{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "

TensorFlow NLP

\n", "

Lesson 5

\n", "

Time Series Prediction

\n", "\n", "
\n", "\n", "
Flowchart
\n", "\n", "
Preparation and Pre-Processing
\n", "\n", "
Add Data
\n", "\n", "
Data Generator
\n", "\n", "
Create the RNN
\n", "\n", "
Loss Function
\n", "\n", "
Compile the RNN
\n", "\n", "
Callback Functions
\n", "\n", "
Train the RNN
\n", "\n", "
Evaluate Model
\n", "\n", "
Strange Examples
\n", "\n", "
Summary
\n", "\n", "
Challenge
\n", "\n", "
\n", "\n", "
***Original Tutorial by Magnus Erik Hvass Pedersen:***
https://github.com/Hvass-Labs/TensorFlow-Tutorials
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "OVERVIEW\n", "
\n", "\n", "
\n", "This tutorial tries to predict the future weather of a city using weather-data from several other cities.\n", "

\n", "Because we will be working with sequences of arbitrary length, we will use a Recurrent Neural Network (RNN).\n", "

\n", "You should be familiar with TensorFlow and Keras in general, see TensorFlow Basics Lessons #01 and #03-C, and the basics of Recurrent Neural Networks as explained in TensorFlow NLP Lesson #01.\n", "
\n", "\n", "
\n", "\n", "
[Click here to follow along with the video on YouTube](https://www.youtube.com/watch?v=6f67zrH-_IE&list=PL9Hr9sNUjfsmEu1ZniY0XpHSzl5uihcXZ&index=30)
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Location

\n", "\n", "We will use weather-data from the period 1980-2018 for five cities in [Denmark](https://en.wikipedia.org/wiki/Denmark):\n", "\n", "* **[Aalborg](https://en.wikipedia.org/wiki/Aalborg)** The weather-data is actually from an airforce base which is also home to [The Hunter Corps (Jægerkorps)](https://en.wikipedia.org/wiki/Jaeger_Corps_(Denmark).\n", "* **[Aarhus](https://en.wikipedia.org/wiki/Aarhus)** is the city where [the inventor of C++](https://en.wikipedia.org/wiki/Bjarne_Stroustrup) studied and the [Google V8 JavaScript Engine](https://en.wikipedia.org/wiki/Chrome_V8) was developed.\n", "* **[Esbjerg](https://en.wikipedia.org/wiki/Esbjerg)** has a large fishing-port.\n", "* **[Odense](https://en.wikipedia.org/wiki/Odense)** is the birth-city of the fairytale author [H. C. Andersen](https://en.wikipedia.org/wiki/Hans_Christian_Andersen).\n", "* **[Roskilde](https://en.wikipedia.org/wiki/Roskilde)** has an old cathedral housing the tombs of the Danish royal family." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following map shows the location of the cities in Denmark:\n", "\n", "![Map of Denmark](data/images/Denmark.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following map shows the location of Denmark within Europe:\n", "\n", "![Map of Europe](data/images/Europe.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "FLOWCHART\n", "
\n", "\n", "In this tutorial, we are trying to predict the weather for the Danish city \"Odense\" 24 hours into the future, given the current and past weather-data from 5 cities (although the flowchart below only shows 2 cities).\n", "\n", "We use a Recurrent Neural Network (RNN) because it can work on sequences of arbitrary length. During training we will use sub-sequences of 1344 data-points (8 weeks) from the training-set, with each data-point or observation having 20 input-signals for the temperature, pressure, etc. for each of the 5 cities. We then want to train the neural network so it outputs the 3 signals for tomorrow's temperature, pressure and wind-speed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Flowchart](data/images/23_time_series_flowchart.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "PREPARATION AND PRE-PROCESSING\n", "
\n", "\n", "

Imports

" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/magnus/anaconda3/envs/tf-gpu/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n" ] } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import tensorflow as tf\n", "import numpy as np\n", "import pandas as pd\n", "import os\n", "from sklearn.preprocessing import MinMaxScaler" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need to import several things from Keras." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# from tf.keras.models import Sequential # This does not work!\n", "from tensorflow.python.keras.models import Sequential\n", "from tensorflow.python.keras.layers import Input, Dense, GRU, Embedding\n", "from tensorflow.python.keras.optimizers import RMSprop\n", "from tensorflow.python.keras.callbacks import EarlyStopping, ModelCheckpoint, TensorBoard, ReduceLROnPlateau" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This was developed using Python 3.6 (Anaconda) and package versions:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "'1.5.0'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tf.__version__" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "'2.1.2-tf'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tf.keras.__version__" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.22.0'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Load Data

