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October 11, 2019 05:16
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 0. Sequence Modeling\n", | |
"- Markov 가정: 각 state가 오직 직전의 state에만 의존.\n", | |
"- 장기 의존적인 모델을 만들 수가 없다.\n", | |
"\n", | |
"예) In France, I had a good time and I learnt some of the _____ language. \n", | |
"\\* 컴퓨터는 예의 빈칸을 예측할 수 없다." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 1. RNN\n", | |
"\n", | |
"- ANN과 CNN은 일련의 시간에 따른 처리를 하지 못한다.\n", | |
"\n", | |
"\n", | |
"- 이런 시간에 따른 처리를 해주기 위해 RNN이 등장.\n", | |
"\n", | |
"\n", | |
"- 이전 state 값이 현재에 연산에 영향을 준다.\n", | |
"\n", | |
"\n", | |
"- RNN은 hidden node가 이전 state를 기억.\n", | |
"\n", | |
"\n", | |
"- $s_n$은 이전 state의 모든 정보를 포함할 수 있다." | |
] | |
}, | |
{ | |
"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": 500 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./image/rnn_01.PNG', width=500)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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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/RNN.PNG', width=500)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
" " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 2. RNN cell\n", | |
"\n", | |
"sigmoid의 경우, 초반에 에러가 생길 시, layer를 지나면 지날 수록 그 에러가 증폭.\n", | |
"=> tanh를 대신 사용함으로써 에러 보정 효과까지 넣어준다!!\n" | |
] | |
}, | |
{ | |
"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": { | |
"image/png": { | |
"width": 500 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./image/RNN_02.PNG', width=500)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 3. RNN flexibility\n", | |
"\n", | |
"- RNN은 형태에 유연하다. 형태에 따라서 적용되는 분야가 다르다. \n", | |
"\n", | |
"\n", | |
"- 음성, 문자 등 순차적으로 등장하는 데이터 처리에 적합.\n", | |
"\n", | |
"\n", | |
"- 입력을 받아 출력을 만들고, 그 출력을 다시 입력으로 받는다.\n", | |
"\n", | |
"\n", | |
"- 시퀀스 길이에 상관없이 input과 output을 받아들일 수 있다. => 필요에 따라 다양하고 유연하게 구조를 만들 수 있다.\n", | |
"\n", | |
"\n", | |
"- one to many : Image Captioning.\n", | |
"\n", | |
"\n", | |
"- many to one : Sentiment Classification\n", | |
"\n", | |
"\n", | |
"- many to many : Machine Translation\n", | |
"\n", | |
"\n", | |
"- many to many_02 : Viedo Classificaiton on frame level" | |
] | |
}, | |
{ | |
"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": 500 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./image/RNN_flex.PNG', width=500)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 4. RNN cell\n", | |
"- ibatch, sequence_length, hidden_size를 정해준다.\n", | |
" - batch : 문장의 개수\n", | |
" - sequence_length : 시퀀스의 개수\n", | |
" - hidden_size : 시퀀스의 output의 개수(적절히 지정가능)\n", | |
"\n", | |
"\n", | |
"- output은 저절로 shape(batch, sequence_length, " | |
] | |
}, | |
{ | |
"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/rnn_cell.PNG', width=600)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import tensorflow as tf\n", | |
"import numpy as np\n", | |
"from tensorflow.contrib import rnn\n", | |
"import pprint\n", | |
"pp = pprint.PrettyPrinter(indent=4)\n", | |
"sess = tf.InteractiveSession()\n", | |
"\n", | |
"# One hot encoding for each char in 'hello'\n", | |
"h = [1, 0, 0, 0]\n", | |
"e = [0, 1, 0, 0]\n", | |
"l = [0, 0, 1, 0]\n", | |
"o = [0, 0, 0, 1]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"array([[[1., 0., 0., 0.],\n", | |
" [0., 1., 0., 0.],\n", | |
