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Last active April 3, 2023 16:03
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TS Forecasting M-RNN w/ Keras Tuner
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/firmai/a1b7ad3be296eb7c8ffa7b3a1c4017ba/ts-forecasting-m-rnn-w-keras-tuner.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "hHAoq1pkPWNC"
},
"source": [
"# Timeseries forecasting for weather prediction\n",
"\n",
"**Authors:** Adapted from Keras."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "aXA3jsIpPWNJ"
},
"source": [
"## Setup\n",
"This example requires TensorFlow 2.3 or higher."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "6YJXyZZrPWNJ"
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import tensorflow as tf\n",
"from tensorflow import keras"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gKLoWlEYPWNL"
},
"source": [
"## Climate Data Time-Series\n",
"\n",
"We will be using Jena Climate dataset recorded by the\n",
"[Max Planck Institute for Biogeochemistry](https://www.bgc-jena.mpg.de/wetter/).\n",
"The dataset consists of 14 features such as temperature, pressure, humidity etc, recorded once per\n",
"10 minutes.\n",
"\n",
"**Location**: Weather Station, Max Planck Institute for Biogeochemistry\n",
"in Jena, Germany\n",
"\n",
"**Time-frame Considered**: Jan 10, 2009 - December 31, 2016\n",
"\n",
"\n",
"The table below shows the column names, their value formats, and their description.\n",
"\n",
"Index| Features |Format |Description\n",
"-----|---------------|-------------------|-----------------------\n",
"1 |Date Time |01.01.2009 00:10:00|Date-time reference\n",
"2 |p (mbar) |996.52 |The pascal SI derived unit of pressure used to quantify internal pressure. Meteorological reports typically state atmospheric pressure in millibars.\n",
"3 |T (degC) |-8.02 |Temperature in Celsius\n",
"4 |Tpot (K) |265.4 |Temperature in Kelvin\n",
"5 |Tdew (degC) |-8.9 |Temperature in Celsius relative to humidity. Dew Point is a measure of the absolute amount of water in the air, the DP is the temperature at which the air cannot hold all the moisture in it and water condenses.\n",
"6 |rh (%) |93.3 |Relative Humidity is a measure of how saturated the air is with water vapor, the %RH determines the amount of water contained within collection objects.\n",
"7 |VPmax (mbar) |3.33 |Saturation vapor pressure\n",
"8 |VPact (mbar) |3.11 |Vapor pressure\n",
"9 |VPdef (mbar) |0.22 |Vapor pressure deficit\n",
"10 |sh (g/kg) |1.94 |Specific humidity\n",
"11 |H2OC (mmol/mol)|3.12 |Water vapor concentration\n",
"12 |rho (g/m ** 3) |1307.75 |Airtight\n",
"13 |wv (m/s) |1.03 |Wind speed\n",
"14 |max. wv (m/s) |1.75 |Maximum wind speed\n",
"15 |wd (deg) |152.3 |Wind direction in degrees"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "fvUWon5ePWNM",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "96ad361c-419c-40b0-8278-d7beee37f127"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/jena_climate_2009_2016.csv.zip\n",
"13568290/13568290 [==============================] - 1s 0us/step\n"
]
}
],
"source": [
"from zipfile import ZipFile\n",
"import os\n",
"\n",
"uri = \"https://storage.googleapis.com/tensorflow/tf-keras-datasets/jena_climate_2009_2016.csv.zip\"\n",
"zip_path = keras.utils.get_file(origin=uri, fname=\"jena_climate_2009_2016.csv.zip\")\n",
"zip_file = ZipFile(zip_path)\n",
"zip_file.extractall()\n",
"csv_path = \"jena_climate_2009_2016.csv\"\n",
"\n",
"df = pd.read_csv(csv_path)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "IuSPde2ePWNM"
},
"source": [
"## Raw Data Visualization\n",
"\n",
"To give us a sense of the data we are working with, each feature has been plotted below.\n",
"This shows the distinct pattern of each feature over the time period from 2009 to 2016.\n",
"It also shows where anomalies are present, which will be addressed during normalization."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"id": "JbqQnID4PWNN",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "6e1757a9-63f4-44ae-8ed9-7b8ce3fd1d86"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x1600 with 14 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"titles = [\n",
" \"Pressure\",\n",