\n", "\n", "Weather-data for 5 cities in Denmark will be downloaded automatically below.\n", "\n", "The raw weather-data was originally obtained from the [National Climatic Data Center (NCDC), USA](https://www7.ncdc.noaa.gov/CDO/cdoselect.cmd). Their web-site and database-access is very confusing and may change soon. Furthermore, the raw data-file had to be manually edited before it could be read. So you should expect some challenges if you want to download weather-data for another region. The following Python-module provides some functionality that may be helpful if you want to use new weather-data, but you will have to modify the source-code to fit your data-format." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import weather" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Download the data-set if you don't have it already. It is about 35 MB." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data has apparently already been downloaded and unpacked.\n" ] } ], "source": [ "weather.maybe_download_and_extract()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "List of the cities used in the data-set." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Aalborg', 'Aarhus', 'Esbjerg', 'Odense', 'Roskilde']" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cities = weather.cities\n", "cities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load and resample the data so it has observations at regular time-intervals for every 60 minutes. Missing data-points are linearly interpolated. This takes about 30 seconds to run the first time but uses a cache-file so it loads very quickly the next time." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 16 ms, sys: 16 ms, total: 32 ms\n", "Wall time: 30.1 ms\n" ] } ], "source": [ "%%time\n", "df = weather.load_resampled_data()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These are the top rows of the data-set." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AalborgAarhusEsbjergOdenseRoskilde
TempPressureWindSpeedWindDirTempPressureWindSpeedWindDirTempPressureWindSpeedWindDirTempPressureWindSpeedWindDirTempPressureWindSpeedWindDir
DateTime
1980-03-01 11:00:005.0000001007.76666710.2280.0000005.01008.30000015.4290.06.083333NaN12.383333310.0000006.1428571011.06666712.585714290.05.000000NaN11.466667280.000000
1980-03-01 12:00:005.0000001008.00000010.3290.0000005.01008.60000013.4280.06.583333NaN12.883333310.0000007.0000001011.20000011.300000290.05.000000NaN12.466667280.000000
1980-03-01 13:00:005.0000001008.0666679.7290.0000005.01008.43333315.4280.06.888889NaN13.244444309.4444447.0000001011.30000012.118182290.05.166667NaN13.133333278.333333
1980-03-01 14:00:004.3333331008.13333311.1283.3333335.01008.26666714.9300.06.222222NaN12.911111306.1111116.8571431011.40000012.742857290.05.833333NaN12.300000270.000000
1980-03-01 15:00:004.0000001008.20000011.3280.0000005.01008.10000017.0290.05.555556NaN12.577778302.7777786.0000001011.50000012.400000290.04.833333NaN12.300000270.000000
\n", "
" ], "text/plain": [ " Aalborg Aarhus \\\n", " Temp Pressure WindSpeed WindDir Temp \n", "DateTime \n", "1980-03-01 11:00:00 5.000000 1007.766667 10.2 280.000000 5.0 \n", "1980-03-01 12:00:00 5.000000 1008.000000 10.3 290.000000 5.0 \n", "1980-03-01 13:00:00 5.000000 1008.066667 9.7 290.000000 5.0 \n", "1980-03-01 14:00:00 4.333333 1008.133333 11.1 283.333333 5.0 \n", "1980-03-01 15:00:00 4.000000 1008.200000 11.3 280.000000 5.0 \n", "\n", " Esbjerg \\\n", " Pressure WindSpeed WindDir Temp Pressure \n", "DateTime \n", "1980-03-01 11:00:00 1008.300000 15.4 290.0 6.083333 NaN \n", "1980-03-01 12:00:00 1008.600000 13.4 280.0 6.583333 NaN \n", "1980-03-01 13:00:00 1008.433333 15.4 280.0 6.888889 NaN \n", "1980-03-01 14:00:00 1008.266667 14.9 300.0 6.222222 NaN \n", "1980-03-01 15:00:00 1008.100000 17.0 290.0 5.555556 NaN \n", "\n", " Odense \\\n", " WindSpeed WindDir Temp Pressure WindSpeed \n", "DateTime \n", "1980-03-01 11:00:00 12.383333 310.000000 6.142857 1011.066667 12.585714 \n", "1980-03-01 12:00:00 12.883333 310.000000 7.000000 1011.200000 11.300000 \n", "1980-03-01 13:00:00 13.244444 309.444444 7.000000 1011.300000 12.118182 \n", "1980-03-01 14:00:00 12.911111 306.111111 6.857143 1011.400000 12.742857 \n", "1980-03-01 15:00:00 12.577778 302.777778 6.000000 1011.500000 12.400000 \n", "\n", " Roskilde \n", " WindDir Temp Pressure WindSpeed WindDir \n", "DateTime \n", "1980-03-01 11:00:00 290.0 5.000000 NaN 11.466667 280.000000 \n", "1980-03-01 12:00:00 290.0 5.000000 NaN 12.466667 280.000000 \n", "1980-03-01 13:00:00 290.0 5.166667 NaN 13.133333 278.333333 \n", "1980-03-01 14:00:00 290.0 5.833333 NaN 12.300000 270.000000 \n", "1980-03-01 15:00:00 290.0 4.833333 NaN 12.300000 270.000000 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Missing Data

\n", "\n", "The two cities Esbjerg and Roskilde have missing data for the atmospheric pressure, as can be seen in the following two plots. \n", "\n", "Because we are using resampled data, we have filled in the missing values with new values that are linearly interpolated from the neighbouring values, which appears as long straight lines in these plots.\n", "\n", "This may confuse the neural network. For simplicity, we will simply remove these two signals from the data.\n", "\n", "But it is only short periods of data that are missing, so you could actually generate this data by creating a predictive model that generates the missing data from all the other input signals. Then you could add these generated values back into the data-set to fill the gaps." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['Esbjerg']['Pressure'].plot()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['Roskilde']['Pressure'].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before removing these two signals, there are 20 input-signals in the data-set." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(333109, 20)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.values.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we remove the two signals that have missing data." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "df.drop(('Esbjerg', 'Pressure'), axis=1, inplace=True)\n", "df.drop(('Roskilde', 'Pressure'), axis=1, inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now there are only 18 input-signals in the data." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(333109, 18)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.values.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can verify that these two data-columns have indeed been removed." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AalborgAarhusEsbjergOdenseRoskilde
TempPressureWindSpeedWindDirTempPressureWindSpeedWindDirTempWindSpeedWindDirTempPressureWindSpeedWindDirTempWindSpeedWindDir
DateTime
1980-03-01 11:00:005.01007.76666710.2280.05.01008.315.4290.06.08333312.383333310.06.1428571011.06666712.585714290.05.011.466667280.0
\n", "
" ], "text/plain": [ " Aalborg Aarhus \\\n", " Temp Pressure WindSpeed WindDir Temp Pressure \n", "DateTime \n", "1980-03-01 11:00:00 5.0 1007.766667 10.2 280.0 5.0 1008.3 \n", "\n", " Esbjerg Odense \\\n", " WindSpeed WindDir Temp WindSpeed WindDir Temp \n", "DateTime \n", "1980-03-01 11:00:00 15.4 290.0 6.083333 12.383333 310.0 6.142857 \n", "\n", " Roskilde \\\n", " Pressure WindSpeed WindDir Temp WindSpeed \n", "DateTime \n", "1980-03-01 11:00:00 1011.066667 12.585714 290.0 5.0 11.466667 \n", "\n", " \n", " WindDir \n", "DateTime \n", "1980-03-01 11:00:00 280.0 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Data Errors

