{
"cells": [
{
"cell_type": "markdown",
"id": "b9f22979",
"metadata": {},
"source": [
"# Deep learning examples\n",
"\n",
"[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/etna-team/etna/master?filepath=examples/202-NN_examples.ipynb)"
]
},
{
"cell_type": "markdown",
"id": "162e50a3",
"metadata": {},
"source": [
"This notebooks contains examples with neural network models.\n",
"\n",
"**Table of contents**\n",
"\n",
"* [Loading dataset](#chapter1) \n",
"* [Architecture](#chapter2)\n",
"* [Testing models](#chapter3)\n",
" * [Baseline](#section_3_1)\n",
" * [DeepAR](#section_3_2)\n",
" * [DeepARNative](#section_3_3)\n",
" * [TFT](#section_3_4)\n",
" * [TFTNative](#section_3_5)\n",
" * [RNN](#section_3_6)\n",
" * [MLP](#section_3_7)\n",
" * [Deep State Model](#section_3_8)\n",
" * [N-BEATS Model](#section_3_9)\n",
" * [PatchTS Model](#section_3_10)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "24acd388",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"!pip install \"etna[torch]\" -q"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "0eb5e69e",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import warnings\n",
"\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "a1a1a571",
"metadata": {
"pycharm": {
"is_executing": true
},
"tags": []
},
"outputs": [],
"source": [
"import random\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import torch\n",
"\n",
"from etna.analysis import plot_backtest\n",
"from etna.datasets.tsdataset import TSDataset\n",
"from etna.metrics import MAE\n",
"from etna.metrics import MAPE\n",
"from etna.metrics import SMAPE\n",
"from etna.models import SeasonalMovingAverageModel\n",
"from etna.pipeline import Pipeline\n",
"from etna.transforms import DateFlagsTransform\n",
"from etna.transforms import LabelEncoderTransform\n",
"from etna.transforms import LagTransform\n",
"from etna.transforms import LinearTrendTransform\n",
"from etna.transforms import SegmentEncoderTransform\n",
"from etna.transforms import StandardScalerTransform"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "7851ddcc",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def set_seed(seed: int = 42):\n",
" \"\"\"Set random seed for reproducibility.\"\"\"\n",
" random.seed(seed)\n",
" np.random.seed(seed)\n",
" torch.manual_seed(seed)\n",
" torch.cuda.manual_seed_all(seed)"
]
},
{
"cell_type": "markdown",
"id": "2d42f9d7",
"metadata": {},
"source": [
"## 1. Loading dataset "
]
},
{
"cell_type": "markdown",
"id": "89c2032b",
"metadata": {},
"source": [
"We are going to take some toy dataset. Let's load and look at it."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "bfe220cb",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
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"text/plain": [
" timestamp segment target\n",
"0 2019-01-01 segment_a 170\n",
"1 2019-01-02 segment_a 243\n",
"2 2019-01-03 segment_a 267\n",
"3 2019-01-04 segment_a 287\n",
"4 2019-01-05 segment_a 279"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(\"data/example_dataset.csv\")\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "470802a9",
"metadata": {},
"source": [
"Our library works with the special data structure `TSDataset`. Let's create it as it was done in \"Get started\" notebook."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "c1f7de68",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
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"text/plain": [
"segment segment_a segment_b segment_c segment_d\n",
"feature target target target target\n",
"timestamp \n",
"2019-01-01 170 102 92 238\n",
"2019-01-02 243 123 107 358\n",
"2019-01-03 267 130 103 366\n",
"2019-01-04 287 138 103 385\n",
"2019-01-05 279 137 104 384"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ts = TSDataset(df, freq=\"D\")\n",
"ts.head(5)"
]
},
{
"cell_type": "markdown",
"id": "75ef83d5",
"metadata": {},
"source": [
"## 2. Architecture "
]
},
{
"cell_type": "markdown",
"id": "9c587515",
"metadata": {},
"source": [
"Our library has two types of models:\n",
"\n",
"- Models from [PyTorch Forecasting](https://github.com/jdb78/pytorch-forecasting)\n",
"- Native models.\n",
"\n",
"First, let's describe the `pytorch-forecasting` models, because they require a special handling. There are two ways to use these models: default one and via using `PytorchForecastingDatasetBuilder` for using extra features. "
]
},
{
"cell_type": "markdown",
"id": "d20614e4",
"metadata": {},
"source": [
"To include extra features we use `PytorchForecastingDatasetBuilder` class.\n",
"\n",
"Let's look at it closer."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "f3ae2de0",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from etna.models.nn.utils import PytorchForecastingDatasetBuilder"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "af6a6035",
"metadata": {
"tags": []
},
"outputs": [
{
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"\u001b[0;34m\u001b[0m \u001b[0mmin_encoder_length\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mmin_prediction_idx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mmin_prediction_length\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mmax_prediction_length\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
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"\u001b[0;34m\u001b[0m \u001b[0mstatic_reals\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mList\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
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"\u001b[0;34m\u001b[0m \u001b[0mtime_varying_known_reals\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mList\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mtime_varying_unknown_categoricals\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mList\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mtime_varying_unknown_reals\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mList\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mvariable_groups\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mDict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mList\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mconstant_fill_strategy\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mDict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfloat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbool\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mallow_missing_timesteps\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mlags\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mDict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mList\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0madd_relative_time_idx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0madd_target_scales\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0madd_encoder_length\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mbool\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mtarget_normalizer\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpytorch_forecasting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencoders\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTorchNormalizer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpytorch_forecasting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencoders\