diff --git a/docs/source/tutorials/index.rst b/docs/source/tutorials/index.rst index e0d63a7e06..d87c7df96c 100644 --- a/docs/source/tutorials/index.rst +++ b/docs/source/tutorials/index.rst @@ -14,5 +14,6 @@ Tutorials multiannotator multilabel_classification token_classification + regression pred_probs_cross_val faq diff --git a/docs/source/tutorials/regression.ipynb b/docs/source/tutorials/regression.ipynb new file mode 100644 index 0000000000..a21bbd57e5 --- /dev/null +++ b/docs/source/tutorials/regression.ipynb @@ -0,0 +1,499 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Label Quality Scores for Regression with Noisy Labels " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This quickstart tutorial shows how to use cleanlab for finding label errors in regression data. Using the approach mentioned here, you can find label error in any regression dataset irrespective of modality i.e., tabular, text, image etc. \n", + "\n", + "**This example will take you through following:**\n", + "- Generate label quality scores for each example in the dataset. \n", + "- Find label issue for regression dataset. " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Quickstart \n", + "\n", + "Cleanlab uses two inputs to generates scores for labels in the dataset:\n", + "- `labels`: NumPy array of given labels in the dataset. labels[i] should contain label for `i`-th example. \n", + "- `predictions`: NumPy array of predictions generated through your favourite regressor. predictions[i] should contain predicted value for `i`-th example. \n", + "\n", + "If you already have predictions from your regressor, you can generate label quality scores for each example using the code below: \n", + "\n", + "
\n", + "\n", + "```python \n", + "\n", + "from cleanlab.regression.rank import get_label_quality_scores\n", + "label_quality_scores = get_label_quality_scores(labels, predictions)\n", + "\n", + "```\n", + "
\n", + "" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Install dependencies and import them \n", + "You can use `pip` to install all packages required for this tutorial as follows:\n", + "\n", + "`!pip install cleanlab xgboost`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "!pip install cleanlab xgboost" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "nbsphinx": "hidden" + }, + "outputs": [], + "source": [ + "# Package installation (hidden on docs website).\n", + "# Package versions we used: xgboost==1.7.2\n", + "\n", + "dependencies = [\"cleanlab\", \"xgboost\"]\n", + "\n", + "if \"google.colab\" in str(get_ipython()): # Check if it's running in Google Colab\n", + " %pip install cleanlab # for colab\n", + " cmd = \" \".join([dep for dep in dependencies if dep != \"cleanlab\"])\n", + " %pip install $cmd\n", + "else:\n", + " missing_dependencies = []\n", + " for dependency in dependencies:\n", + " try:\n", + " __import__(dependency)\n", + " except ImportError:\n", + " missing_dependencies.append(dependency)\n", + "\n", + " if len(missing_dependencies) > 0:\n", + " print(\"Missing required dependencies:\")\n", + " print(*missing_dependencies, sep=\", \")\n", + " print(\"\\nPlease install them before running the rest of this notebook.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import xgboost as xgb\n", + "import matplotlib.pyplot as plt\n", + "from cleanlab.regression.rank import get_label_quality_scores\n", + "\n", + "np.set_printoptions(suppress=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this part, we have added a support function to plot dataset for a quick demonstration. It can be used to highlight the examples based on label_quality_scores. You can skip this part and move to next section. " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
See the code for visualization **(click to expand)** \n", + "\n", + "```python \n", + "# Note: this pulldown is for docs.cleanlab.ai, if running on local Jupyter or colab, please ignore it. \n", + "\n", + "def plot_data(\n", + " data_x, data_y, circles, title, alpha=0.6, color=\"#1f77b4\", colorbar=False, xlabel=\"\", ylabel=\"\"\n", + "):\n", + " plt.figure(figsize=(14, 5))\n", + " data_x = data_x.to_numpy()\n", + " data_y = data_y.to_numpy()\n", + " plt.scatter(data_x, data_y, c=color, s=30)\n", + " for i in circles:\n", + " plt.plot(\n", + " data_x[i],\n", + " data_y[i],\n", + " \"o\",\n", + " markerfacecolor=\"none\",\n", + " markeredgecolor=\"red\",\n", + " markersize=10,\n", + " markeredgewidth=2.5,\n", + " alpha=alpha,\n", + " )\n", + " plt.title(title, fontsize=20)\n", + " plt.xlabel(xlabel)\n", + " plt.ylabel(ylabel)\n", + "\n", + " if