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@best-model
Created August 14, 2020 17:45
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import random\n",
"from tensorflow.keras.layers import Dense,TimeDistributed\n",
"from tensorflow.keras import Input, Model\n",
"from tcn import TCN#, tcn_full_summary"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"functional_1\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"input_1 (InputLayer) [(None, None, 1)] 0 \n",
"_________________________________________________________________\n",
"tcn (TCN) (None, None, 64) 91136 \n",
"_________________________________________________________________\n",
"dense (Dense) (None, None, 1) 65 \n",
"=================================================================\n",
"Total params: 91,201\n",
"Trainable params: 91,201\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"batch_size, timesteps, input_dim = None, None, 1\n",
"x = Input(batch_shape=(batch_size, timesteps, input_dim))\n",
"y = TCN(return_sequences=True)(x)\n",
"y = Dense(1)(y)\n",
"m = Model(x, y)\n",
"m.summary()\n",
"#tcn_full_summary(m, expand_residual_blocks=True)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"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": [
"nt,ns=110,1000\n",
"np.random.seed(seed=0)\n",
"t=np.arange(ns)/ns*10*np.pi\n",
"X=np.zeros((nt,ns))\n",
"for i in range(nt):\n",
" X[i]=np.sin(t+np.random.rand()*np.pi*2)+np.random.normal(0,0.1,ns)\n",
"plt.plot(X[0])\n",
"plt.xlabel('Time')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"ws=nt-10\n",
"shift=20\n",
"idx=random.sample(range(len(X)),len(X))\n",
"X0=X[:,:].reshape(len(X),-1,1)\n",
"X_train, Y_train = X0[idx[:ws],:-shift], X0[idx[:ws],shift:]\n",
"X_test, Y_test = X0[idx[ws:],:-shift], X0[idx[ws:],shift:]\n",
"m.compile(optimizer='adam', loss='mse')\n",
"history = m.fit(X_train, Y_train, batch_size=10,epochs=500,verbose=0,validation_data=(X_test,Y_test))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"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": [
"plt.plot(history.history['loss'])\n",
"plt.plot(history.history['val_loss'])\n",
"plt.ylabel('Loss')\n",
"plt.xlabel('Epoch')\n",
"plt.yscale('log')\n",
"plt.legend(['Train', 'Test'], loc='upper left')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"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": [
"plt.plot(Y_train[0].reshape(-1))\n",
"plt.plot(m.predict(X_train[0].reshape(1,-1,1)).reshape(-1))\n",
"plt.xlabel('Time')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "tf2",
"language": "python",
"name": "tf2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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