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mNaNLabelEncoder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpytorch_forecasting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencoders\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEncoderNormalizer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mList\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpytorch_forecasting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencoders\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTorchNormalizer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpytorch_forecasting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencoders\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mNaNLabelEncoder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpytorch_forecasting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencoders\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEncoderNormalizer\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTuple\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpytorch_forecasting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencoders\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTorchNormalizer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpytorch_forecasting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencoders\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mNaNLabelEncoder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpytorch_forecasting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencoders\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEncoderNormalizer\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'auto'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mcategorical_encoders\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mDict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpytorch_forecasting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencoders\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mNaNLabelEncoder\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mscalers\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mDict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0msklearn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpreprocessing\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mStandardScaler\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msklearn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpreprocessing\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mRobustScaler\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpytorch_forecasting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencoders\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTorchNormalizer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpytorch_forecasting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencoders\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEncoderNormalizer\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mDocstring:\u001b[0m \n",
"Builder for PytorchForecasting dataset.\n",
"\n",
"Note\n",
"----\n",
"This class requires ``torch`` extension to be installed.\n",
"Read more about this at :ref:`installation page `.\n",
"\u001b[0;31mInit docstring:\u001b[0m\n",
"Init dataset builder.\n",
"\n",
"Parameters here is used for initialization of :py:class:`pytorch_forecasting.data.timeseries.TimeSeriesDataSet` object.\n",
"\u001b[0;31mFile:\u001b[0m /opt/conda/lib/python3.9/site-packages/etna/models/nn/utils.py\n",
"\u001b[0;31mType:\u001b[0m type\n",
"\u001b[0;31mSubclasses:\u001b[0m \n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"?PytorchForecastingDatasetBuilder"
]
},
{
"cell_type": "markdown",
"id": "27ecda43",
"metadata": {},
"source": [
"We can see a pretty scary signature, but don't panic, we will look at the most important parameters. \n",
"\n",
"* `time_varying_known_reals` — known real values that change across the time (real regressors), now it it necessary to add \"time_idx\" variable to the list;\n",
"* `time_varying_unknown_reals` — our real value target, set it to `[\"target\"]`;\n",
"* `max_prediction_length` — our horizon for forecasting;\n",
"* `max_encoder_length` — length of past context to use;\n",
"* `static_categoricals` — static categorical values, for example, if we use multiple segments it can be some its characteristics including identifier: \"segment\";\n",
"* `time_varying_known_categoricals` — known categorical values that change across the time (categorical regressors);\n",
"* `target_normalizer` — class for normalization targets across different segments."
]
},
{
"cell_type": "markdown",
"id": "fadba04d",
"metadata": {},
"source": [
"Our library currently supports these `pytorch-forecasting` models:\n",
"\n",
"* [DeepAR](https://arxiv.org/abs/1704.04110) (will be removed in version 3.0),\n",
"* [TFT](https://arxiv.org/abs/1912.09363) (will be removed in version 3.0)."
]
},
{
"cell_type": "markdown",
"id": "abb65f7e",
"metadata": {},
"source": [
"As for the native neural network models, they are simpler to use, because they don't require `PytorchForecastingTransform`. We will see how to use them on examples."
]
},
{
"cell_type": "markdown",
"id": "c7386070",
"metadata": {},
"source": [
"## 3. Testing models "
]
},
{
"cell_type": "markdown",
"id": "05724e0f",
"metadata": {},
"source": [
"In this section we will test our models on example."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "fbb2c279-f505-4f1b-b0e3-5e94369f9673",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"HORIZON = 7\n",
"metrics = [SMAPE(), MAPE(), MAE()]"
]
},
{
"cell_type": "markdown",
"id": "256c596c",
"metadata": {},
"source": [
"### 3.1 Baseline "
]
},
{
"cell_type": "markdown",
"id": "95c7df2f",
"metadata": {},
"source": [
"For comparison let's train some simple model as a baseline."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "050894a6",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"model_sma = SeasonalMovingAverageModel(window=5, seasonality=7)\n",
"linear_trend_transform = LinearTrendTransform(in_column=\"target\")\n",
"\n",
"pipeline_sma = Pipeline(model=model_sma, horizon=HORIZON, transforms=[linear_trend_transform])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "281d0708",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.2s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.3s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.3s\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.2s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.4s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.4s\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.2s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.2s\n"
]
}
],
"source": [
"metrics_sma, forecast_sma, fold_info_sma = pipeline_sma.backtest(ts, metrics=metrics, n_folds=3, n_jobs=1)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "0f69745f",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
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" \n",
" \n",
" | \n",
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" SMAPE | \n",
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" MAE | \n",
" fold_number | \n",
"
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" \n",
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" 0 | \n",
" segment_a | \n",