\n", "\n", "There are some errors in this data. As shown in the plot below, the temperature in the city of Odense suddenly jumped to almost 50 degrees C. But the highest temperature ever measured in Denmark was only 36.4 degrees Celcius and the lowest was -31.2 C. So this is clearly a data error. However, we will not correct any data-errors in this tutorial." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['Odense']['Temp']['2006-05':'2006-07'].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This can also be confirmed to be an error by considering the temperatures in some of the other cities in Denmark for that period, which was only around 10 degrees. Because the country is so small, it is not possible for one city in Denmark to have 50 degrees while another city only has 10 degrees." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['Aarhus']['Temp']['2006-05':'2006-07'].plot()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['Roskilde']['Temp']['2006-05':'2006-07'].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "ADD DATA\n", "
\n", "\n", "We can add some input-signals to the data that may help our model in making predictions.\n", "\n", "For example, given just a temperature of 10 degrees Celcius the model wouldn't know whether that temperature was measured during the day or the night, or during summer or winter. The model would have to infer this from the surrounding data-points which might not be very accurate for determining whether it's an abnormally warm winter, or an abnormally cold summer, or whether it's day or night. So having this information could make a big difference in how accurately the model can predict the next output.\n", "\n", "Although the data-set does contain the date and time information for each observation, it is only used in the index so as to order the data. We will therefore add separate input-signals to the data-set for the day-of-year (between 1 and 366) and the hour-of-day (between 0 and 23)." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "df['Various', 'Day'] = df.index.dayofyear\n", "df['Various', 'Hour'] = df.index.hour" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Target Data for Prediction

