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": [ + 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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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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_predict_actual_values(range(1, y_pred_unscale.shape[0]+1), y_pred_unscale, y_true_unscale, \"value\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It can be seen from above image that in most of the \"peaks\" of the curve, predicted value is lower than real value. Further, through `calculate_underestimation_portion`, we can quantitatively calculate the proportion of underestimated predictions in all test samples. It can be seen that after training with MSE loss, underestimated samples account for **57.7%** of all samples." + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.5772357723577236" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "calculate_underestimation_portion(y_pred_unscale, y_true_unscale)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step3 : Train TCNForecaster with Linex Loss\n", + "\n", + "The parameter `a` in `LinexLoss` is important and need to set manually. When `a` is set to > 0, this loss panelize underestimate more." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from bigdl.chronos.forecaster import TCNForecaster\n", + "from bigdl.chronos.pytorch.loss import LinexLoss\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=LinexLoss(a=1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Linex loss converges relatively slowly, so may fit with more epochs." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "forecaster.fit(data=(x_train, y_train), epochs=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "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": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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