" 6.343943 | \n",
" 6.124296 | \n",
" 33.196532 | \n",
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"
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" \n",
" 0 | \n",
" segment_a | \n",
" 5.346946 | \n",
" 5.192455 | \n",
" 27.938101 | \n",
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"
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" \n",
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" 7.510347 | \n",
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" 7.178822 | \n",
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" 17.818102 | \n",
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"
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" \n",
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" 5.672504 | \n",
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"
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" \n",
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" segment_b | \n",
" 3.327846 | \n",
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"
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"
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" 19.347565 | \n",
" 2 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" segment SMAPE MAPE MAE fold_number\n",
"0 segment_a 6.343943 6.124296 33.196532 0\n",
"0 segment_a 5.346946 5.192455 27.938101 1\n",
"0 segment_a 7.510347 7.189999 40.028565 2\n",
"1 segment_b 7.178822 6.920176 17.818102 0\n",
"1 segment_b 5.672504 5.554555 13.719200 1\n",
"1 segment_b 3.327846 3.359712 7.680919 2\n",
"2 segment_c 6.430429 6.200580 10.877718 0\n",
"2 segment_c 5.947090 5.727531 10.701336 1\n",
"2 segment_c 6.186545 5.943679 11.359563 2\n",
"3 segment_d 4.707899 4.644170 39.918646 0\n",
"3 segment_d 5.403426 5.600978 43.047332 1\n",
"3 segment_d 2.505279 2.543719 19.347565 2"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metrics_sma"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "6f64f190",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average SMAPE for Seasonal MA: 5.547\n"
]
}
],
"source": [
"score = metrics_sma[\"SMAPE\"].mean()\n",
"print(f\"Average SMAPE for Seasonal MA: {score:.3f}\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "7230ecd5",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_backtest(forecast_sma, ts, history_len=20)"
]
},
{
"cell_type": "markdown",
"id": "36dd3eed",
"metadata": {},
"source": [
"### 3.2 DeepAR "
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "6508ca4a",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from etna.models.nn import DeepARModel"
]
},
{
"cell_type": "markdown",
"id": "c9b2e565",
"metadata": {},
"source": [
"Before training let's fix seeds for reproducibility."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "ecdac443",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"set_seed()"
]
},
{
"cell_type": "markdown",
"id": "05c89acc",
"metadata": {},
"source": [
"#### Default way"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "6a0ff471",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"model_deepar = DeepARModel(\n",
" encoder_length=HORIZON,\n",
" decoder_length=HORIZON,\n",
" trainer_params=dict(max_epochs=20, gradient_clip_val=0.1),\n",
" lr=0.01,\n",
" train_batch_size=16,\n",
")\n",
"metrics = [SMAPE(), MAPE(), MAE()]\n",
"\n",
"pipeline_deepar = Pipeline(model=model_deepar, horizon=HORIZON)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "9c2f9f12",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"------------------------------------------------------------------\n",
"0 | loss | NormalDistributionLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | embeddings | MultiEmbedding | 0 \n",
"3 | rnn | LSTM | 1.6 K \n",
"4 | distribution_projector | Linear | 22 \n",
"------------------------------------------------------------------\n",
"1.6 K Trainable params\n",
"0 Non-trainable params\n",
"1.6 K Total params\n",
"0.006 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d9b195ba44ee4b81978b3753fe9e67b1",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=20` reached.\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 54.2s\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"------------------------------------------------------------------\n",
"0 | loss | NormalDistributionLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | embeddings | MultiEmbedding | 0 \n",
"3 | rnn | LSTM | 1.6 K \n",
"4 | distribution_projector | Linear | 22 \n",
"------------------------------------------------------------------\n",
"1.6 K Trainable params\n",
"0 Non-trainable params\n",
"1.6 K Total params\n",
"0.006 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "9eb4d5e43cd74e698388713751bbb833",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=20` reached.\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 1.8min\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"------------------------------------------------------------------\n",
"0 | loss | NormalDistributionLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | embeddings | MultiEmbedding | 0 \n",
"3 | rnn | LSTM | 1.6 K \n",
"4 | distribution_projector | Linear | 22 \n",
"------------------------------------------------------------------\n",
"1.6 K Trainable params\n",
"0 Non-trainable params\n",
"1.6 K Total params\n",
"0.006 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "1b89ae57357947f2abd567d717b74c8c",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=20` reached.\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 2.7min\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 2.7min\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.2s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.3s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.4s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.4s\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.0s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n"
]
}
],
"source": [
"metrics_deepar, forecast_deepar, fold_info_deepar = pipeline_deepar.backtest(ts, metrics=metrics, n_folds=3, n_jobs=1)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "6f0b85d2",
"metadata": {
"tags": []
},
"outputs": [
{
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\n",
" \n",
" 3 | \n",
" segment_d | \n",
" 3.536986 | \n",
" 3.587421 | \n",
" 27.874773 | \n",
" 1 | \n",
"
\n",
" \n",
" 3 | \n",
" segment_d | \n",
" 6.445379 | \n",
" 6.539991 | \n",
" 50.958557 | \n",
" 2 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" segment SMAPE MAPE MAE fold_number\n",
"0 segment_a 11.991780 11.136381 60.220559 0\n",
"0 segment_a 3.738702 3.802561 19.429988 1\n",
"0 segment_a 9.372203 9.128006 47.781721 2\n",
"1 segment_b 8.085429 7.699512 20.147574 0\n",
"1 segment_b 4.951003 4.924274 11.986943 1\n",
"1 segment_b 5.498260 5.821215 12.443900 2\n",
"2 segment_c 5.561443 5.633259 9.442315 0\n",
"2 segment_c 7.060727 6.841533 12.387767 1\n",
"2 segment_c 5.387421 5.496503 9.709660 2\n",
"3 segment_d 6.425421 6.287131 55.566650 0\n",
"3 segment_d 3.536986 3.587421 27.874773 1\n",
"3 segment_d 6.445379 6.539991 50.958557 2"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metrics_deepar"
]
},
{
"cell_type": "markdown",
"id": "e0a59db0",
"metadata": {},
"source": [
"To summarize it we will take mean value of SMAPE metric because it is scale tolerant."