\n", "\n", "We will try and predict the future weather-data for this city." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "target_city = 'Odense'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will try and predict these signals." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "target_names = ['Temp', 'WindSpeed', 'Pressure']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following is the number of time-steps that we will shift the target-data. Our data-set is resampled to have an observation for each hour, so there are 24 observations for 24 hours.\n", "\n", "If we want to predict the weather 24 hours into the future, we shift the data 24 time-steps. If we want to predict the weather 7 days into the future, we shift the data 7 * 24 time-steps." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "shift_days = 1\n", "shift_steps = shift_days * 24 # Number of hours." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create a new data-frame with the time-shifted data.\n", "\n", "**Note the negative time-shift!**" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "df_targets = df[target_city][target_names].shift(-shift_steps)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "
\n", "WARNING\n", "
\n", ">- You should double-check that you have shifted the data in the right direction! We want to predict the future, not the past!\n", "\n", "The shifted data-frame is confusing because Pandas keeps the original time-stamps even though we have shifted the data. You can check the time-shift is correct by comparing the original and time-shifted data-frames.\n", "\n", "This is the first `shift_steps + 5` rows of the original data-frame:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TempWindSpeedPressure
DateTime
1980-03-01 11:00:006.14285712.5857141011.066667
1980-03-01 12:00:007.00000011.3000001011.200000
1980-03-01 13:00:007.00000012.1181821011.300000
1980-03-01 14:00:006.85714312.7428571011.400000
1980-03-01 15:00:006.00000012.4000001011.500000
1980-03-01 16:00:004.90909112.6181821011.688889
1980-03-01 17:00:003.95348812.6465121011.877778
1980-03-01 18:00:003.67441911.7255811012.066667
1980-03-01 19:00:003.39534910.8046511012.255556
1980-03-01 20:00:003.1162799.8837211012.444444
1980-03-01 21:00:002.8372098.9627911012.633333
1980-03-01 22:00:002.5581408.0418601012.822222
1980-03-01 23:00:002.2790707.1209301013.011111
1980-03-02 00:00:002.0000006.2000001013.200000
1980-03-02 01:00:002.0769237.7384621012.366667
1980-03-02 02:00:002.5384627.9692311011.533333
1980-03-02 03:00:003.0000008.2000001010.700000
1980-03-02 04:00:003.0000007.9272731010.100000
1980-03-02 05:00:002.9166677.6583331009.500000
1980-03-02 06:00:002.4166677.4083331008.900000
1980-03-02 07:00:002.0000007.1000001008.300000
1980-03-02 08:00:002.1428576.5428571007.700000
1980-03-02 09:00:003.0000006.2000001007.100000
1980-03-02 10:00:002.8333338.3500001006.466667
1980-03-02 11:00:002.0000006.8285711005.833333
1980-03-02 12:00:002.0000008.2000001005.200000
1980-03-02 13:00:000.1666679.2166671004.766667
1980-03-02 14:00:001.00000011.8857141004.333333
1980-03-02 15:00:001.00000012.4000001003.900000
\n", "
" ], "text/plain": [ " Temp WindSpeed Pressure\n", "DateTime \n", "1980-03-01 11:00:00 6.142857 12.585714 1011.066667\n", "1980-03-01 12:00:00 7.000000 11.300000 1011.200000\n", "1980-03-01 13:00:00 7.000000 12.118182 1011.300000\n", "1980-03-01 14:00:00 6.857143 12.742857 1011.400000\n", "1980-03-01 15:00:00 6.000000 12.400000 1011.500000\n", "1980-03-01 16:00:00 4.909091 12.618182 1011.688889\n", "1980-03-01 17:00:00 3.953488 12.646512 1011.877778\n", "1980-03-01 18:00:00 3.674419 11.725581 1012.066667\n", "1980-03-01 19:00:00 3.395349 10.804651 1012.255556\n", "1980-03-01 20:00:00 3.116279 9.883721 1012.444444\n", "1980-03-01 21:00:00 2.837209 8.962791 1012.633333\n", "1980-03-01 22:00:00 2.558140 8.041860 1012.822222\n", "1980-03-01 23:00:00 2.279070 7.120930 1013.011111\n", "1980-03-02 00:00:00 2.000000 6.200000 1013.200000\n", "1980-03-02 01:00:00 2.076923 7.738462 1012.366667\n", "1980-03-02 02:00:00 2.538462 7.969231 1011.533333\n", "1980-03-02 03:00:00 3.000000 8.200000 1010.700000\n", "1980-03-02 04:00:00 3.000000 7.927273 1010.100000\n", "1980-03-02 05:00:00 2.916667 7.658333 1009.500000\n", "1980-03-02 06:00:00 2.416667 7.408333 1008.900000\n", "1980-03-02 07:00:00 2.000000 7.100000 1008.300000\n", "1980-03-02 08:00:00 2.142857 6.542857 1007.700000\n", "1980-03-02 09:00:00 3.000000 6.200000 1007.100000\n", "1980-03-02 10:00:00 2.833333 8.350000 1006.466667\n", "1980-03-02 11:00:00 2.000000 6.828571 1005.833333\n", "1980-03-02 12:00:00 2.000000 8.200000 1005.200000\n", "1980-03-02 13:00:00 0.166667 9.216667 1004.766667\n", "1980-03-02 14:00:00 1.000000 11.885714 1004.333333\n", "1980-03-02 15:00:00 1.000000 12.400000 1003.900000" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[target_city][target_names].head(shift_steps + 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following is the first 5 rows of the time-shifted data-frame. This should be identical to the last 5 rows shown above from the original data, except for the time-stamp." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TempWindSpeedPressure
