tf.set_random_seed(777) # reproducibility\n",
"\n",
"mnist = input_data.read_data_sets(\"./tmp/data/\", one_hot=True)\n",
"\n",
"learning_rate = 0.001\n",
"training_epochs = 20\n",
"batch_size = 100\n",
"\n",
"# 클래스로 모델과 기능들 만들기\n",
"class Model:\n",
" def __init__(self, sess, name):\n",
" self.sess = sess\n",
" self.name = name\n",
" self._build_net()\n",
" \n",
" def _build_net(self):\n",
" with tf.variable_scope(self.name):\n",
" # dropout이 test에서는 1로 바뀌어야한다.\n",
" self.training = tf.placeholder(tf.bool)\n",
" \n",
" self.X = tf.placeholder(tf.float32, [None, 784])\n",
" \n",
" X_img = tf.reshape(self.X, [-1, 28,28,1])\n",
" self.Y = tf.placeholder(tf.float32, [None, 10])\n",
" \n",
" \n",
" ### convolution layer 1\n",
" conv1 = tf.layers.conv2d(inputs=X_img, filters=32, kernel_size=[3,3],\n",
" padding='SAME', activation=tf.nn.relu)\n",
" \n",
" pool1 = tf.layers.max_pooling2d(inputs=conv1, pool_size=[2,2],\n",
" padding='SAME', strides=2)\n",
" dropout1 = tf.layers.dropout(inputs=pool1, \n",
" rate=0.3, training=self.training)\n",
" \n",
" ### convolution layer2\n",
" conv2 = tf.layers.conv2d(inputs=dropout1, filters=64, kernel_size=[3,3],\n",
" padding='SAME', activation=tf.nn.relu)\n",
" pool2 = tf.layers.max_pooling2d(inputs=conv2, pool_size=[2,2],\n",
" padding='SAME',strides=2)\n",
" dropout2 = tf.layers.dropout(inputs=pool2, rate=0.3,\n",
" training=self.training)\n",
" \n",
" \n",
" ### convolution layer 3\n",
" conv3 = tf.layers.conv2d(inputs=dropout2, filters=128, kernel_size=[3,3],\n",
" padding='SAME', activation=tf.nn.relu)\n",
" pool3 = tf.layers.max_pooling2d(inputs=conv3, pool_size=[2,2],\n",
" padding='SAME', strides=2)\n",
" dropout3 = tf.layers.dropout(inputs=pool3, rate=0.3,\n",
" training=self.training)\n",
" \n",
" # flatten\n",
" flat = tf.reshape(dropout3, [-1,128*4*4])\n",
" dense = tf.layers.dense(inputs=flat, units=625, activation=tf.nn.relu)\n",
" dropout4 = tf.layers.dropout(inputs=dense, rate=0.5\n",
" , training=self.training)\n",
" \n",
" # logits\n",
" self.logits = tf.layers.dense(inputs=dropout4, units=10)\n",
" \n",
" \n",
" # define cost/loss & optimizer\n",
" self.cost = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits_v2(\n",
" logits=self.logits, labels=self.Y))\n",
" \n",
" self.optimizer = tf.train.AdamOptimizer(\n",
" learning_rate=learning_rate).minimize(self.cost)\n",
" \n",
" \n",
" correct_prediction = tf.equal(\n",
" tf.argmax(self.logits,1), tf.argmax(self.Y,1))\n",
" \n",
" self.accuracy = tf.reduce_mean(tf.cast(correct_prediction,tf.float32))\n",
" \n",
" \n",
" def predict(self, x_test, training=False):\n",
" return self.sess.run(self.logits, feed_dict={self.X:x_test,\n",
" self.training:training})\n",
" \n",
" def get_accuracy(self, x_test, y_test, training=False):\n",
" return self.sess.run(self.accuracy,\n",
" feed_dict={self.X:x_test,\n",
" self.Y:y_test, self.training:training})\n",
" \n",
" def train(self, x_data, y_data, training=True):\n",
" return self.sess.run([self.cost, self.optimizer], feed_dict ={\n",
" self.X:x_data, self.Y:y_data, self.training:training\n",
" })\n",
" \n",
"sess = tf.Session()\n",
"\n",
"models = []\n",
"num_models = 2\n",
"for m in range(num_models):\n",
" models.append(Model(sess, \"model\"+str(m)))\n",
"\n",
"sess.run(tf.global_variables_initializer())\n",
"\n",
"print(\"Learning Started\")\n",
"\n",
"# train\n",
"for epoch in range(training_epochs):\n",
" avg_cost_list = np.zeros(len(models))\n",
" total_batch = int(mnist.train.num_examples / batch_size)\n",
" for i in range(total_batch):\n",
" batch_xs, batch_ys = mnist.train.next_batch(batch_size)\n",
" \n",
" for m_idx, m in enumerate(models):\n",
" c, _ = m.train(batch_xs, batch_ys)\n",
" avg_cost_list[m_idx] += c / total_batch\n",
" print('epoch:', '%04d'%(epoch+1), 'cost = ', avg_cost_list)\n",
"print('Learning_finished!!')\n",
"\n",
"# test\n",