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "4c1754b2",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average SMAPE for DeepAR: 6.505\n"
]
}
],
"source": [
"score = metrics_deepar[\"SMAPE\"].mean()\n",
"print(f\"Average SMAPE for DeepAR: {score:.3f}\")"
]
},
{
"cell_type": "markdown",
"id": "47aec20a",
"metadata": {},
"source": [
"#### Dataset Builder: creating dataset for DeepAR with etxtra features."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "8ba0459d",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from pytorch_forecasting.data import GroupNormalizer\n",
"\n",
"num_lags = 10\n",
"\n",
"transform_date = DateFlagsTransform(\n",
" day_number_in_week=True,\n",
" day_number_in_month=False,\n",
" day_number_in_year=False,\n",
" week_number_in_month=False,\n",
" week_number_in_year=False,\n",
" month_number_in_year=False,\n",
" season_number=False,\n",
" year_number=False,\n",
" is_weekend=False,\n",
" out_column=\"dateflag\",\n",
")\n",
"transform_lag = LagTransform(\n",
" in_column=\"target\",\n",
" lags=[HORIZON + i for i in range(num_lags)],\n",
" out_column=\"target_lag\",\n",
")\n",
"lag_columns = [f\"target_lag_{HORIZON+i}\" for i in range(num_lags)]\n",
"\n",
"dataset_builder_deepar = PytorchForecastingDatasetBuilder(\n",
" max_encoder_length=HORIZON,\n",
" max_prediction_length=HORIZON,\n",
" time_varying_known_reals=[\"time_idx\"] + lag_columns,\n",
" time_varying_unknown_reals=[\"target\"],\n",
" time_varying_known_categoricals=[\"dateflag_day_number_in_week\"],\n",
" target_normalizer=GroupNormalizer(groups=[\"segment\"]),\n",
")"
]
},
{
"cell_type": "markdown",
"id": "3374d004",
"metadata": {},
"source": [
"Now we are going to start backtest."
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "8155fe9a",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"set_seed()\n",
"\n",
"model_deepar = DeepARModel(\n",
" dataset_builder=dataset_builder_deepar,\n",
" trainer_params=dict(max_epochs=20, gradient_clip_val=0.1),\n",
" lr=0.01,\n",
" train_batch_size=16,\n",
")\n",
"\n",
"pipeline_deepar = Pipeline(\n",
" model=model_deepar,\n",
" horizon=HORIZON,\n",
" transforms=[transform_lag, transform_date],\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "8db99bbb",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"------------------------------------------------------------------\n",
"0 | loss | NormalDistributionLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | embeddings | MultiEmbedding | 35 \n",
"3 | rnn | LSTM | 2.2 K \n",
"4 | distribution_projector | Linear | 22 \n",
"------------------------------------------------------------------\n",
"2.3 K Trainable params\n",
"0 Non-trainable params\n",
"2.3 K Total params\n",
"0.009 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "4c47836d9de84d6d8836a7d0804795dd",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=20` reached.\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 52.0s\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"------------------------------------------------------------------\n",
"0 | loss | NormalDistributionLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | embeddings | MultiEmbedding | 35 \n",
"3 | rnn | LSTM | 2.2 K \n",
"4 | distribution_projector | Linear | 22 \n",
"------------------------------------------------------------------\n",
"2.3 K Trainable params\n",
"0 Non-trainable params\n",
"2.3 K Total params\n",
"0.009 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "adb28b276ed045f8bfe395a500a13655",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=20` reached.\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 1.8min\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"------------------------------------------------------------------\n",
"0 | loss | NormalDistributionLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | embeddings | MultiEmbedding | 35 \n",
"3 | rnn | LSTM | 2.2 K \n",
"4 | distribution_projector | Linear | 22 \n",
"------------------------------------------------------------------\n",
"2.3 K Trainable params\n",
"0 Non-trainable params\n",
"2.3 K Total params\n",
"0.009 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "15f060c864574bc4882a5d295d264bb5",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=20` reached.\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 2.7min\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 2.7min\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.2s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.4s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.7s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.7s\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.0s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n"
]
}
],
"source": [
"metrics_deepar, forecast_deepar, fold_info_deepar = pipeline_deepar.backtest(ts, metrics=metrics, n_folds=3, n_jobs=1)"
]
},
{
"cell_type": "markdown",
"id": "74601763",
"metadata": {},
"source": [
"Let's compare results across different segments."