DateTime
1980-03-01 11:00:002.0000006.8285711005.833333
1980-03-01 12:00:002.0000008.2000001005.200000
1980-03-01 13:00:000.1666679.2166671004.766667
1980-03-01 14:00:001.00000011.8857141004.333333
1980-03-01 15:00:001.00000012.4000001003.900000
\n", "
" ], "text/plain": [ " Temp WindSpeed Pressure\n", "DateTime \n", "1980-03-01 11:00:00 2.000000 6.828571 1005.833333\n", "1980-03-01 12:00:00 2.000000 8.200000 1005.200000\n", "1980-03-01 13:00:00 0.166667 9.216667 1004.766667\n", "1980-03-01 14:00:00 1.000000 11.885714 1004.333333\n", "1980-03-01 15:00:00 1.000000 12.400000 1003.900000" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_targets.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The time-shifted data-frame has the same length as the original data-frame, but the last observations are `NaN` (not a number) because the data has been shifted backwards so we are trying to shift data that does not exist in the original data-frame." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TempWindSpeedPressure
DateTime
2018-03-01 19:00:00NaNNaNNaN
2018-03-01 20:00:00NaNNaNNaN
2018-03-01 21:00:00NaNNaNNaN
2018-03-01 22:00:00NaNNaNNaN
2018-03-01 23:00:00NaNNaNNaN
\n", "
" ], "text/plain": [ " Temp WindSpeed Pressure\n", "DateTime \n", "2018-03-01 19:00:00 NaN NaN NaN\n", "2018-03-01 20:00:00 NaN NaN NaN\n", "2018-03-01 21:00:00 NaN NaN NaN\n", "2018-03-01 22:00:00 NaN NaN NaN\n", "2018-03-01 23:00:00 NaN NaN NaN" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_targets.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

NumPy Arrays

\n", "\n", "We now convert the Pandas data-frames to NumPy arrays that can be input to the neural network. We also remove the last part of the numpy arrays, because the target-data has `NaN` for the shifted period, and we only want to have valid data and we need the same array-shapes for the input- and output-data.\n", "\n", "These are the input-signals:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "x_data = df.values[0:-shift_steps]" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Shape: (333085, 20)\n" ] } ], "source": [ "print(type(x_data))\n", "print(\"Shape:\", x_data.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These are the output-signals (or target-signals):" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "y_data = df_targets.values[:-shift_steps]" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Shape: (333085, 3)\n" ] } ], "source": [ "print(type(y_data))\n", "print(\"Shape:\", y_data.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the number of observations (aka. data-points or samples) in the data-set:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "333085" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "num_data = len(x_data)\n", "num_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the fraction of the data-set that will be used for the training-set:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "train_split = 0.9" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the number of observations in the training-set:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "299776" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "num_train = int(train_split * num_data)\n", "num_train" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the number of observations in the test-set:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "33309" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "num_test = num_data - num_train\n", "num_test" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These are the input-signals for the training- and test-sets:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "333085" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x_train = x_data[0:num_train]\n", "x_test = x_data[num_train:]\n", "len(x_train) + len(x_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These are the output-signals for the training- and test-sets:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "333085" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_train = y_data[0:num_train]\n", "y_test = y_data[num_train:]\n", "len(y_train) + len(y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the number of input-signals:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "20" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "num_x_signals = x_data.shape[1]\n", "num_x_signals" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the number of output-signals:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "num_y_signals = y_data.shape[1]\n", "num_y_signals" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Scaled Data