" [0., 0., 1., 0.],\n", | |
" [0., 0., 1., 0.],\n", | |
" [0., 0., 0., 1.]],\n", | |
"\n", | |
" [[0., 1., 0., 0.],\n", | |
" [0., 0., 0., 1.],\n", | |
" [0., 0., 1., 0.],\n", | |
" [0., 0., 1., 0.],\n", | |
" [0., 0., 1., 0.]],\n", | |
"\n", | |
" [[0., 0., 1., 0.],\n", | |
" [0., 0., 1., 0.],\n", | |
" [0., 1., 0., 0.],\n", | |
" [0., 1., 0., 0.],\n", | |
" [0., 0., 1., 0.]]], dtype=float32)\n", | |
"WARNING:tensorflow:From <ipython-input-5-5193cf803bd9>:10: LSTMCell.__init__ (from tensorflow.python.ops.rnn_cell_impl) is deprecated and will be removed in a future version.\n", | |
"Instructions for updating:\n", | |
"This class is equivalent as tf.keras.layers.LSTMCell, and will be replaced by that in Tensorflow 2.0.\n", | |
"WARNING:tensorflow:From <ipython-input-5-5193cf803bd9>:12: dynamic_rnn (from tensorflow.python.ops.rnn) is deprecated and will be removed in a future version.\n", | |
"Instructions for updating:\n", | |
"Please use `keras.layers.RNN(cell)`, which is equivalent to this API\n", | |
"WARNING:tensorflow:From C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\ops\\tensor_array_ops.py:162: 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", | |
"array([[[-0.09229044, 0.12376831],\n", | |
" [-0.01723157, 0.21502583],\n", | |
" [ 0.04671745, 0.16856179],\n", | |
" [ 0.09562611, 0.16096438],\n", | |
" [ 0.27557608, 0.15234776]],\n", | |
"\n", | |
" [[ 0.06483807, 0.11030005],\n", | |
" [ 0.23414557, 0.10053851],\n", | |
" [ 0.21355401, 0.12501818],\n", | |
" [ 0.22875151, 0.13787377],\n", | |
" [ 0.24364151, 0.14701644]],\n", | |
"\n", | |
" [[ 0.03413604, 0.04499854],\n", | |
" [ 0.06945973, 0.07772748],\n", | |
" [ 0.1325983 , 0.18149339],\n", | |
" [ 0.18651932, 0.24553671],\n", | |
" [ 0.20761086, 0.19207506]]], dtype=float32)\n" | |
] | |
} | |
], | |
"source": [ | |
"with tf.variable_scope('3_batches') as scope:\n", | |
" # One cell RNN input_dim (4) -> output_dim (2). sequence: 5, batch 3\n", | |
" # 3 batches 'hello', 'eolll', 'lleel'\n", | |
" x_data = np.array([[h, e, l, l, o],\n", | |
" [e, o, l, l, l],\n", | |
" [l, l, e, e, l]], dtype=np.float32)\n", | |
" pp.pprint(x_data)\n", | |
" \n", | |
" hidden_size = 2\n", | |
" cell = tf.nn.rnn_cell.LSTMCell(num_units=hidden_size, state_is_tuple=True)\n", | |
" outputs, _states = tf.nn.dynamic_rnn(\n", | |
" cell, x_data, dtype=tf.float32)\n", | |
" sess.run(tf.global_variables_initializer())\n", | |
" pp.pprint(outputs.eval())" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
" " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 4.1 RNN Implementation with tensorflow" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": { | |
"image/png": { | |
"width": 500 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./image/rnn_exam.PNG', width=500)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"\n", | |
"WARNING: The TensorFlow contrib module will not be included in TensorFlow 2.0.\n", | |
"For more information, please see:\n", | |
" * https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md\n", | |
" * https://github.com/tensorflow/addons\n", | |
"If you depend on functionality not listed there, please file an issue.\n", | |
"\n", | |
"WARNING:tensorflow:From <ipython-input-1-df151f53ae9f>:26: BasicLSTMCell.__init__ (from tensorflow.python.ops.rnn_cell_impl) is deprecated and will be removed in a future version.\n", | |