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "b9593244",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" segment | \n",
" SMAPE | \n",
" MAPE | \n",
" MAE | \n",
" fold_number | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" segment_a | \n",
" 6.805589 | \n",
" 6.531080 | \n",
" 35.181074 | \n",
" 0 | \n",
"
\n",
" \n",
" 0 | \n",
" segment_a | \n",
" 3.220955 | \n",
" 3.193370 | \n",
" 16.990396 | \n",
" 1 | \n",
"
\n",
" \n",
" 0 | \n",
" segment_a | \n",
" 6.250621 | \n",
" 5.970211 | \n",
" 33.195578 | \n",
" 2 | \n",
"
\n",
" \n",
" 1 | \n",
" segment_b | \n",
" 7.510025 | \n",
" 7.240365 | \n",
" 18.528839 | \n",
" 0 | \n",
"
\n",
" \n",
" 1 | \n",
" segment_b | \n",
" 3.394227 | \n",
" 3.402080 | \n",
" 8.272507 | \n",
" 1 | \n",
"
\n",
" \n",
" 1 | \n",
" segment_b | \n",
" 2.550606 | \n",
" 2.556617 | \n",
" 6.122042 | \n",
" 2 | \n",
"
\n",
" \n",
" 2 | \n",
" segment_c | \n",
" 2.711822 | \n",
" 2.738570 | \n",
" 4.532950 | \n",
" 0 | \n",
"
\n",
" \n",
" 2 | \n",
" segment_c | \n",
" 4.593303 | \n",
" 4.459809 | \n",
" 8.320413 | \n",
" 1 | \n",
"
\n",
" \n",
" 2 | \n",
" segment_c | \n",
" 4.944583 | \n",
" 4.842134 | \n",
" 9.074206 | \n",
" 2 | \n",
"
\n",
" \n",
" 3 | \n",
" segment_d | \n",
" 5.825117 | \n",
" 5.610581 | \n",
" 51.673697 | \n",
" 0 | \n",
"
\n",
" \n",
" 3 | \n",
" segment_d | \n",
" 4.951742 | \n",
" 5.077606 | \n",
" 39.208156 | \n",
" 1 | \n",
"
\n",
" \n",
" 3 | \n",
" segment_d | \n",
" 5.460450 | \n",
" 5.284514 | \n",
" 46.397400 | \n",
" 2 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" segment SMAPE MAPE MAE fold_number\n",
"0 segment_a 6.805589 6.531080 35.181074 0\n",
"0 segment_a 3.220955 3.193370 16.990396 1\n",
"0 segment_a 6.250621 5.970211 33.195578 2\n",
"1 segment_b 7.510025 7.240365 18.528839 0\n",
"1 segment_b 3.394227 3.402080 8.272507 1\n",
"1 segment_b 2.550606 2.556617 6.122042 2\n",
"2 segment_c 2.711822 2.738570 4.532950 0\n",
"2 segment_c 4.593303 4.459809 8.320413 1\n",
"2 segment_c 4.944583 4.842134 9.074206 2\n",
"3 segment_d 5.825117 5.610581 51.673697 0\n",
"3 segment_d 4.951742 5.077606 39.208156 1\n",
"3 segment_d 5.460450 5.284514 46.397400 2"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metrics_deepar"
]
},
{
"cell_type": "markdown",
"id": "cedec84a",
"metadata": {},
"source": [
"To summarize it we will take mean value of SMAPE metric because it is scale tolerant."
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "4d116bf5",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average SMAPE for DeepAR: 4.852\n"
]
}
],
"source": [
"score = metrics_deepar[\"SMAPE\"].mean()\n",
"print(f\"Average SMAPE for DeepAR: {score:.3f}\")"
]
},
{
"cell_type": "markdown",
"id": "b2723da5",
"metadata": {},
"source": [
"Visualize results."
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "18f26270",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_backtest(forecast_deepar, ts, history_len=20)"
]
},
{
"cell_type": "markdown",
"id": "117818d5",
"metadata": {},
"source": [
"### 3.3 DeepARNative "
]
},
{
"cell_type": "markdown",
"id": "8386773f",
"metadata": {},
"source": [
"It is recommended to use our native implementation of DeepAR, we will remove Pytorch Forecasting version in etna 3.0.0."
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "0b7ccf0b",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from etna.models.nn import DeepARNativeModel"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "6f9138ec",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"num_lags = 7\n",
"\n",
"scaler = StandardScalerTransform(in_column=\"target\")\n",
"transform_date = DateFlagsTransform(\n",
" day_number_in_week=True,\n",
" day_number_in_month=False,\n",
" day_number_in_year=False,\n",
" week_number_in_month=False,\n",
" week_number_in_year=False,\n",
" month_number_in_year=False,\n",
" season_number=False,\n",
" year_number=False,\n",
" is_weekend=False,\n",
" out_column=\"dateflag\",\n",
")\n",
"transform_lag = LagTransform(\n",
" in_column=\"target\",\n",
" lags=[HORIZON + i for i in range(num_lags)],\n",
" out_column=\"target_lag\",\n",
")\n",
"label_encoder = LabelEncoderTransform(\n",
" in_column=\"dateflag_day_number_in_week\", strategy=\"none\", out_column=\"dateflag_day_number_in_week_label\"\n",
")\n",
"\n",
"embedding_sizes = {\"dateflag_day_number_in_week_label\": (7, 7)}"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "05603fa0",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"set_seed()\n",
"\n",
"model_deepar_native = DeepARNativeModel(\n",
" input_size=num_lags + 1,\n",
" encoder_length=2 * HORIZON,\n",
" decoder_length=HORIZON,\n",
" embedding_sizes=embedding_sizes,\n",
" lr=0.01,\n",
" scale=False,\n",
" n_samples=100,\n",
" trainer_params=dict(max_epochs=2),\n",
")\n",
"\n",
"pipeline_deepar_native = Pipeline(\n",
" model=model_deepar_native,\n",
" horizon=HORIZON,\n",
" transforms=[scaler, transform_lag, transform_date, label_encoder],\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "4a5ffd02",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------\n",
"0 | loss | GaussianLoss | 0 \n",
"1 | embedding | MultiEmbedding | 56 \n",
"2 | rnn | LSTM | 4.3 K \n",
"3 | projection | ModuleDict | 34 \n",
"----------------------------------------------\n",
"4.4 K Trainable params\n",
"0 Non-trainable params\n",
"4.4 K Total params\n",
"0.018 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "5442923f52c84b1ea8acb54500bf04a4",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=2` reached.\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 3.3s\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------\n",
"0 | loss | GaussianLoss | 0 \n",
"1 | embedding | MultiEmbedding | 56 \n",
"2 | rnn | LSTM | 4.3 K \n",
"3 | projection | ModuleDict | 34 \n",
"----------------------------------------------\n",
"4.4 K Trainable params\n",
"0 Non-trainable params\n",
"4.4 K Total params\n",
"0.018 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "479f9950b91f4ce48c36f844663916fc",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=2` reached.\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 6.9s\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------\n",
"0 | loss | GaussianLoss | 0 \n",
"1 | embedding | MultiEmbedding | 56 \n",
"2 | rnn | LSTM | 4.3 K \n",
"3 | projection | ModuleDict | 34 \n",
"----------------------------------------------\n",
"4.4 K Trainable params\n",
"0 Non-trainable params\n",
"4.4 K Total params\n",
"0.018 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "0a9ee430215243078ff3c03965813765",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=2` reached.\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 10.5s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 10.5s\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.9s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 1.8s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 2.7s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 2.7s\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.0s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n"
]
}
],
"source": [
"metrics_deepar_native, forecast_deepar_native, fold_info_deepar_native = pipeline_deepar_native.backtest(\n",
" ts, metrics=metrics, n_folds=3, n_jobs=1\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "a734141b",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average SMAPE for DeepARNative: 5.816\n"
]
}
],
"source": [
"score = metrics_deepar_native[\"SMAPE\"].mean()\n",
"print(f\"Average SMAPE for DeepARNative: {score:.3f}\")"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "9e94e589",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_backtest(forecast_deepar_native, ts, history_len=20)"
]
},
{
"cell_type": "markdown",
"id": "a25e4cf9",
"metadata": {},
"source": [
"### 3.4 TFT "
]
},
{
"cell_type": "markdown",
"id": "d6ccd1c0",
"metadata": {},
"source": [
"Let's move to the next model."