" \"Temperature\",\n",
" \"Temperature in Kelvin\",\n",
" \"Temperature (dew point)\",\n",
" \"Relative Humidity\",\n",
" \"Saturation vapor pressure\",\n",
" \"Vapor pressure\",\n",
" \"Vapor pressure deficit\",\n",
" \"Specific humidity\",\n",
" \"Water vapor concentration\",\n",
" \"Airtight\",\n",
" \"Wind speed\",\n",
" \"Maximum wind speed\",\n",
" \"Wind direction in degrees\",\n",
"]\n",
"\n",
"feature_keys = [\n",
" \"p (mbar)\",\n",
" \"T (degC)\",\n",
" \"Tpot (K)\",\n",
" \"Tdew (degC)\",\n",
" \"rh (%)\",\n",
" \"VPmax (mbar)\",\n",
" \"VPact (mbar)\",\n",
" \"VPdef (mbar)\",\n",
" \"sh (g/kg)\",\n",
" \"H2OC (mmol/mol)\",\n",
" \"rho (g/m**3)\",\n",
" \"wv (m/s)\",\n",
" \"max. wv (m/s)\",\n",
" \"wd (deg)\",\n",
"]\n",
"\n",
"colors = [\n",
" \"blue\",\n",
" \"orange\",\n",
" \"green\",\n",
" \"red\",\n",
" \"purple\",\n",
" \"brown\",\n",
" \"pink\",\n",
" \"gray\",\n",
" \"olive\",\n",
" \"cyan\",\n",
"]\n",
"\n",
"date_time_key = \"Date Time\"\n",
"\n",
"\n",
"def show_raw_visualization(data):\n",
" time_data = data[date_time_key]\n",
" fig, axes = plt.subplots(\n",
" nrows=7, ncols=2, figsize=(15, 20), dpi=80, facecolor=\"w\", edgecolor=\"k\"\n",
" )\n",
" for i in range(len(feature_keys)):\n",
" key = feature_keys[i]\n",
" c = colors[i % (len(colors))]\n",
" t_data = data[key]\n",
" t_data.index = time_data\n",
" t_data.head()\n",
" ax = t_data.plot(\n",
" ax=axes[i // 2, i % 2],\n",
" color=c,\n",
" title=\"{} - {}\".format(titles[i], key),\n",
" rot=25,\n",
" )\n",
" ax.legend([titles[i]])\n",
" plt.tight_layout()\n",
"\n",
"\n",
"show_raw_visualization(df)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "cvT-MYvOPWNO"
},
"source": [
"This heat map shows the correlation between different features."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "_uu9yL9aPWNO",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 564
},
"outputId": "0805c975-340b-49d2-ec7e-20c80aa30c7e"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 480x480 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"\n",
"def show_heatmap(data):\n",
" plt.matshow(data.corr())\n",
" plt.xticks(range(data.shape[1]), data.columns, fontsize=14, rotation=90)\n",
" plt.gca().xaxis.tick_bottom()\n",
" plt.yticks(range(data.shape[1]), data.columns, fontsize=14)\n",
"\n",
" cb = plt.colorbar()\n",
" cb.ax.tick_params(labelsize=14)\n",
" plt.title(\"Feature Correlation Heatmap\", fontsize=14)\n",
" plt.show()\n",
"\n",
"\n",
"show_heatmap(df)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "fhOQO993PWNP"
},
"source": [
"## Data Preprocessing\n",
"\n",
"Here we are picking ~300,000 data points for training. Observation is recorded every\n",
"10 mins, that means 6 times per hour. We will resample one point per hour since no\n",
"drastic change is expected within 60 minutes. We do this via the `sampling_rate`\n",
"argument in `timeseries_dataset_from_array` utility.\n",
"\n",
"We are tracking data from past 720 timestamps (720/6=120 hours). This data will be\n",
"used to predict the temperature after 72 timestamps (72/6=12 hours). So input data 120 hours for outputs of 12 hours.\n",
"\n",
"Since every feature has values with\n",
"varying ranges, we perform standardization to train the neural network.\n",
"We do this by subtracting the mean and dividing by the standard deviation of each feature.\n",
"\n",
"71.5 % of the data will be used to train the model, `split_fraction` can\n",
"be changed to alter this percentage.\n",
"\n",
"The model is shown data for first 5 days i.e. 720 observations, that are sampled every\n",
"hour. The temperature after 72 (12 hours * 6 observation per hour) observation will be\n",
"used as a label."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"id": "KsGt1gjNPWNP"
},
"outputs": [],
"source": [
"split_fraction = 0.715\n",
"train_split = int(split_fraction * int(df.shape[0]))\n",
"step = 6\n",
"\n",
"past = 720\n",
"future = 72\n",
"learning_rate = 0.001\n",
"batch_size = 256\n",
"epochs = 2\n",
"\n",
"\n",
"def normalize(data, train_split):\n",
" data_mean = data[:train_split].mean(axis=0)\n",
" data_std = data[:train_split].std(axis=0)\n",
" return (data - data_mean) / data_std\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qmJi4n-_PWNQ"