"Instructions for updating:\n", | |
"This class is equivalent as tf.keras.layers.LSTMCell, and will be replaced by that in Tensorflow 2.0.\n", | |
"WARNING:tensorflow:From <ipython-input-1-df151f53ae9f>:30: dynamic_rnn (from tensorflow.python.ops.rnn) is deprecated and will be removed in a future version.\n", | |
"Instructions for updating:\n", | |
"Please use `keras.layers.RNN(cell)`, which is equivalent to this API\n", | |
"WARNING:tensorflow:From C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\ops\\tensor_array_ops.py:162: 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", | |
"0 cost: 1.6130934 pred: [[3 3 3 3 3 3]]\n", | |
"prediction string: llllll\n", | |
"10 cost: 0.27073646 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"20 cost: 0.026551021 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"30 cost: 0.0021903976 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"40 cost: 0.00061561714 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"50 cost: 0.00036617005 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"60 cost: 0.00027769082 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"70 cost: 0.0002362261 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"80 cost: 0.00021503653 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"90 cost: 0.00020049897 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"100 cost: 0.0001887015 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"110 cost: 0.00017883029 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"120 cost: 0.00017009096 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"130 cost: 0.00016218564 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"140 cost: 0.00015493564 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"150 cost: 0.0001482814 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"160 cost: 0.00014212362 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"170 cost: 0.00013632333 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"180 cost: 0.00013097984 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n", | |
"190 cost: 0.00012589453 pred: [[1 0 2 3 3 4]]\n", | |
"prediction string: ihello\n" | |
] | |
} | |
], | |
"source": [ | |
"import tensorflow as tf\n", | |
"import numpy as np\n", | |
"\n", | |
"idx2char = ['h','i','e','l','o']\n", | |
"\n", | |
"x_data = [[0,1,0,2,3,3]] # hihell\n", | |
"y_data = [[1,0,2,3,3,4]] # ihello\n", | |
"x_onehot = [[[1,0,0,0,0],\n", | |
" [0,1,0,0,0],\n", | |
" [1,0,0,0,0],\n", | |
" [0,0,1,0,0],\n", | |
" [0,0,0,1,0],\n", | |
" [0,0,0,1,0]]]\n", | |
"num_classes = 5\n", | |
"input_dim = 5\n", | |
"hidden_size = 10 # hidden vector(적절히 지정) : cell의 output 크기\n", | |
"batch_size = 1 # 문장의 갯수 : 여기서는 1 문장\n", | |
"seq_length = 6\n", | |
"\n", | |
"X = tf.placeholder(tf.float32, [None, seq_length, input_dim])\n", | |
"Y = tf.placeholder(tf.int32, [None, seq_length])\n", | |
"\n", | |
"#model, cost, train\n", | |
"# 출력의 크기 hidden size를 정해준다.\n", | |
"# 1. 셀을 만들어준다. num_units(출력의 크기)\n", | |
"cell = tf.contrib.rnn.BasicLSTMCell(num_units=hidden_size, state_is_tuple=True)\n", | |
"initial_state = cell.zero_state(batch_size, tf.float32) # 초기 state는 0\n", | |
"\n", | |
"# 2. cell을 만든 것을 실제로 구동시켜 입력을 주고 model(출력값) 을 얻는다.\n", | |
