From 199b154411f51b12feebadabe20d003c19fdafb6 Mon Sep 17 00:00:00 2001
From: Ruonan Wang <105281011+rnwang04@users.noreply.github.com>
Date: Fri, 2 Sep 2022 15:46:12 +0800
Subject: [PATCH] Chronos : Penalize underestimation example (#5627)
* add example
* remove valid dataset
* fix typo
* modify parameters and graph
* update based on comment
* modify index link
* modify js
* update
---
.../source/_static/js/chronos_tutorial.js | 2 +-
.../source/doc/Chronos/QuickStart/index.md | 10 +
.../loss/penalize_underestimation.ipynb | 356 ++++++++++++++++++
3 files changed, 367 insertions(+), 1 deletion(-)
create mode 100644 python/chronos/example/loss/penalize_underestimation.ipynb
diff --git a/docs/readthedocs/source/_static/js/chronos_tutorial.js b/docs/readthedocs/source/_static/js/chronos_tutorial.js
index b83db4de821..978b3fd8d31 100644
--- a/docs/readthedocs/source/_static/js/chronos_tutorial.js
+++ b/docs/readthedocs/source/_static/js/chronos_tutorial.js
@@ -51,7 +51,7 @@ $(".checkboxes").click(function(){
var ids = ["ChronosForecaster","TuneaForecasting","AutoTSEstimator","AutoWIDE",
"MultvarWIDE","MultstepWIDE","LSTMForecaster","AutoProphet","AnomalyDetection",
"DeepARmodel","TFTmodel","hyperparameter","taxiDataset","distributedFashion",
- "ONNX","Quantize","TCMFForecaster"];
+ "ONNX","Quantize","TCMFForecaster","PenalizeUnderestimation"];
showTutorials(ids);
var disIds = ["simulation"];
disCheck(disIds);
diff --git a/docs/readthedocs/source/doc/Chronos/QuickStart/index.md b/docs/readthedocs/source/doc/Chronos/QuickStart/index.md
index 7b1b2fc5ed0..8ac4ae56f29 100644
--- a/docs/readthedocs/source/doc/Chronos/QuickStart/index.md
+++ b/docs/readthedocs/source/doc/Chronos/QuickStart/index.md
@@ -234,6 +234,16 @@
+
+
+ Penalize underestimation with LinexLoss
+ Tag:
+
+ View source on GitHub
+ This example demonstrates how to use TCNForecaster to penalize underestimation based on a built-in loss function LinexLoss.
+
+
+
diff --git a/python/chronos/example/loss/penalize_underestimation.ipynb b/python/chronos/example/loss/penalize_underestimation.ipynb
new file mode 100644
index 00000000000..2dc7e2b21f9
--- /dev/null
+++ b/python/chronos/example/loss/penalize_underestimation.ipynb
@@ -0,0 +1,356 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "![image.png](data:image/png;base64,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)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "##### Copyright 2016 The BigDL Authors."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
+ "# you may not use this file except in compliance with the License.\n",
+ "# You may obtain a copy of the License at\n",
+ "#\n",
+ "# http://www.apache.org/licenses/LICENSE-2.0\n",
+ "#\n",
+ "# Unless required by applicable law or agreed to in writing, software\n",
+ "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
+ "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
+ "# See the License for the specific language governing permissions and\n",
+ "# limitations under the License.\n",
+ "#"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Tutorial of penalizing underestimation\n",
+ "\n",
+ "In most scenarios, we want predicted value of forecast to be as close as possible to real value, so we use loss functions such as MSE or MAE to achieve this purpose. However, in some industrial scenarios, such as workload prediction, the adverse effect caused by predicted value being less than real value is far greater than that caused by predicted value being greater than real value. Therefore, in this case, we hope to **reduce underestimation as well as avoid too much prediction accuracy loss**.\n",
+ "\n",
+ "Here, we use TCNForecaster and a common time series dataset [nyc taxi](https://raw.githubusercontent.com/numenta/NAB/v1.0/data/realKnownCause/nyc_taxi.csv) to illustrate how to penalize underestimation based on a built-in loss function **LinexLoss**."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Helper Functions\n",
+ "\n",
+ "This section defines some helper functions to be used in the following procedures. You can refer to it later when they're used."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "def plot_predict_actual_values(date, y_pred, y_test, ylabel):\n",
+ " \"\"\"\n",
+ " plot the predicted values and actual values (for the test data)\n",
+ " \"\"\"\n",
+ " fig, axs = plt.subplots(figsize=(16,6))\n",
+ "\n",
+ " axs.plot(date, y_pred, color='red', label='predicted values')\n",
+ " axs.plot(date, y_test, color='blue', label='actual values')\n",
+ " axs.set_title('the predicted values and actual values (for the test data)')\n",
+ "\n",
+ " plt.xlabel('test datetime')\n",
+ " plt.ylabel(ylabel)\n",
+ " plt.legend(loc='upper left')\n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def calculate_underestimation_portion(y_pred, y_true):\n",
+ " sample = y_pred.shape[0]\n",
+ " underestimation = np.sum(y_pred < y_true)\n",
+ " return underestimation / sample"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Step1 : Prepare Data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import torch\n",
+ "import numpy as np\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "from bigdl.chronos.data.repo_dataset import get_public_dataset\n",
+ "\n",
+ "\n",
+ "def get_tsdata():\n",
+ " name = 'nyc_taxi'\n",
+ " tsdata_train, _, tsdata_test = get_public_dataset(name)\n",
+ " stand_scaler = StandardScaler()\n",
+ " for tsdata in [tsdata_train, tsdata_test]:\n",
+ " tsdata.impute(mode=\"linear\")\\\n",
+ " .scale(stand_scaler, fit=(tsdata is tsdata_train))\n",
+ " return tsdata_train, tsdata_test\n",
+ "\n",
+ "tsdata_train, tsdata_test = get_tsdata()\n",
+ "horizon = 1\n",
+ "lookback = 48\n",
+ "x_train, y_train = tsdata_train.roll(horizon=horizon, lookback=lookback).to_numpy()\n",
+ "x_test, y_test = tsdata_test.roll(horizon=horizon, lookback=lookback).to_numpy()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Step2 : Train TCNForecaster with MSE Loss"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from bigdl.chronos.forecaster import TCNForecaster\n",
+ "# build model\n",
+ "forecaster = TCNForecaster(past_seq_len=lookback,\n",
+ " future_seq_len=horizon,\n",
+ " input_feature_num=1,\n",
+ " output_feature_num=1,\n",
+ " num_channels=[16]*3,\n",
+ " loss=\"mse\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "forecaster.fit(data=(x_train, y_train), epochs=5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "y_pred = forecaster.predict(x_test)\n",
+ "y_pred_unscale = tsdata_test.unscale_numpy(y_pred).squeeze()\n",
+ "y_true_unscale = tsdata_test.unscale_numpy(y_test).squeeze()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
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+ "