},
"source": [
"We can see from the correlation heatmap, few parameters like Relative Humidity and\n",
"Specific Humidity are redundant. Hence we will be using select features, not all."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"id": "QNDSELUVPWNQ",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "240839c0-c1e3-43ad-cf5c-bd64942e11b6"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"The selected parameters are: Pressure, Temperature, Saturation vapor pressure, Vapor pressure deficit, Specific humidity, Airtight, Wind speed\n"
]
}
],
"source": [
"print(\n",
" \"The selected parameters are:\",\n",
" \", \".join([titles[i] for i in [0, 1, 5, 7, 8, 10, 11]]),\n",
")\n",
"selected_features = [feature_keys[i] for i in [0, 1, 5, 7, 8, 10, 11]]\n",
"features = df[selected_features]\n",
"features.index = df[date_time_key]\n",
"features.head()\n",
"\n",
"features = normalize(features.values, train_split)\n",
"features = pd.DataFrame(features)\n",
"features.head()\n",
"\n",
"train_data = features.loc[0 : train_split - 1]\n",
"val_data = features.loc[train_split:]"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "xwG1u7OhPWNQ"
},
"source": [
"# Training dataset\n",
"\n",
"The training dataset labels starts from the 792nd observation (720 + 72)."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"id": "breI4L-1PWNR"
},
"outputs": [],
"source": [
"start = past + future\n",
"end = start + train_split\n",
"\n",
"x_train = train_data[[i for i in range(7)]].values\n",
"y_train = features.iloc[start:end][[1]]\n",
"\n",
"sequence_length = int(past / step)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "76yzV7okPWNR"
},
"source": [
"The `timeseries_dataset_from_array` function takes in a sequence of data-points gathered at\n",
"equal intervals, along with time series parameters such as length of the\n",
"sequences/windows, spacing between two sequence/windows, etc., to produce batches of\n",
"sub-timeseries inputs and targets sampled from the main timeseries."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"id": "IwenuEBYPWNS"
},
"outputs": [],
"source": [
"dataset_train = keras.preprocessing.timeseries_dataset_from_array(\n",
" x_train,\n",
" y_train,\n",
" sequence_length=sequence_length,\n",
" sampling_rate=step,\n",
" batch_size=batch_size,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "z-081nkPPWNT"
},
"source": [
"## Validation dataset\n",
"\n",
"The validation dataset must not contain the last 792 rows as we won't have label data for\n",
"those records, hence 792 must be subtracted from the end of the data.\n",
"\n",
"The validation label dataset must start from 792 after train_split, hence we must add\n",
"past + future (792) to label_start."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"id": "91m6H0MbPWNU",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "f54b77f9-a939-4af1-e74c-a09aac86a707"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Input shape: (256, 120, 7)\n",
"Target shape: (256, 1)\n"
]
}
],
"source": [
"x_end = len(val_data) - past - future\n",
"\n",
"label_start = train_split + past + future\n",
"\n",
"x_val = val_data.iloc[:x_end][[i for i in range(7)]].values\n",
"y_val = features.iloc[label_start:][[1]]\n",
"\n",
"dataset_val = keras.preprocessing.timeseries_dataset_from_array(\n",
" x_val,\n",
" y_val,\n",
" sequence_length=sequence_length,\n",
" sampling_rate=step,\n",
" batch_size=batch_size,\n",
")\n",
"\n",
"\n",
"for batch in dataset_train.take(1):\n",
" inputs, targets = batch\n",
"\n",
"print(\"Input shape:\", inputs.numpy().shape)\n",
"print(\"Target shape:\", targets.numpy().shape)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "F1TKFYw_PWNU"
},
"source": [
"## Training"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"id": "uGb_W8ZMPWNV",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "b16f82ba-4e7e-4ba9-c137-baa37219e33b"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Model: \"model\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" input_1 (InputLayer) [(None, 120, 7)] 0 \n",
" \n",
" lstm (LSTM) (None, 32) 5120 \n",
" \n",
" dense (Dense) (None, 1) 33 \n",
" \n",
"=================================================================\n",