"model, _states = tf.nn.dynamic_rnn(cell, X, initial_state=initial_state, dtype=tf.float32)\n", | |
"\n", | |
"# fully connected : model을 1차 배열로 변환시켜주어야한다.\n", | |
"X_for_fc = tf.reshape(model, [-1,hidden_size])\n", | |
"\n", | |
"# cell의 output을 input과 같은 크기로 바꾸어 줌.\n", | |
"model = tf.contrib.layers.fully_connected(inputs=X_for_fc,\n", | |
" num_outputs=num_classes,\n", | |
" activation_fn=None)\n", | |
"\n", | |
"# batch_size는 단어가 몇개 이냐에 따른다.\n", | |
"model = tf.reshape(model, [batch_size, seq_length, num_classes])\n", | |
"\n", | |
"# 초기 weight는 다 1로 초기화. 단, 여기서 weight는 기존 NN의 가중치를 나타내는 것이 아닌\n", | |
"# 노드에 대한 중요도를 나타내는 가중치이다.\n", | |
"weights = tf.ones([batch_size, seq_length]) \n", | |
"\n", | |
"## cost function\n", | |
"cost = tf.reduce_mean(tf.contrib.seq2seq.sequence_loss(logits=model,\n", | |
" targets=Y,\n", | |
" weights=weights))\n", | |
"train = tf.train.AdamOptimizer(0.1).minimize(cost)\n", | |
"pred = tf.argmax(model, axis=2)\n", | |
"\n", | |
"with tf.Session() as sess:\n", | |
" sess.run(tf.global_variables_initializer())\n", | |
" for i in range(200):\n", | |
" c, _ = sess.run([cost, train], feed_dict={X:x_onehot,Y:y_data})\n", | |
" result = sess.run(pred, feed_dict = {X:x_onehot})\n", | |
" result_str = [idx2char[c] for c in np.squeeze(result)]\n", | |
" if i % 10 ==0:\n", | |
" print(i, \"cost: \", c, \"pred:\", result)\n", | |
" print(\"prediction string: \", ''.join(result_str))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
" " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 4.2 RNN with long sentences\n", | |
"\n", | |
"## stacked RNN과 Softmax 층\n", | |
"- CNN과 마찬가지로 wide하고 deep하게 층을 만들어주는 것이 더 좋은 결과를 얻을 수 있다.\n", | |
"\n", | |
"\n", | |
"- RNN Cell을 밑과 같이 여러층을 만들어 쌓을 수 있고, \n", | |
"\n", | |
"\n", | |
"- softmax를 이용하여 RNN cell 다음에 fully connected layer에서 hidden layer를 이용하여 softmax층을 이용해 deep 하게 쌓을 수도 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": 700 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./image/rnn_wide.PNG', width=700)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": { | |
"image/png": { | |
"width": 300 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./image/rnn_stacked.PNG', width=300)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": { | |
"image/png": { | |
"width": 500 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./image/rnn_softmax.PNG', width=500)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Tensor(\"one_hot:0\", shape=(?, 10, 25), dtype=float32)\n", | |
"WARNING:tensorflow:From <ipython-input-1-61055e08daf6>:51: BasicLSTMCell.__init__ (from tensorflow.python.ops.rnn_cell_impl) is deprecated and will be removed in a future version.\n", | |
"Instructions for updating:\n", | |
"This class is equivalent as tf.keras.layers.LSTMCell, and will be replaced by that in Tensorflow 2.0.\n", | |
"WARNING:tensorflow:From <ipython-input-1-61055e08daf6>:57: dynamic_rnn (from tensorflow.python.ops.rnn) is deprecated and will be removed in a future version.\n", | |
"Instructions for updating:\n", | |
"Please use `keras.layers.RNN(cell)`, which is equivalent to this API\n", | |
"WARNING:tensorflow:From C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\ops\\tensor_array_ops.py:162: 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", | |
"0 0 o nprrreoo 3.220966\n", | |