"test_size = len(mnist.test.labels)\n",
"predictions = np.zeros([test_size,10])\n",
"for m_idx, m in enumerate(models):\n",
" print(m_idx, 'Accuracy:',m.get_accuracy(\n",
" mnist.test.images, mnist.test.labels))\n",
" p = m.predict(mnist.test.images)\n",
" predictions += p\n",
" \n",
"\n",
"ensemble_correct_prediction = tf.equal(\n",
"tf.argmax(predictions,1), tf.argmax(mnist.test.labels,1))\n",
"ensemble_accuracy = tf.reduce_mean(\n",
"tf.cast(ensemble_correct_prediction, tf.float32))\n",
"print('Ensemble accuracy:', sess.run(ensemble_accuracy))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 3. CNN Implementation(Keras)\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING:tensorflow:From C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\ops\\math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Use tf.cast instead.\n",
"Epoch 1/5\n",
"60000/60000 [==============================] - 10s 164us/step - loss: 0.4923 - acc: 0.8567\n",
"Epoch 2/5\n",
"60000/60000 [==============================] - 7s 112us/step - loss: 0.1694 - acc: 0.9489\n",
"Epoch 3/5\n",
"60000/60000 [==============================] - 7s 112us/step - loss: 0.1223 - acc: 0.9635\n",
"Epoch 4/5\n",
"60000/60000 [==============================] - 7s 113us/step - loss: 0.0974 - acc: 0.9702\n",
"Epoch 5/5\n",
"60000/60000 [==============================] - 7s 119us/step - loss: 0.0801 - acc: 0.9758\n",
"10000/10000 [==============================] - 1s 51us/step\n",
"Loss: 0.08144369359584525\n",
"Accuracy: 0.9729\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"conv2d_2 (Conv2D) (None, 28, 28, 4) 40 \n",
"_________________________________________________________________\n",
"conv2d_3 (Conv2D) (None, 28, 28, 16) 592 \n",
"_________________________________________________________________\n",
"max_pooling2d_1 (MaxPooling2 (None, 14, 14, 16) 0 \n",
"_________________________________________________________________\n",
"flatten_1 (Flatten) (None, 3136) 0 \n",
"_________________________________________________________________\n",
"dense_1 (Dense) (None, 100) 313700 \n",
"_________________________________________________________________\n",
"dense_2 (Dense) (None, 10) 1010 \n",
"=================================================================\n",
"Total params: 315,342\n",
"Trainable params: 315,342\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"from keras.utils import np_utils\n",
"from keras.datasets import mnist\n",
"from keras.models import Sequential\n",
"from keras.layers import Dense, Flatten, Conv2D, pooling\n",
"\n",
"# Data\n",
"(train_images, train_labels), (test_images, test_labels) = mnist.load_data()\n",
"\n",
"train_images = train_images.reshape(train_images.shape[0], 28,28,1).astype('float32')/255.0\n",
"test_images = test_images.reshape(test_images.shape[0],28,28,1).astype('float32')/255.0\n",
"\n",
"train_labels = np_utils.to_categorical(train_labels)\n",
"test_labels = np_utils.to_categorical(test_labels)\n",
"\n",
"model = Sequential()\n",
"\n",
"# Convolution\n",
"model.add(Conv2D(4, (3,3), padding='same', strides=(1,1), activation='relu',\n",
" input_shape=(28,28,1)))\n",
"model.add(Conv2D(16,(3,3),padding='same',strides=(1,1),activation='relu'))\n",
"\n",
"# pooling\n",
"model.add(pooling.MaxPooling2D(pool_size=(2,2)))\n",
"\n",
"model.add(Flatten())\n",
"# hidden layer\n",
"model.add(Dense(units=100, activation='relu'))\n",
"model.add(Dense(units=10, activation='softmax'))\n",
"\n",
"model.compile(loss='categorical_crossentropy', optimizer='sgd', metrics=['accuracy'])\n",
"\n",
"model.fit(train_images, train_labels, epochs=5, batch_size=32, verbose=1)\n",
"\n",
"loss, accuracy = model.evaluate(test_images, test_labels)\n",
"print('Loss: ', loss)\n",
"print('Accuracy: ', accuracy)\n",
"model.summary()\n"
]
},
{
"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
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