\n", "\n", "The data-set contains a wide range of values:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Min: -27.0\n", "Max: 1050.8\n" ] } ], "source": [ "print(\"Min:\", np.min(x_train))\n", "print(\"Max:\", np.max(x_train))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The neural network works best on values roughly between -1 and 1, so we need to scale the data before it is being input to the neural network. We can use `scikit-learn` for this.\n", "\n", "We first create a scaler-object for the input-signals." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "x_scaler = MinMaxScaler()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then detect the range of values from the training-data and scale the training-data." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "x_train_scaled = x_scaler.fit_transform(x_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apart from a small rounding-error, the data has been scaled to be between 0 and 1." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Min: 0.0\n", "Max: 1.0000000000000002\n" ] } ], "source": [ "print(\"Min:\", np.min(x_train_scaled))\n", "print(\"Max:\", np.max(x_train_scaled))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the same scaler-object for the input-signals in the test-set." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "x_test_scaled = x_scaler.transform(x_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The target-data comes from the same data-set as the input-signals, because it is the weather-data for one of the cities that is merely time-shifted. But the target-data could be from a different source with different value-ranges, so we create a separate scaler-object for the target-data." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "y_scaler = MinMaxScaler()\n", "y_train_scaled = y_scaler.fit_transform(y_train)\n", "y_test_scaled = y_scaler.transform(y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "DATA GENERATOR\n", "
\n", "\n", "The data-set has now been prepared as 2-dimensional numpy arrays. The training-data has almost 300k observations, consisting of 20 input-signals and 3 output-signals.\n", "\n", "These are the array-shapes of the input and output data:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(299776, 20)\n", "(299776, 3)\n" ] } ], "source": [ "print(x_train_scaled.shape)\n", "print(y_train_scaled.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of training the Recurrent Neural Network on the complete sequences of almost 300k observations, we will use the following function to create a batch of shorter sub-sequences picked at random from the training-data." ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "def batch_generator(batch_size, sequence_length):\n", " \"\"\"\n", " Generator function for creating random batches of training-data.\n", " \"\"\"\n", "\n", " # Infinite loop.\n", " while True:\n", " # Allocate a new array for the batch of input-signals.\n", " x_shape = (batch_size, sequence_length, num_x_signals)\n", " x_batch = np.zeros(shape=x_shape, dtype=np.float16)\n", "\n", " # Allocate a new array for the batch of output-signals.\n", " y_shape = (batch_size, sequence_length, num_y_signals)\n", " y_batch = np.zeros(shape=y_shape, dtype=np.float16)\n", "\n", " # Fill the batch with random sequences of data.\n", " for i in range(batch_size):\n", " # Get a random start-index.\n", " # This points somewhere into the training-data.\n", " idx = np.random.randint(num_train - sequence_length)\n", " \n", " # Copy the sequences of data starting at this index.\n", " x_batch[i] = x_train_scaled[idx:idx+sequence_length]\n", " y_batch[i] = y_train_scaled[idx:idx+sequence_length]\n", " \n", " yield (x_batch, y_batch)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use a large batch-size so as to keep the GPU near 100% work-load. You may have to adjust this number depending on your GPU, its RAM and your choice of `sequence_length` below." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "batch_size = 256" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use a sequence-length of 1344, which means that each random sequence contains observations for 8 weeks. One time-step corresponds to one hour, so 24 x 7 time-steps corresponds to a week, and 24 x 7 x 8 corresponds to 8 weeks." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1344" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sequence_length = 24 * 7 * 8\n", "sequence_length" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then create the batch-generator." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "generator = batch_generator(batch_size=batch_size,\n", " sequence_length=sequence_length)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then test the batch-generator to see if it works." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "x_batch, y_batch = next(generator)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This gives us a random batch of 256 sequences, each sequence having 1344 observations, and each observation having 20 input-signals and 3 output-signals." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(256, 1344, 20)\n", "(256, 1344, 3)\n" ] } ], "source": [ "print(x_batch.shape)\n", "print(y_batch.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot one of the 20 input-signals as an example." ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "batch = 0 # First sequence in the batch.\n", "signal = 0 # First signal from the 20 input-signals.\n", "seq = x_batch[batch, :, signal]\n", "plt.plot(seq)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot one of the output-signals that we want the model to learn how to predict given all those 20 input signals." ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seq = y_batch[batch, :, signal]\n", "plt.plot(seq)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Validation Set