"0 50 tohgpaggpp 3.220966\n", | |
"0 100 egnn''npog 3.220966\n", | |
"0 150 pp'nppkkpp 3.220966\n", | |
"50 0 p you want 0.25509247\n", | |
"50 50 h ether to 0.25509247\n", | |
"50 100 , and work 0.25509247\n", | |
"50 150 tndless im 0.25509247\n", | |
"100 0 p you want 0.23295718\n", | |
"100 50 ether to 0.23295718\n", | |
"100 100 , and work 0.23295718\n", | |
"100 150 tndless im 0.23295718\n", | |
"150 0 g you want 0.2305699\n", | |
"150 50 h ether to 0.2305699\n", | |
"150 100 , and work 0.2305699\n", | |
"150 150 tndless im 0.2305699\n", | |
"200 0 f you want 0.22989985\n", | |
"200 50 ether to 0.22989985\n", | |
"200 100 , and work 0.22989985\n", | |
"200 150 tndless im 0.22989985\n", | |
"250 0 g you want 0.2294996\n", | |
"250 50 h ether to 0.2294996\n", | |
"250 100 s and work 0.2294996\n", | |
"250 150 tndless im 0.2294996\n", | |
"300 0 t you want 0.22936638\n", | |
"300 50 h ether to 0.22936638\n", | |
"300 100 s and work 0.22936638\n", | |
"300 150 tndless im 0.22936638\n", | |
"350 0 f you want 0.2293848\n", | |
"350 50 h ether to 0.2293848\n", | |
"350 100 , and work 0.2293848\n", | |
"350 150 tndless im 0.2293848\n", | |
"400 0 f you want 0.22916809\n", | |
"400 50 ether to 0.22916809\n", | |
"400 100 s and work 0.22916809\n", | |
"400 150 tndless im 0.22916809\n", | |
"450 0 m you want 0.22921404\n", | |
"450 50 h ether to 0.22921404\n", | |
"450 100 , and work 0.22921404\n", | |
"450 150 tndless im 0.22921404\n", | |
"f you want to build a ship, don't drum up people together to collect wood and don't assign them tasks and work, but rather teach them to long for the endless immensity of the sea." | |
] | |
} | |
], | |
"source": [ | |
"import tensorflow as tf\n", | |
"import numpy as np\n", | |
"from tensorflow.contrib import rnn\n", | |
"\n", | |
"tf.set_random_seed(777) \n", | |
"\n", | |
"sentence = (\"if you want to build a ship, don't drum up people together to \"\n", | |
" \"collect wood and don't assign them tasks and work, but rather \"\n", | |
" \"teach them to long for the endless immensity of the sea.\")\n", | |
"\n", | |
"# 중복되지 않게, unique한 알파벳들을 뽑아서 list로 만듬.\n", | |
"char_set = list(set(sentence)) \n", | |
"\n", | |
"# enumerate를 이용해 딕셔너리를 만듦.\n", | |
"# ex) i:0\n", | |
"char_dic = {w:i for i, w in enumerate(char_set)}\n", | |
"\n", | |
"hidden_size = len(char_set) # 출력의 크기\n", | |
"num_classes = len(char_set) # 입력의 차원, 클래스의 개수\n", | |
"sequence_length = 10 # 시퀀스의 개수. 원하는 숫자를 줄 수 있다.\n", | |
"learning_rate = 0.1\n", | |
"\n", | |
"dataX=[]\n", | |
"dataY=[]\n", | |
"\n", | |
"# sentence를 여러 문장으로(sequence_lenght 간격으로) 나누는 파트.\n", | |
"for i in range(0, len(sentence) - sequence_length):\n", | |
" x_str = sentence[i:i+sequence_length]\n", | |
" y_str = sentence[i+1:i+sequence_length+1]\n", | |
" #print(i, x_str, '->',y_str)\n", | |
" \n", | |
" # 잘라낸 sentence의 char들을 index로 바꾸어주는 파트\n", | |
" x = [char_dic[c] for c in x_str]\n", | |
" y = [char_dic[c] for c in y_str]\n", | |
" \n", | |
" dataX.append(x)\n", | |
" dataY.append(y)\n", | |
" \n", | |
"batch_size = len(dataX)\n", | |
"\n", | |
"X = tf.placeholder(tf.int32, [None, sequence_length])\n", | |
"Y = tf.placeholder(tf.int32, [None, sequence_length])\n", | |
"\n", | |
"# one-hot encoding\n", | |
"X_one_hot = tf.one_hot(X, num_classes)\n", | |