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "c0be020d",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from etna.models.nn import TFTModel"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "7cf6c22c",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"set_seed()"
]
},
{
"cell_type": "markdown",
"id": "ab88eb6b",
"metadata": {},
"source": [
"#### Default way"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "f8ff5dbe",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"model_tft = TFTModel(\n",
" encoder_length=2 * HORIZON,\n",
" decoder_length=HORIZON,\n",
" trainer_params=dict(max_epochs=60, gradient_clip_val=0.1),\n",
" lr=0.01,\n",
" train_batch_size=32,\n",
")\n",
"\n",
"pipeline_tft = Pipeline(\n",
" model=model_tft,\n",
" horizon=HORIZON,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "345b5b66",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------------------------------------------------\n",
"0 | loss | QuantileLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | input_embeddings | MultiEmbedding | 0 \n",
"3 | prescalers | ModuleDict | 96 \n",
"4 | static_variable_selection | VariableSelectionNetwork | 1.7 K \n",
"5 | encoder_variable_selection | VariableSelectionNetwork | 1.8 K \n",
"6 | decoder_variable_selection | VariableSelectionNetwork | 1.2 K \n",
"7 | static_context_variable_selection | GatedResidualNetwork | 1.1 K \n",
"8 | static_context_initial_hidden_lstm | GatedResidualNetwork | 1.1 K \n",
"9 | static_context_initial_cell_lstm | GatedResidualNetwork | 1.1 K \n",
"10 | static_context_enrichment | GatedResidualNetwork | 1.1 K \n",
"11 | lstm_encoder | LSTM | 2.2 K \n",
"12 | lstm_decoder | LSTM | 2.2 K \n",
"13 | post_lstm_gate_encoder | GatedLinearUnit | 544 \n",
"14 | post_lstm_add_norm_encoder | AddNorm | 32 \n",
"15 | static_enrichment | GatedResidualNetwork | 1.4 K \n",
"16 | multihead_attn | InterpretableMultiHeadAttention | 676 \n",
"17 | post_attn_gate_norm | GateAddNorm | 576 \n",
"18 | pos_wise_ff | GatedResidualNetwork | 1.1 K \n",
"19 | pre_output_gate_norm | GateAddNorm | 576 \n",
"20 | output_layer | Linear | 119 \n",
"----------------------------------------------------------------------------------------\n",
"18.4 K Trainable params\n",
"0 Non-trainable params\n",
"18.4 K Total params\n",
"0.074 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "aeb4cf07cf1d4fcb98bb7f3be066baee",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=60` reached.\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 2.3min\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------------------------------------------------\n",
"0 | loss | QuantileLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | input_embeddings | MultiEmbedding | 0 \n",
"3 | prescalers | ModuleDict | 96 \n",
"4 | static_variable_selection | VariableSelectionNetwork | 1.7 K \n",
"5 | encoder_variable_selection | VariableSelectionNetwork | 1.8 K \n",
"6 | decoder_variable_selection | VariableSelectionNetwork | 1.2 K \n",
"7 | static_context_variable_selection | GatedResidualNetwork | 1.1 K \n",
"8 | static_context_initial_hidden_lstm | GatedResidualNetwork | 1.1 K \n",
"9 | static_context_initial_cell_lstm | GatedResidualNetwork | 1.1 K \n",
"10 | static_context_enrichment | GatedResidualNetwork | 1.1 K \n",
"11 | lstm_encoder | LSTM | 2.2 K \n",
"12 | lstm_decoder | LSTM | 2.2 K \n",
"13 | post_lstm_gate_encoder | GatedLinearUnit | 544 \n",
"14 | post_lstm_add_norm_encoder | AddNorm | 32 \n",
"15 | static_enrichment | GatedResidualNetwork | 1.4 K \n",
"16 | multihead_attn | InterpretableMultiHeadAttention | 676 \n",
"17 | post_attn_gate_norm | GateAddNorm | 576 \n",
"18 | pos_wise_ff | GatedResidualNetwork | 1.1 K \n",
"19 | pre_output_gate_norm | GateAddNorm | 576 \n",
"20 | output_layer | Linear | 119 \n",
"----------------------------------------------------------------------------------------\n",
"18.4 K Trainable params\n",
"0 Non-trainable params\n",
"18.4 K Total params\n",
"0.074 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "8bf1f2efe8234b32b4a2ac27e7e166a3",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=60` reached.\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 4.8min\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------------------------------------------------\n",
"0 | loss | QuantileLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | input_embeddings | MultiEmbedding | 0 \n",
"3 | prescalers | ModuleDict | 96 \n",
"4 | static_variable_selection | VariableSelectionNetwork | 1.7 K \n",
"5 | encoder_variable_selection | VariableSelectionNetwork | 1.8 K \n",
"6 | decoder_variable_selection | VariableSelectionNetwork | 1.2 K \n",
"7 | static_context_variable_selection | GatedResidualNetwork | 1.1 K \n",
"8 | static_context_initial_hidden_lstm | GatedResidualNetwork | 1.1 K \n",
"9 | static_context_initial_cell_lstm | GatedResidualNetwork | 1.1 K \n",
"10 | static_context_enrichment | GatedResidualNetwork | 1.1 K \n",
"11 | lstm_encoder | LSTM | 2.2 K \n",
"12 | lstm_decoder | LSTM | 2.2 K \n",
"13 | post_lstm_gate_encoder | GatedLinearUnit | 544 \n",
"14 | post_lstm_add_norm_encoder | AddNorm | 32 \n",