\n", "\n", "The neural network trains quickly so we can easily run many training epochs. But then there is a risk of overfitting the model to the training-set so it does not generalize well to unseen data. We will therefore monitor the model's performance on the test-set after each epoch and only save the model's weights if the performance is improved on the test-set.\n", "\n", "The batch-generator randomly selects a batch of short sequences from the training-data and uses that during training. But for the validation-data we will instead run through the entire sequence from the test-set and measure the prediction accuracy on that entire sequence." ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "validation_data = (np.expand_dims(x_test_scaled, axis=0),\n", " np.expand_dims(y_test_scaled, axis=0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "CREATE THE RECURRENT NEURAL NETWORK\n", "
\n", "\n", "We are now ready to create the Recurrent Neural Network (RNN). We will use the Keras API for this because of its simplicity. See Tutorial #03-C for a tutorial on Keras and Tutorial #20 for more information on Recurrent Neural Networks." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "model = Sequential()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now add a Gated Recurrent Unit (GRU) to the network. This will have 512 outputs for each time-step in the sequence.\n", "\n", "Note that because this is the first layer in the model, Keras needs to know the shape of its input, which is a batch of sequences of arbitrary length (indicated by `None`), where each observation has a number of input-signals (`num_x_signals`)." ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From /home/magnus/anaconda3/envs/tf-gpu/lib/python3.6/site-packages/tensorflow/python/keras/_impl/keras/backend.py:1456: calling reduce_sum (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "keep_dims is deprecated, use keepdims instead\n" ] } ], "source": [ "model.add(GRU(units=512,\n", " return_sequences=True,\n", " input_shape=(None, num_x_signals,)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The GRU outputs a batch of sequences of 512 values. We want to predict 3 output-signals, so we add a fully-connected (or dense) layer which maps 512 values down to only 3 values.\n", "\n", "The output-signals in the data-set have been limited to be between 0 and 1 using a scaler-object. So we also limit the output of the neural network using the Sigmoid activation function, which squashes the output to be between 0 and 1." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "model.add(Dense(num_y_signals, activation='sigmoid'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A problem with using the Sigmoid activation function, is that we can now only output values in the same range as the training-data.\n", "\n", "For example, if the training-data only has temperatures between -20 and +30 degrees, then the scaler-object will map -20 to 0 and +30 to 1. So if we limit the output of the neural network to be between 0 and 1 using the Sigmoid function, this can only be mapped back to temperature values between -20 and +30.\n", "\n", "We can use a linear activation function on the output instead. This allows for the output to take on arbitrary values. It might work with the standard initialization for a simple network architecture, but for more complicated network architectures e.g. with more layers, it might be necessary to initialize the weights with smaller values to avoid `NaN` values during training. You may need to experiment with this to get it working." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "if False:\n", " from tensorflow.python.keras.initializers import RandomUniform\n", "\n", " # Maybe use lower init-ranges.\n", " init = RandomUniform(minval=-0.05, maxval=0.05)\n", "\n", " model.add(Dense(num_y_signals,\n", " activation='linear',\n", " kernel_initializer=init))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "LOSS FUNCTION\n", "
\n", "\n", "We will use Mean Squared Error (MSE) as the loss-function that will be minimized. This measures how closely the model's output matches the true output signals.\n", "\n", "However, at the beginning of a sequence, the model has only seen input-signals for a few time-steps, so its generated output may be very inaccurate. Using the loss-value for the early time-steps may cause the model to distort its later output. We therefore give the model a \"warmup-period\" of 50 time-steps where we don't use its accuracy in the loss-function, in hope of improving the accuracy for later time-steps." ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "warmup_steps = 50" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "def loss_mse_warmup(y_true, y_pred):\n", " \"\"\"\n", " Calculate the Mean Squared Error between y_true and y_pred,\n", " but ignore the beginning \"warmup\" part of the sequences.\n", " \n", " y_true is the desired output.\n", " y_pred is the model's output.\n", " \"\"\"\n", "\n", " # The shape of both input tensors are:\n", " # [batch_size, sequence_length, num_y_signals].\n", "\n", " # Ignore the \"warmup\" parts of the sequences\n", " # by taking slices of the tensors.\n", " y_true_slice = y_true[:, warmup_steps:, :]\n", " y_pred_slice = y_pred[:, warmup_steps:, :]\n", "\n", " # These sliced tensors both have this shape:\n", " # [batch_size, sequence_length - warmup_steps, num_y_signals]\n", "\n", " # Calculate the MSE loss for each value in these tensors.\n", " # This outputs a 3-rank tensor of the same shape.\n", " loss = tf.losses.mean_squared_error(labels=y_true_slice,\n", " predictions=y_pred_slice)\n", "\n", " # Keras may reduce this across the first axis (the batch)\n", " # but the semantics are unclear, so to be sure we use\n", " # the loss across the entire tensor, we reduce it to a\n", " # single scalar with the mean function.\n", " loss_mean = tf.reduce_mean(loss)\n", "\n", " return loss_mean" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "COMPILE MODEL\n", "
\n", "\n", "This is the optimizer and the beginning learning-rate that we will use." ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "optimizer = RMSprop(lr=1e-3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then compile the Keras model so it is ready for training." ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From /home/magnus/anaconda3/envs/tf-gpu/lib/python3.6/site-packages/tensorflow/python/keras/_impl/keras/backend.py:1557: calling reduce_mean (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "keep_dims is deprecated, use keepdims instead\n" ] } ], "source": [ "model.compile(loss=loss_mse_warmup, optimizer=optimizer)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a very small model with only two layers. The output shape of `(None, None, 3)` means that the model will output a batch with an arbitrary number of sequences, each of which has an arbitrary number of observations, and each observation has 3 signals. This corresponds to the 3 target signals we want to predict." ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "gru_1 (GRU) (None, None, 512) 818688 \n", "_________________________________________________________________\n", "dense_1 (Dense) (None, None, 3) 1539 \n", "=================================================================\n", "Total params: 820,227\n", "Trainable params: 820,227\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "model.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "CALLBACK FUNCTIONS\n", "
\n", "\n", "During training we want to save checkpoints and log the progress to TensorBoard so we create the appropriate callbacks for Keras.\n", "\n", "This is the callback for writing checkpoints during training." ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "path_checkpoint = '23_checkpoint.keras'\n", "callback_checkpoint = ModelCheckpoint(filepath=path_checkpoint,\n", " monitor='val_loss',\n", " verbose=1,\n", " save_weights_only=True,\n", " save_best_only=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the callback for stopping the optimization when performance worsens on the validation-set." ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "callback_early_stopping = EarlyStopping(monitor='val_loss',\n", " patience=5, verbose=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the callback for writing the TensorBoard log during training." ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "callback_tensorboard = TensorBoard(log_dir='./23_logs/',\n", " histogram_freq=0,\n", " write_graph=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This callback reduces the learning-rate for the optimizer if the validation-loss has not improved since the last epoch (as indicated by `patience=0`). The learning-rate will be reduced by multiplying it with the given factor. We set a start learning-rate of 1e-3 above, so multiplying it by 0.1 gives a learning-rate of 1e-4. We don't want the learning-rate to go any lower than this." ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "callback_reduce_lr = ReduceLROnPlateau(monitor='val_loss',\n", " factor=0.1,\n", " min_lr=1e-4,\n", " patience=0,\n", " verbose=1)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "callbacks = [callback_early_stopping,\n", " callback_checkpoint,\n", " callback_tensorboard,\n", " callback_reduce_lr]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "TRAIN THE RECURRENT NEURAL NETWORK\n", "
\n", "\n", "We can now train the neural network.\n", "\n", "Note that a single \"epoch\" does not correspond to a single processing of the training-set, because of how the batch-generator randomly selects sub-sequences from the training-set. Instead we have selected `steps_per_epoch` so that one \"epoch\" is processed in a few minutes.\n", "\n", "With these settings, each \"epoch\" took about 2.5 minutes to process on a GTX 1070. After 14 \"epochs\" the optimization was stopped because the validation-loss had not decreased for 5 \"epochs\". This optimization took about 35 minutes to finish.\n", "\n", "Also note that the loss sometimes becomes `NaN` (not-a-number). This is often resolved by restarting and running the Notebook again. But it may also be caused by your neural network architecture, learning-rate, batch-size, sequence-length, etc. in which case you may have to modify those settings." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%time\n", "model.fit_generator(generator=generator,\n", " epochs=20,\n", " steps_per_epoch=100,\n", " validation_data=validation_data,\n", " callbacks=callbacks)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Load Checkpoint