"print(X_one_hot)\n", | |
"\n", | |
"# LSTM 셀을 만드는 메서드\n", | |
"def lstm_cell():\n", | |
" cell = rnn.BasicLSTMCell(hidden_size, state_is_tuple=True)\n", | |
" return cell\n", | |
"\n", | |
"\n", | |
"## 다층 RNN \n", | |
"# cell에 * (쌓을 층 수) 만으로 다층 RNN을 만들 수 있다.\n", | |
"multi_cells = rnn.MultiRNNCell([lstm_cell() for _ in range(2)], state_is_tuple=True)\n", | |
"# 다른 방식: ([cell]*2)\n", | |
"\n", | |
"outputs, _ = tf.nn.dynamic_rnn(multi_cells, X_one_hot, dtype=tf.float32)\n", | |
"\n", | |
"# FC layer : 여기서는 따로 hidden layer를 쌓지는 않았다.\n", | |
"X_for_fc = tf.reshape(outputs, [-1, hidden_size])\n", | |
"outputs = tf.contrib.layers.fully_connected(X_for_fc, num_classes, activation_fn=None)\n", | |
"\n", | |
"# reshape out for sequence_loss\n", | |
"\n", | |
"outputs = tf.reshape(outputs, [batch_size, sequence_length, num_classes])\n", | |
"\n", | |
"\n", | |
"# 모든 weight의 초기 값 1\n", | |
"weights = tf.ones([batch_size, sequence_length])\n", | |
"\n", | |
"sequence_loss = tf.contrib.seq2seq.sequence_loss(\n", | |
"logits=outputs, targets=Y, weights=weights)\n", | |
"mean_loss = tf.reduce_mean(sequence_loss)\n", | |
"train_op = tf.train.AdamOptimizer(learning_rate=learning_rate).minimize(mean_loss)\n", | |
"\n", | |
"with tf.Session() as sess:\n", | |
" sess.run(tf.global_variables_initializer())\n", | |
" \n", | |
" # train\n", | |
" for i in range(500):\n", | |
" _, l, results= sess.run(\n", | |
" [train_op, mean_loss, outputs],feed_dict={X:dataX, Y:dataY})\n", | |
" for j, result in enumerate(results):\n", | |
" index = np.argmax(result,axis=1)\n", | |
" if i%50==0 and j%50 == 0:\n", | |
" print(i,j,''.join([char_set[t] for t in index]),l)\n", | |
" \n", | |
" \n", | |
" # test\n", | |
" results = sess.run(outputs, feed_dict={X:dataX})\n", | |
" \n", | |
" # results : shape=(batch_size, sequence_length, num_classes)\n", | |
" # 한 문장씩 가져와서 각 sequence의 출력값마다 argmax를 해주어\n", | |
" # 최종 출력 문장을 print한다.\n", | |
" for j, result in enumerate(results):\n", | |
" index = np.argmax(result, axis=1)\n", | |
" # 첫 result만 확인하고, 그 뒤에거는 그냥 붙여줌.\n", | |
" if j is 0: \n", | |
" print(''.join([char_set[t] for t in index]), end='')\n", | |
" else:\n", | |
" print(char_set[index[-1]], end='') \n", | |
" " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Dynamic RNN\n", | |
"- 입력을 가변적으로 주고 싶다.\n", | |
"\n", | |
"\n", | |
"- 예를 들어 다음과 같이 여러 개의 문장을 넣어주는데 문장들의 길이가 각각 다를 수 있다.\n", | |
"\n", | |
"\n", | |
"- sequence_length에 각 문장의 길이를 적어주면, 그 길이에 맞게 빈 부분은 0으로 채워 loss 함수를 계산할 때 혼동이 없도록 만들어준다.\n", | |
"\n", | |
"\n", | |
"\n", | |
"- tf.nn.dynamic_rnn(cell, X, sequence_length=[5,3,4], dtype=tf.float32) 형태로 dynamic_rnn함수 내에 sequence_length만 적어주면 동작되어진다." | |
] | |
}, | |
{ | |
"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": { | |
"image/png": { | |
"width": 500 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./image/dynamic_rnn.PNG', width=500)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 5. RNN Stock Prediction" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import tensorflow as tf\n", | |
"import numpy as np\n", | |
"import matplotlib\n", | |
"import os\n", | |
"\n", | |
"tf.set_random_seed(777) # reproducibility\n", | |
"\n", | |
"# if 'DISPLAY' not in os.environ:\n", | |
" # remove Travis CI Error\n", | |
" # matplotlib.use('Agg')\n", | |