"15 | static_enrichment | GatedResidualNetwork | 1.4 K \n",
"16 | multihead_attn | InterpretableMultiHeadAttention | 676 \n",
"17 | post_attn_gate_norm | GateAddNorm | 576 \n",
"18 | pos_wise_ff | GatedResidualNetwork | 1.1 K \n",
"19 | pre_output_gate_norm | GateAddNorm | 576 \n",
"20 | output_layer | Linear | 119 \n",
"----------------------------------------------------------------------------------------\n",
"18.4 K Trainable params\n",
"0 Non-trainable params\n",
"18.4 K Total params\n",
"0.074 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "de6742c92b0e494f8721dda8800bc409",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=60` reached.\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 7.3min\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 7.3min\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.2s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.3s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.3s\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.0s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n"
]
}
],
"source": [
"metrics_tft, forecast_tft, fold_info_tft = pipeline_tft.backtest(ts, metrics=metrics, n_folds=3, n_jobs=1)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "5f1584a9",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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" segment SMAPE MAPE MAE fold_number\n",
"0 segment_a 48.136045 38.466858 207.882860 0\n",
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"0 segment_a 78.258300 56.042976 307.516689 2\n",
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"3 segment_d 111.788257 71.553335 610.088037 2"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metrics_tft"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "7e12b3fe",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average SMAPE for TFT: 43.856\n"
]
}
],
"source": [
"score = metrics_tft[\"SMAPE\"].mean()\n",
"print(f\"Average SMAPE for TFT: {score:.3f}\")"
]
},
{
"cell_type": "markdown",
"id": "958a8645",
"metadata": {},
"source": [
"#### Dataset Builder"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "73035657",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"set_seed()\n",
"\n",
"num_lags = 10\n",
"lag_columns = [f\"target_lag_{HORIZON+i}\" for i in range(num_lags)]\n",
"\n",
"transform_date = DateFlagsTransform(day_number_in_week=True, day_number_in_month=False, out_column=\"dateflag\")\n",
"transform_lag = LagTransform(\n",
" in_column=\"target\",\n",
" lags=[HORIZON + i for i in range(num_lags)],\n",
" out_column=\"target_lag\",\n",
")\n",
"\n",
"dataset_builder_tft = PytorchForecastingDatasetBuilder(\n",
" max_encoder_length=HORIZON,\n",
" max_prediction_length=HORIZON,\n",
" time_varying_known_reals=[\"time_idx\"],\n",
" time_varying_unknown_reals=[\"target\"],\n",
" time_varying_known_categoricals=[\"dateflag_day_number_in_week\"],\n",
" static_categoricals=[\"segment\"],\n",
" target_normalizer=GroupNormalizer(groups=[\"segment\"]),\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "45f08ec8",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"model_tft = TFTModel(\n",
" dataset_builder=dataset_builder_tft,\n",
" trainer_params=dict(max_epochs=50, gradient_clip_val=0.1),\n",
" lr=0.01,\n",
" train_batch_size=32,\n",
")\n",
"\n",
"pipeline_tft = Pipeline(\n",
" model=model_tft,\n",
" horizon=HORIZON,\n",
" transforms=[transform_lag, transform_date],\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "88e611f7",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------------------------------------------------\n",
"0 | loss | QuantileLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | input_embeddings | MultiEmbedding | 47 \n",
"3 | prescalers | ModuleDict | 96 \n",
"4 | static_variable_selection | VariableSelectionNetwork | 1.8 K \n",
"5 | encoder_variable_selection | VariableSelectionNetwork | 1.9 K \n",
"6 | decoder_variable_selection | VariableSelectionNetwork | 1.3 K \n",
"7 | static_context_variable_selection | GatedResidualNetwork | 1.1 K \n",
"8 | static_context_initial_hidden_lstm | GatedResidualNetwork | 1.1 K \n",
"9 | static_context_initial_cell_lstm | GatedResidualNetwork | 1.1 K \n",
"10 | static_context_enrichment | GatedResidualNetwork | 1.1 K \n",
"11 | lstm_encoder | LSTM | 2.2 K \n",
"12 | lstm_decoder | LSTM | 2.2 K \n",
"13 | post_lstm_gate_encoder | GatedLinearUnit | 544 \n",
"14 | post_lstm_add_norm_encoder | AddNorm | 32 \n",
"15 | static_enrichment | GatedResidualNetwork | 1.4 K \n",
"16 | multihead_attn | InterpretableMultiHeadAttention | 676 \n",
"17 | post_attn_gate_norm | GateAddNorm | 576 \n",
"18 | pos_wise_ff | GatedResidualNetwork | 1.1 K \n",
"19 | pre_output_gate_norm | GateAddNorm | 576 \n",
"20 | output_layer | Linear | 119 \n",
"----------------------------------------------------------------------------------------\n",
"18.9 K Trainable params\n",
"0 Non-trainable params\n",
"18.9 K Total params\n",
"0.075 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "9d34a81d28ad4b8bbba21fae2ce321b2",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=50` reached.\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 2.5min\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------------------------------------------------\n",