"Total params: 5,153\n",
"Trainable params: 5,153\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"inputs_nn = keras.layers.Input(shape=(inputs.shape[1], inputs.shape[2]))\n",
"lstm_out = keras.layers.LSTM(32)(inputs_nn)\n",
"outputs = keras.layers.Dense(1)(lstm_out)\n",
"\n",
"model = keras.Model(inputs=inputs_nn, outputs=outputs)\n",
"model.compile(optimizer=keras.optimizers.Adam(learning_rate=learning_rate), loss=\"mse\")\n",
"model.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "3i2vcn58PWNW"
},
"source": [
"We'll use the `ModelCheckpoint` callback to regularly save checkpoints, and\n",
"the `EarlyStopping` callback to interrupt training when the validation loss\n",
"is not longer improving."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"id": "-kjdpDIVPWNW",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "249cc9e5-410c-4c3e-dd53-efe2eacfc31b"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch 1/2\n",
"1168/1172 [============================>.] - ETA: 0s - loss: 0.1912\n",
"Epoch 1: val_loss improved from inf to 0.14411, saving model to model_checkpoint.h5\n",
"1172/1172 [==============================] - 26s 16ms/step - loss: 0.1907 - val_loss: 0.1441\n",
"Epoch 2/2\n",
"1172/1172 [==============================] - ETA: 0s - loss: 0.1232\n",
"Epoch 2: val_loss improved from 0.14411 to 0.13858, saving model to model_checkpoint.h5\n",
"1172/1172 [==============================] - 19s 16ms/step - loss: 0.1232 - val_loss: 0.1386\n"
]
}
],
"source": [
"path_checkpoint = \"model_checkpoint.h5\"\n",
"es_callback = keras.callbacks.EarlyStopping(monitor=\"val_loss\", min_delta=0, patience=5)\n",
"\n",
"modelckpt_callback = keras.callbacks.ModelCheckpoint(\n",
" monitor=\"val_loss\",\n",
" filepath=path_checkpoint,\n",
" verbose=1,\n",
" save_weights_only=True,\n",
" save_best_only=True,\n",
")\n",
"\n",
"history = model.fit(\n",
" dataset_train,\n",
" epochs=epochs,\n",
" validation_data=dataset_val,\n",
" callbacks=[es_callback, modelckpt_callback],\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "uiXEhA9IPWNY"
},
"source": [
"We can visualize the loss with the function below. After one point, the loss stops\n",
"decreasing."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"id": "PBlfPgbJPWNY",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 472
},
"outputId": "aa90ab4f-ca3b-4910-c9c0-0f19827ec96c"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"\n",
"def visualize_loss(history, title):\n",
" loss = history.history[\"loss\"]\n",
" val_loss = history.history[\"val_loss\"]\n",
" epochs = range(len(loss))\n",
" plt.figure()\n",
" plt.plot(epochs, loss, \"b\", label=\"Training loss\")\n",
" plt.plot(epochs, val_loss, \"r\", label=\"Validation loss\")\n",
" plt.title(title)\n",
" plt.xlabel(\"Epochs\")\n",
" plt.ylabel(\"Loss\")\n",
" plt.legend()\n",
" plt.show()\n",
"\n",
"\n",
"visualize_loss(history, \"Training and Validation Loss\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NjjM8jYxPWNY"
},
"source": [
"## Prediction\n",
"\n",
"The trained model above is now able to make predictions for 5 sets of values from\n",
"validation set."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"id": "DL8NBCdEPWNY",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "2f84c43b-5218-4fc7-d1a6-2afffc9571a7"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"8/8 [==============================] - 0s 4ms/step\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"8/8 [==============================] - 0s 3ms/step\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"8/8 [==============================] - 0s 3ms/step\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"8/8 [==============================] - 0s 3ms/step\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"8/8 [==============================] - 0s 3ms/step\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"\n",
"def show_plot(plot_data, delta, title):\n",
" labels = [\"History\", \"True Future\", \"Model Prediction\"]\n",
" marker = [\".-\", \"rx\", \"go\"]\n",
" time_steps = list(range(-(plot_data[0].shape[0]), 0))\n",
" if delta:\n",
" future = delta\n",
" else:\n",
" future = 0\n",
"\n",
" plt.title(title)\n",