" \n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def MinMaxScaler(data): # min max normalization\n", | |
" numerator = data - np.min(data,0)\n", | |
" denominator = np.max(data,0) - np.min(data,0)\n", | |
" \n", | |
" return numerator / (denominator + 1e-7)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"\n", | |
"WARNING: The TensorFlow contrib module will not be included in TensorFlow 2.0.\n", | |
"For more information, please see:\n", | |
" * https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md\n", | |
" * https://github.com/tensorflow/addons\n", | |
"If you depend on functionality not listed there, please file an issue.\n", | |
"\n", | |
"WARNING:tensorflow:From <ipython-input-3-8dbeba4e5dfb>:43: BasicLSTMCell.__init__ (from tensorflow.python.ops.rnn_cell_impl) is deprecated and will be removed in a future version.\n", | |
"Instructions for updating:\n", | |
"This class is equivalent as tf.keras.layers.LSTMCell, and will be replaced by that in Tensorflow 2.0.\n", | |
"WARNING:tensorflow:From <ipython-input-3-8dbeba4e5dfb>:44: dynamic_rnn (from tensorflow.python.ops.rnn) is deprecated and will be removed in a future version.\n", | |
"Instructions for updating:\n", | |
"Please use `keras.layers.RNN(cell)`, which is equivalent to this API\n", | |
"WARNING:tensorflow:From C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\ops\\tensor_array_ops.py:162: 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", | |
"[step:0] loss:75.11278533935547\n", | |
"[step:50] loss:1.0360552072525024\n", | |
"[step:100] loss:0.7614250779151917\n", | |
"[step:150] loss:0.6046316027641296\n", | |
"[step:200] loss:0.49067196249961853\n", | |
"[step:250] loss:0.40121930837631226\n", | |
"[step:300] loss:0.33407342433929443\n", | |
"[step:350] loss:0.2932246923446655\n", | |
"[step:400] loss:0.26835235953330994\n", | |
"[step:450] loss:0.24983805418014526\n", | |
"RMSE: 0.07324934750795364\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": [ | |
"# train parameters\n", | |
"seq_length = 7\n", | |
"data_dim = 5\n", | |
"hidden_dim = 10\n", | |
"output_dim = 1\n", | |
"learning_rate = 0.01\n", | |
"epochs = 500\n", | |
"\n", | |
"# Open, High, Low, Volume, Close\n", | |
"xy = np.loadtxt('stock_data.csv', delimiter=',')\n", | |
"xy = xy[::-1] # reverse order\n", | |
"\n", | |
"# train/test split\n", | |
"train_size = int(len(xy) * 0.7)\n", | |
"train_set = xy[0:train_size]\n", | |
"test_set = xy[train_size-seq_length:]\n", | |
"\n", | |
"# Scale each\n", | |
"train_set = MinMaxScaler(train_set)\n", | |
"test_set = MinMaxScaler(test_set)\n", | |
"\n", | |
"# build datasets\n", | |
"def build_dataset(time_series, seq_length):\n", | |
" dataX=[]\n", | |
" dataY=[]\n", | |
" for i in range(0, len(time_series) - seq_length):\n", | |
" _x = time_series[i:i+seq_length, :] # seq_length개씩 가져옴\n", | |
" _y = time_series[i+ seq_length,[-1]] # 마지막 데이터의 close price\n", | |
" #print(_x ,\"-> \",_y)\n", | |
" dataX.append(_x)\n", | |
" dataY.append(_y)\n", | |
" return np.array(dataX), np.array(dataY) # numpy 배열로 리턴\n", | |
"\n", | |
"trainX, trainY = build_dataset(train_set, seq_length)\n", | |
"testX, testY = build_dataset(test_set, seq_length)\n", | |
"\n", | |
"# input placeholders\n", | |
"X = tf.placeholder(tf.float32, [None, seq_length, data_dim])\n", | |