"0 | loss | QuantileLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | input_embeddings | MultiEmbedding | 47 \n",
"3 | prescalers | ModuleDict | 96 \n",
"4 | static_variable_selection | VariableSelectionNetwork | 1.8 K \n",
"5 | encoder_variable_selection | VariableSelectionNetwork | 1.9 K \n",
"6 | decoder_variable_selection | VariableSelectionNetwork | 1.3 K \n",
"7 | static_context_variable_selection | GatedResidualNetwork | 1.1 K \n",
"8 | static_context_initial_hidden_lstm | GatedResidualNetwork | 1.1 K \n",
"9 | static_context_initial_cell_lstm | GatedResidualNetwork | 1.1 K \n",
"10 | static_context_enrichment | GatedResidualNetwork | 1.1 K \n",
"11 | lstm_encoder | LSTM | 2.2 K \n",
"12 | lstm_decoder | LSTM | 2.2 K \n",
"13 | post_lstm_gate_encoder | GatedLinearUnit | 544 \n",
"14 | post_lstm_add_norm_encoder | AddNorm | 32 \n",
"15 | static_enrichment | GatedResidualNetwork | 1.4 K \n",
"16 | multihead_attn | InterpretableMultiHeadAttention | 676 \n",
"17 | post_attn_gate_norm | GateAddNorm | 576 \n",
"18 | pos_wise_ff | GatedResidualNetwork | 1.1 K \n",
"19 | pre_output_gate_norm | GateAddNorm | 576 \n",
"20 | output_layer | Linear | 119 \n",
"----------------------------------------------------------------------------------------\n",
"18.9 K Trainable params\n",
"0 Non-trainable params\n",
"18.9 K Total params\n",
"0.075 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "428306c5f03f49fca7d51857696da9ee",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=50` reached.\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 5.2min\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------------------------------------------------\n",
"0 | loss | QuantileLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | input_embeddings | MultiEmbedding | 47 \n",
"3 | prescalers | ModuleDict | 96 \n",
"4 | static_variable_selection | VariableSelectionNetwork | 1.8 K \n",
"5 | encoder_variable_selection | VariableSelectionNetwork | 1.9 K \n",
"6 | decoder_variable_selection | VariableSelectionNetwork | 1.3 K \n",
"7 | static_context_variable_selection | GatedResidualNetwork | 1.1 K \n",
"8 | static_context_initial_hidden_lstm | GatedResidualNetwork | 1.1 K \n",
"9 | static_context_initial_cell_lstm | GatedResidualNetwork | 1.1 K \n",
"10 | static_context_enrichment | GatedResidualNetwork | 1.1 K \n",
"11 | lstm_encoder | LSTM | 2.2 K \n",
"12 | lstm_decoder | LSTM | 2.2 K \n",
"13 | post_lstm_gate_encoder | GatedLinearUnit | 544 \n",
"14 | post_lstm_add_norm_encoder | AddNorm | 32 \n",
"15 | static_enrichment | GatedResidualNetwork | 1.4 K \n",
"16 | multihead_attn | InterpretableMultiHeadAttention | 676 \n",
"17 | post_attn_gate_norm | GateAddNorm | 576 \n",
"18 | pos_wise_ff | GatedResidualNetwork | 1.1 K \n",
"19 | pre_output_gate_norm | GateAddNorm | 576 \n",
"20 | output_layer | Linear | 119 \n",
"----------------------------------------------------------------------------------------\n",
"18.9 K Trainable params\n",
"0 Non-trainable params\n",
"18.9 K Total params\n",
"0.075 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "740c9eafdf224dba9b7cae2a8001104a",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=50` reached.\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 7.8min\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 7.8min\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.2s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.4s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.6s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.6s\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.0s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n"
]
}
],
"source": [
"metrics_tft, forecast_tft, fold_info_tft = pipeline_tft.backtest(ts, metrics=metrics, n_folds=3, n_jobs=1)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "fdf818ef",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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"text/plain": [
" segment SMAPE MAPE MAE fold_number\n",
"0 segment_a 6.116235 5.901792 31.657100 0\n",
"0 segment_a 6.543858 6.257777 33.911211 1\n",
"0 segment_a 7.527751 7.201543 39.835205 2\n",
"1 segment_b 6.692551 6.420435 16.839042 0\n",
"1 segment_b 6.789591 6.519271 16.461197 1\n",
"1 segment_b 5.155557 4.980205 12.515908 2\n",
"2 segment_c 3.931971 3.846683 6.791909 0\n",
"2 segment_c 3.867445 3.760706 7.001602 1\n",
"2 segment_c 6.231263 5.934746 11.344711 2\n",
"3 segment_d 7.338428 7.018524 64.302726 0\n",
"3 segment_d 3.332532 3.341312 26.611154 1\n",
"3 segment_d 4.325608 4.201900 36.394749 2"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metrics_tft"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "dfbe4cec",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average SMAPE for TFT: 5.654\n"
]
}
],
"source": [
"score = metrics_tft[\"SMAPE\"].mean()\n",
"print(f\"Average SMAPE for TFT: {score:.3f}\")"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "5841901a",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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\n",
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