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"cell_type": "markdown",
"metadata": {},
"source": [
"<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n",
"\n",
"# <!-- TITLE --> [SYNOP3] - Time series with RNN - 12h predictions\n",
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"<!-- DESC --> Episode 3: Attempt to predict in the longer term \n",
"<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n",
"\n",
"## Objectives :\n",
" - Prediction at 12:00\n",
" - Understand the principle of using reccurent neurons... and the limitations of our example !\n",
"\n",
"\n",
"SYNOP meteorological data, available at: https://public.opendatasoft.com\n",
"\n",
"## What we're going to do :\n",
"\n",
" - Read the data\n",
" - Make a reccurent prediction\n",
"\n",
"## Step 1 - Import and init\n",
"### 1.1 - Python"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
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"metadata": {},
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{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"FIDLE 2020 - Practical Work Module\n",
"Version : 0.5.0\n",
"Run time : Sunday 1 March 2020, 20:18:54\n",
"TensorFlow version : 2.0.0\n",
"Keras version : 2.2.4-tf\n"
]
}
],
"source": [
"import tensorflow as tf\n",
"from tensorflow import keras\n",
"from tensorflow.keras.callbacks import TensorBoard\n",
"from tensorflow.keras.preprocessing.sequence import TimeseriesGenerator\n",
"\n",
"import numpy as np\n",
"import math, random\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import pandas as pd\n",
"import h5py, json\n",
"import os,time,sys\n",
"\n",
"from importlib import reload\n",
"\n",
"sys.path.append('..')\n",
"import fidle.pwk as ooo\n",
"\n",
"ooo.init()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.2 - Where are we ? "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Well, we should be at HOME !\n",
"We are going to use: /home/pjluc/datasets/SYNOP\n"
]
}
],
"source": [
"place, dataset_dir = ooo.good_place( { 'GRICAD' : f'{os.getenv(\"SCRATCH_DIR\",\"\")}/PROJECTS/pr-fidle/datasets/SYNOP',\n",
" 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/SYNOP',\n",
" 'HOME' : f'{os.getenv(\"HOME\",\"\")}/datasets/SYNOP'} )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 2 - Read and prepare dataset\n",
"As before, in episode 2... ;-)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dataset : (29165, 14)\n",
"Train dataset : (25000, 12)\n",
"Test dataset : (4165, 12)\n"
]
}
],
"source": [
"dataset_filename = 'synop-LYS.csv'\n",
"schema_filename = 'synop.json'\n",
"train_len = 25000\n",
"features = ['tend', 'cod_tend', 'dd', 'ff', 'td', 'u', 'ww', 'pres', 'rafper', 'rr1', 'rr3', 'tc']\n",
"features_len = len(features)\n",
"\n",
"# ---- Read dataset\n",
"df = pd.read_csv(f'{dataset_dir}/{dataset_filename}', header=0, sep=';')\n",
"\n",
"# ---- Train / Test\n",
"dataset_train = df.loc[ :train_len-1, features ]\n",
"dataset_test = df.loc[train_len:, features ]\n",
"\n",
"# ---- Normalize, and convert to numpy array\n",
"mean = dataset_train.mean()\n",
"std = dataset_train.std()\n",
"dataset_train = np.array( (dataset_train - mean) / std )\n",
"dataset_test = np.array( (dataset_test - mean) / std )\n",
"\n",
"print('Dataset : ',df.shape)\n",
"print('Train dataset : ',dataset_train.shape)\n",
"print('Test dataset : ',dataset_test.shape)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 3 - Predict"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.1 - Load model"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"loaded_model = tf.keras.models.load_model('./run/models/best_model.h5')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.2 Make a 12h prediction"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
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\n",
"text/plain": [
"<Figure size 1080x1152 with 12 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sequence_len = 16\n",
"iterations = 4\n",
"\n",
"# ---- Initial sequence\n",
"\n",
"s=random.randint(0,len(dataset_test)-sequence_len-iterations)\n",
"\n",
"sequence_pred = dataset_test[s:s+sequence_len].copy()\n",
"sequence_true = dataset_test[s:s+sequence_len+iterations].copy()\n",
"\n",
"# ---- Iterate on 4 predictions\n",
"\n",
"sequence_pred=list(sequence_pred)\n",
"\n",
"for i in range(iterations):\n",
" sequence=sequence_pred[-sequence_len:]\n",
" pred = loaded_model.predict( np.array([sequence]) )\n",
" sequence_pred.append(pred[0])\n",
"\n",
"# ---- Extract the predictions \n",
"\n",
"pred=np.array(sequence_pred[-iterations:])\n",
" \n",
"# ---- Show result\n",
"\n",
"reload(ooo)\n",
"ooo.plot_multivariate_serie(sequence_true, predictions=pred, labels=features)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.3 Full prediction\n",
"#### Some cool functions that do the job"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [],
"source": [
"def denormalize(mean,std,seq):\n",
" nseq = seq.copy()\n",
" for i,s in enumerate(nseq):\n",
" s = s*std + mean\n",
" nseq[i]=s\n",
" return nseq\n",
"\n",
"\n",
"def get_prediction(dataset, model, iterations=4,sequence_len=16):\n",
"\n",
" # ---- Initial sequence\n",
"\n",
" s=random.randint(0,len(dataset)-sequence_len-iterations)\n",
"\n",
" sequence_pred = dataset[s:s+sequence_len].copy()\n",
" sequence_true = dataset[s:s+sequence_len+iterations].copy()\n",
"\n",
" # ---- Iterate\n",
"\n",
" sequence_pred=list(sequence_pred)\n",
"\n",
" for i in range(iterations):\n",
" sequence=sequence_pred[-sequence_len:]\n",
" pred = model.predict( np.array([sequence]) )\n",
" sequence_pred.append(pred[0])\n",
"\n",
" # ---- Extract the predictions \n",
"\n",
" pred=np.array(sequence_pred[-iterations:])\n",
"\n",
" # ---- De-normalization\n",
"\n",
" sequence_true = denormalize(mean,std, sequence_true)\n",
" pred = denormalize(mean,std, pred)\n",
"\n",
" return sequence_true,pred"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### And the result is..."
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 3024x2304 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
" \n",
"sequence_true, pred = get_prediction(dataset_test, loaded_model,iterations=4)\n",
"\n",
"feat=11\n",
"\n",
"reload(ooo)\n",
"ooo.plot_multivariate_serie(sequence_true, predictions=pred, labels=features, only_features=[feat],width=14, height=8)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"todo\">\n",
" What you can do:\n",
" <ul>\n",
" <li>Trying to increase the forecasting time</li>\n",
" <li>What could we do to try to improve our forecasts?</li>\n",
" </ul>\n",
"</div>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}