"Y = tf.placeholder(tf.float32, [None, 1])\n", | |
"\n", | |
"# build a LSTM network\n", | |
"cell = tf.contrib.rnn.BasicLSTMCell(num_units=hidden_dim,\n", | |
" state_is_tuple=True, activation=tf.tanh)\n", | |
"\n", | |
"outputs, _states = tf.nn.dynamic_rnn(cell, X, dtype=tf.float32)\n", | |
"\n", | |
"# 마지막 셀의 출력만 사용\n", | |
"Y_pred = tf.contrib.layers.fully_connected(outputs[:,-1],output_dim,\n", | |
" activation_fn=None)\n", | |
"\n", | |
"\n", | |
"# cost\n", | |
"loss = tf.reduce_sum(tf.square(Y_pred - Y))\n", | |
"\n", | |
"# optimizer\n", | |
"train = tf.train.AdamOptimizer(learning_rate).minimize(loss)\n", | |
"\n", | |
"# RMSE\n", | |
"targets = tf.placeholder(tf.float32, [None, 1])\n", | |
"predictions = tf.placeholder(tf.float32, [None, 1])\n", | |
"rmse = tf.sqrt(tf.reduce_mean(tf.square(targets - predictions)))\n", | |
"\n", | |
"with tf.Session() as sess:\n", | |
" sess.run(tf.global_variables_initializer())\n", | |
" for i in range(epochs):\n", | |
" _, loss_ = sess.run([train,loss], feed_dict={X:trainX, Y:trainY})\n", | |
" if(i%50==0):\n", | |
" print(\"[step:{}] loss:{}\".format(i,loss_))\n", | |
" \n", | |
" # test\n", | |
" test_predict = sess.run(Y_pred, feed_dict={X:testX})\n", | |
" rmse_val = sess.run(rmse, feed_dict={targets:testY, predictions:test_predict})\n", | |
" print(\"RMSE: {}\".format(rmse_val))\n", | |
"\n", | |
"\n", | |
" plt.plot(testY)\n", | |
" plt.plot(test_predict)\n", | |
" plt.xlabel(\"time period\")\n", | |
" plt.ylabel(\"stock price\")\n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 6. RNN with Keras" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:16: UserWarning: The `input_dim` and `input_length` arguments in recurrent layers are deprecated. Use `input_shape` instead.\n", | |
" app.launch_new_instance()\n", | |
"C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:16: UserWarning: Update your `LSTM` call to the Keras 2 API: `LSTM(1, return_sequences=False, input_shape=(5, 1))`\n", | |
" app.launch_new_instance()\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" | |
}, | |
{ | |
"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": [ | |
"from keras.models import Sequential\n", | |
"from keras.layers import LSTM\n", | |
"from sklearn.model_selection import train_test_split\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"data= [[[(i+j)/100] for i in range(5)] for j in range(100)]\n", | |
"target= [(i+5)/100 for i in range(100)]\n", | |
"data = np.array(data, dtype=float)\n", | |
"target = np.array(target, dtype=float)\n", | |
"\n", | |
"# train과 test set으로 나누는 과정\n", | |
"x_train, x_test, y_train, y_test = train_test_split(data, target, test_size=0.2)\n", | |
"\n", | |
"model = Sequential()\n", | |
"model.add(LSTM(1, input_dim=1, input_length=5, return_sequences=False))\n", | |
"model.compile(loss='mse', optimizer='adam')\n", | |
"model.summary\n", | |
"history = model.fit(x_train,y_train, epochs=1000, verbose=0)\n", | |
"results = model.predict(x_test)\n", | |
"plt.scatter(range(20), results, c='r')\n", | |
"plt.scatter(range(20), y_test, c='g')\n", | |
"plt.show()\n", | |
"plt.plot(history.history['loss'])\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"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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