" for i, val in enumerate(plot_data):\n",
" if i:\n",
" plt.plot(future, plot_data[i], marker[i], markersize=10, label=labels[i])\n",
" else:\n",
" plt.plot(time_steps, plot_data[i].flatten(), marker[i], label=labels[i])\n",
" plt.legend()\n",
" plt.xlim([time_steps[0], (future + 5) * 2])\n",
" plt.xlabel(\"Time-Step\")\n",
" plt.show()\n",
" return\n",
"\n",
"\n",
"for x, y in dataset_val.take(5):\n",
" show_plot(\n",
" [x[0][:, 1].numpy(), y[0].numpy(), model.predict(x)[0]],\n",
" 12,\n",
" \"Single Step Prediction\",\n",
" )"
]
},
{
"cell_type": "markdown",
"source": [
"### Hyperparameter Tuning"
],
"metadata": {
"id": "Wqg7RBItUPjn"
}
},
{
"cell_type": "code",
"source": [
"!pip install -q -U keras-tuner\n",
"import keras_tuner as kt"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "JpzPLkHgUZz-",
"outputId": "7c0da6c9-7f14-44d4-cc17-a4af3553657c"
},
"execution_count": 15,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/172.2 KB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━\u001b[0m \u001b[32m163.8/172.2 KB\u001b[0m \u001b[31m5.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m172.2/172.2 KB\u001b[0m \u001b[31m4.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"## Define the model\n",
"\n",
"When you build a model for hypertuning, you also define the hyperparameter search space in addition to the model architecture. The model you set up for hypertuning is called a *hypermodel*.\n",
"\n",
"You can define a hypermodel through two approaches:\n",
"\n",
"* By using a model builder function\n",
"* By subclassing the `HyperModel` class of the Keras Tuner API\n",
"\n",
"You can also use two pre-defined `HyperModel` classes - [HyperXception](https://keras-team.github.io/keras-tuner/documentation/hypermodels/#hyperxception-class) and [HyperResNet](https://keras-team.github.io/keras-tuner/documentation/hypermodels/#hyperresnet-class) for computer vision applications.\n",
"\n",
"In this tutorial, you use a model builder function to define the image classification model. The model builder function returns a compiled model and uses hyperparameters you define inline to hypertune the model."
],
"metadata": {
"id": "hxPpyW1dXkya"
}
},
{
"cell_type": "code",
"source": [
"def model_builder(hp):\n",
" inputs = keras.layers.Input(shape=(120, 7)) #(ts lenght, number of features)\n",
" hp_units = hp.Int('units', min_value=16, max_value=64, step=16)\n",
" lstm_out = keras.layers.LSTM(units=hp_units)(inputs)\n",
" outputs = keras.layers.Dense(1)(lstm_out)\n",
"\n",
" model = keras.Model(inputs=inputs, outputs=outputs)\n",
"\n",
" hp_learning_rate = hp.Choice('learning_rate', values=[1e-2, 1e-3])\n",
" model.compile(optimizer=keras.optimizers.Adam(learning_rate=hp_learning_rate), loss=\"mse\")\n",
" return model"
],
"metadata": {
"id": "m4XNqblZUci-"
},
"execution_count": 16,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## Instantiate the tuner and perform hypertuning\n",
"\n",
"Instantiate the tuner to perform the hypertuning. The Keras Tuner has four tuners available - `RandomSearch`, `Hyperband`, `BayesianOptimization`, and `Sklearn`. In this tutorial, you use the [Hyperband](https://arxiv.org/pdf/1603.06560.pdf) tuner.\n",
"\n",
"To instantiate the Hyperband tuner, you must specify the hypermodel, the `objective` to optimize and the maximum number of epochs to train (`max_epochs`)."
],
"metadata": {
"id": "QKCaCPKBXaY3"
}
},
{
"cell_type": "code",
"source": [
"tuner = kt.Hyperband(model_builder,\n",
" objective='val_loss',\n",
" max_epochs=2,\n",
" factor=3,\n",
" directory='my_dir',\n",
" project_name='intro_to_kt')"
],
"metadata": {
"id": "o354PmvvULGZ"
},
"execution_count": 17,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"The Hyperband tuning algorithm uses adaptive resource allocation and early-stopping to quickly converge on a high-performing model. This is done using a sports championship style bracket. The algorithm trains a large number of models for a few epochs and carries forward only the top-performing half of models to the next round. Hyperband determines the number of models to train in a bracket by computing 1 + log<sub>`factor`</sub>(`max_epochs`) and rounding it up to the nearest integer."