\n", "\n", "Because we use early-stopping when training the model, it is possible that the model's performance has worsened on the test-set for several epochs before training was stopped. We therefore reload the last saved checkpoint, which should have the best performance on the test-set." ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "try:\n", " model.load_weights(path_checkpoint)\n", "except Exception as error:\n", " print(\"Error trying to load checkpoint.\")\n", " print(error)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "EVALUATE MODEL\n", "
\n", "\n", "

Performance on Test Set

\n", "\n", "We can now evaluate the model's performance on the test-set. This function expects a batch of data, but we will just use one long time-series for the test-set, so we just expand the array-dimensionality to create a batch with that one sequence." ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1/1 [==============================]1/1 [==============================] - 4s 4s/step\n", "\n" ] } ], "source": [ "result = model.evaluate(x=np.expand_dims(x_test_scaled, axis=0),\n", " y=np.expand_dims(y_test_scaled, axis=0))" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loss (test-set): 0.0021468019112944603\n" ] } ], "source": [ "print(\"loss (test-set):\", result)" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "# If you have several metrics you can use this instead.\n", "if False:\n", " for res, metric in zip(result, model.metrics_names):\n", " print(\"{0}: {1:.3e}\".format(metric, res))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Generate Predictions

\n", "\n", "This helper-function plots the predicted and true output-signals." ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "def plot_comparison(start_idx, length=100, train=True):\n", " \"\"\"\n", " Plot the predicted and true output-signals.\n", " \n", " :param start_idx: Start-index for the time-series.\n", " :param length: Sequence-length to process and plot.\n", " :param train: Boolean whether to use training- or test-set.\n", " \"\"\"\n", " \n", " if train:\n", " # Use training-data.\n", " x = x_train_scaled\n", " y_true = y_train\n", " else:\n", " # Use test-data.\n", " x = x_test_scaled\n", " y_true = y_test\n", " \n", " # End-index for the sequences.\n", " end_idx = start_idx + length\n", " \n", " # Select the sequences from the given start-index and\n", " # of the given length.\n", " x = x[start_idx:end_idx]\n", " y_true = y_true[start_idx:end_idx]\n", " \n", " # Input-signals for the model.\n", " x = np.expand_dims(x, axis=0)\n", "\n", " # Use the model to predict the output-signals.\n", " y_pred = model.predict(x)\n", " \n", " # The output of the model is between 0 and 1.\n", " # Do an inverse map to get it back to the scale\n", " # of the original data-set.\n", " y_pred_rescaled = y_scaler.inverse_transform(y_pred[0])\n", " \n", " # For each output-signal.\n", " for signal in range(len(target_names)):\n", " # Get the output-signal predicted by the model.\n", " signal_pred = y_pred_rescaled[:, signal]\n", " \n", " # Get the true output-signal from the data-set.\n", " signal_true = y_true[:, signal]\n", "\n", " # Make the plotting-canvas bigger.\n", " plt.figure(figsize=(15,5))\n", " \n", " # Plot and compare the two signals.\n", " plt.plot(signal_true, label='true')\n", " plt.plot(signal_pred, label='pred')\n", " \n", " # Plot grey box for warmup-period.\n", " p = plt.axvspan(0, warmup_steps, facecolor='black', alpha=0.15)\n", " \n", " # Plot labels etc.\n", " plt.ylabel(target_names[signal])\n", " plt.legend()\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now plot an example of predicted output-signals. It is important to understand what these plots show, as they are actually a bit more complicated than you might think.\n", "\n", "These plots only show the output-signals and not the 20 input-signals used to predict the output-signals. The time-shift between the input-signals and the output-signals is held fixed in these plots. The model **always** predicts the output-signals e.g. 24 hours into the future (as defined in the `shift_steps` variable above). So the plot's x-axis merely shows how many time-steps of the input-signals have been seen by the predictive model so far.\n", "\n", "The prediction is not very accurate for the first 30-50 time-steps because the model has seen very little input-data at this point.\n", "The model generates a single time-step of output data for each time-step of the input-data, so when the model has only run for a few time-steps, it knows very little of the history of the input-signals and cannot make an accurate prediction. The model needs to \"warm up\" by processing perhaps 30-50 time-steps before its predicted output-signals can be used.\n", "\n", "That is why we ignore this \"warmup-period\" of 50 time-steps when calculating the mean-squared-error in the loss-function. The \"warmup-period\" is shown as a grey box in these plots.\n", "\n", "Let us start with an example from the training-data. This is data that the model has seen during training so it should perform reasonably well on this data." ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_comparison(start_idx=100000, length=1000, train=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model was able to predict the overall oscillations of the temperature quite well but the peaks were sometimes inaccurate. For the wind-speed, the overall oscillations are predicted reasonably well but the peaks are quite inaccurate. For the atmospheric pressure, the overall curve-shape has been predicted although there seems to be a slight lag and the predicted curve has a lot of noise compared to the smoothness of the original signal." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "STRANGE EXAMPLES\n", "
\n", "\n", "The following is another example from the training-set.\n", "\n", "Note how the temperature does not oscillate very much within each day (this plot shows almost 42 days). The temperature normally oscillates within each day, see e.g. the plot above where the daily temperature-oscillation is very clear. It is unclear whether this period had unusually stable temperature, or if perhaps there's a data-error." ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_comparison(start_idx=200000, length=1000, train=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a check, we can plot this signal directly from the resampled data-set, which looks similar." ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['Odense']['Temp'][200000:200000+1000].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot the same period from the original data that has not been resampled. It also looks similar.\n", "\n", "So either the temperature was unusually stable for a part of this period, or there is a data-error in the raw data that was obtained from the internet weather-database." ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_org = weather.load_original_data()\n", "df_org.xs('Odense')['Temp']['2002-12-23':'2003-02-04'].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Example from Test Set

\n", "\n", "Now consider an example from the test-set. The model has not seen this data during training.\n", "\n", "The temperature is predicted reasonably well, although the peaks are sometimes inaccurate.\n", "\n", "The wind-speed has not been predicted so well. The daily oscillation-frequency seems to match, but the center-level and the peaks are quite inaccurate. A guess would be that the wind-speed is difficult to predict from the given input data, so the model has merely learnt to output sinusoidal oscillations in the daily frequency and approximately at the right center-level.\n", "\n", "The atmospheric pressure is predicted reasonably well, except for a lag and a more noisy signal than the true time-series." ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_comparison(start_idx=200, length=1000, train=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "SUMMARY\n", "
\n", "\n", "This tutorial showed how to use a Recurrent Neural Network to predict several time-series from a number of input-signals. We used weather-data for 5 cities to predict tomorrow's weather for one of the cities.\n", "\n", "It worked reasonably well for predicting the temperature where the daily oscillations were predicted well, but the peaks were sometimes not predicted so accurately. The atmospheric pressure was also predicted reasonably well, although the predicted signal was more noisy and had a short lag. The wind-speed could not be predicted very well.\n", "\n", "You can use this method with different time-series but you should be careful to distinguish between *causation and correlation* in the data. The neural network may easily discover patterns in the data that are only temporary correlations which do not generalize well to unseen data.\n", "\n", "You should select input- and output-data where a *causal* relationship probably exists. You should have a lot of data available for training, and you should try and reduce the risk of over-fitting the model to the training-data, e.g. using early-stopping as we did in this tutorial." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "CHALLENGE\n", "
\n", "\n", "These are a few suggestions for exercises that may help improve your skills with TensorFlow. It is important to get hands-on experience with TensorFlow in order to learn how to use it properly.\n", "\n", "You may want to backup this Notebook before making any changes.\n", "\n", "* Remove the wind-speed from the target-data. Does it improve prediction for the temperature and pressure?\n", "* Train for more epochs, possibly with a lower learning-rate. Does it improve the performance on the test-set?\n", "* Try a different architecture for the neural network, e.g. higher or lower state-size for the GRU layer, more GRU layers, dense layers before and after the GRU layers, etc.\n", "* Use hyper-parameter optimization from Tutorial #19.\n", "* Try using longer and shorter sequences for the batch-generator.\n", "* Try and remove the city \"Odense\" from the input-signals.\n", "* Try and add last year's weather-data to the input-signals.\n", "* How good is the model at predicting the weather 3 or 7 days into the future?\n", "* Can you train a single model with the output-signals for multiple time-shifts, so that a single model predicts the weather in e.g. 1, 3 and 7 days.\n", "* Explain to a friend how the program works." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "LICENSE (MIT)\n", "
\n", "\n", "Copyright (c) 2018 by [Magnus Erik Hvass Pedersen](http://www.hvass-labs.org/)\n", "\n", "Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the \"Software\"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:\n", "\n", "The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.\n", "\n", "THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 1 }