],
"metadata": {
"id": "GGameD0LXsAu"
}
},
{
"cell_type": "code",
"source": [
"stop_early = tf.keras.callbacks.EarlyStopping(monitor='val_loss', patience=5)"
],
"metadata": {
"id": "YGMrxHTFXty_"
},
"execution_count": 18,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Run the hyperparameter search. The arguments for the search method are the same as those used for `tf.keras.model.fit` in addition to the callback above."
],
"metadata": {
"id": "TwmQSgzmXvLj"
}
},
{
"cell_type": "code",
"source": [
"tuner.search(dataset_train, epochs=2, validation_data=dataset_val, callbacks=[stop_early])\n",
"\n",
"# Get the optimal hyperparameters\n",
"best_hps=tuner.get_best_hyperparameters(num_trials=1)[0]\n",
"\n",
"print(f\"\"\"\n",
"The hyperparameter search is complete. The optimal number of units in the first RNN layer\n",
"layer is {best_hps.get('units')} and the optimal learning rate for the optimizer\n",
"is {best_hps.get('learning_rate')}.\n",
"\"\"\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "P1va3JM8XuyV",
"outputId": "c63b5486-6f90-4808-e6de-c6001bab6888"
},
"execution_count": 19,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Trial 2 Complete [00h 00m 39s]\n",
"val_loss: 0.3582494258880615\n",
"\n",
"Best val_loss So Far: 0.2821166515350342\n",
"Total elapsed time: 00h 01m 21s\n",
"\n",
"The hyperparameter search is complete. The optimal number of units in the first RNN layer\n",
"layer is 64 and the optimal learning rate for the optimizer\n",
"is 0.01.\n",
"\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"## Train the model\n",
"\n",
"Find the optimal number of epochs to train the model with the hyperparameters obtained from the search."
],
"metadata": {
"id": "q6QMJHp4YLZF"
}
},
{
"cell_type": "code",
"source": [
"# Build the model with the optimal hyperparameters and train it on the data for 5 epochs\n",
"model = tuner.hypermodel.build(best_hps)\n",
"history = model.fit(dataset_train, epochs=5, validation_data=dataset_val)\n",
"\n",
"val_mse_per_epoch = history.history['val_loss']\n"
],
"metadata": {
"id": "DWF9SGKwYDya",
"outputId": "5d3b36d6-2200-4fcf-df2e-50873bad6269",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"execution_count": 20,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch 1/5\n",
"1172/1172 [==============================] - 20s 16ms/step - loss: 0.2527 - val_loss: 0.4840\n",
"Epoch 2/5\n",
"1172/1172 [==============================] - 18s 15ms/step - loss: 0.2196 - val_loss: 0.2651\n",
"Epoch 3/5\n",
"1172/1172 [==============================] - 18s 16ms/step - loss: 0.1819 - val_loss: 0.2573\n",
"Epoch 4/5\n",
"1172/1172 [==============================] - 18s 15ms/step - loss: 0.1735 - val_loss: 0.2618\n",
"Epoch 5/5\n",
"1172/1172 [==============================] - 18s 15ms/step - loss: 0.1476 - val_loss: 0.2157\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"val_mse_per_epoch"
],
"metadata": {
"id": "sXmM0iuy2XKo",
"outputId": "8c5f2c4e-33bd-40b6-b492-87101b61f997",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"execution_count": 21,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[0.48396095633506775,\n",
" 0.265102744102478,\n",
" 0.25730589032173157,\n",
" 0.26181814074516296,\n",
" 0.21565081179141998]"
]
},
"metadata": {},
"execution_count": 21
}
]
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "7EloQ5kM2Yj9"
},
"execution_count": null,
"outputs": []
}
],
"metadata": {
"colab": {
"name": "TS Forecasting M-RNN w/ Keras Tuner",
"provenance": [],
"machine_shape": "hm",
"include_colab_link": true
},
"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": "3.7.0"
},
"accelerator": "GPU"
},
"nbformat": 4,
"nbformat_minor": 0
}
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