colorbar:\n", + " plt.colorbar(orientation=\"vertical\")\n", + "\n", + "```\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_data(\n", + " data_x, data_y, circles, title, alpha=0.6, color=\"#1f77b4\", colorbar=False, xlabel=\"\", ylabel=\"\"\n", + "):\n", + " plt.figure(figsize=(14, 5))\n", + " data_x = data_x.to_numpy()\n", + " data_y = data_y.to_numpy()\n", + " plt.scatter(data_x, data_y, c=color, s=30)\n", + " for i in circles:\n", + " plt.plot(\n", + " data_x[i],\n", + " data_y[i],\n", + " \"o\",\n", + " markerfacecolor=\"none\",\n", + " markeredgecolor=\"red\",\n", + " markersize=10,\n", + " markeredgewidth=2.5,\n", + " alpha=alpha,\n", + " )\n", + " plt.title(title, fontsize=20)\n", + " plt.xlabel(xlabel)\n", + " plt.ylabel(ylabel)\n", + "\n", + " if colorbar:\n", + " plt.colorbar(orientation=\"vertical\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2. Import dataset and Generate predictions" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "File 'student_grades.csv' already there; not retrieving.\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " exam_1 exam_2 exam_3 notes true_grade grade\n", + "0 53 77 93 NaN 76.2 76.2\n", + "1 81 64 80 great participation +10 85.5 85.5\n", + "2 74 88 97 NaN 87.4 87.4\n", + "3 61 94 78 NaN 77.7 77.7\n", + "4 48 90 91 NaN 77.8 77.8" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "!wget -nc https://cleanlab-public.s3.amazonaws.com/Datasets/student_grades.csv\n", + "data = pd.read_csv(\"./student_grades.csv\", index_col=0)\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Generate true errors\n", + "true_errors = np.where(data[\"grade\"] != data[\"true_grade\"])[0]\n", + "plot_data(\n", + " data_x=data[\"exam_3\"],\n", + " data_y=data[\"grade\"],\n", + " circles=true_errors,\n", + " title=\"Messy Regression dataset\",\n", + " xlabel=\"exam_3 feature\",\n", + " ylabel=\"grade (Y value)\",\n", + ")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the dataframe displayed above, `labels` represents the noisy labels and `true_labels` represents the ground truth. Please note that, ground truth are usually not available in real dataset, we have added it here for comparision and to demonstrate our method. `notes` also has text information, we will model this a categorical variable. \n", + "\n", + "We will use `xgboost` as regressor for this tutorial. xgboost provides easy to use interface to process categorical variable. This is demonstrated in the code below:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "# XGBOOST automatically factors categorical variable, you just need to mark the columns as category\n", + "data.notes = data.notes.astype(\"category\")\n", + "\n", + "# XGBOOST takes data and label seperately, so you will need to divide data accordingly.\n", + "X = data.drop([\"grade\", \"true_grade\"], axis=1)\n", + "y = data[\"grade\"]\n", + "\n", + "# convert data to format \"DMatrix\" to make it compatible with XGBOOST.\n", + "xgboost_data = xgb.DMatrix(data=X, label=y, enable_categorical=True)\n", + "\n", + "# declare parameters and train the model.\n", + "params = {\"booster\": \"gblinear\", \"objective\": \"reg:squarederror\"}\n", + "boost = xgb.train(params=params, dtrain=xgboost_data, num_boost_round=50)\n", + "# params = {\"max_depth\": 2, \"objective\": \"reg:squarederror\"}\n", + "# predictions = xgb.cv(params, xgboost_data, num_boost_round=10, nfold=5, seed=0)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Using cleanlab to generate label quality scores" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "# using trained xgboost model to get predictions\n", + "predictions = boost.predict(xgboost_data)\n", + "\n", + "# get label quality score for each example in the dataset using cleanlab\n", + "label_quality_scores = get_label_quality_scores(labels=np.array(y), predictions=predictions)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_data(\n", + " data_x=data[\"exam_3\"],\n", + " data_y=data[\"grade\"],\n", + " circles=true_errors,\n", + " color=label_quality_scores,\n", + " title=\"Messy Regression dataset with label quality scores\",\n", + " colorbar=True,\n", + " xlabel=\"exam_3 feature\",\n", + " ylabel=\"grade (Y value)\",\n", + ")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the above plot, we have colored each examples considering its label quality score. Examples in the plot are same as earlier plot in the notebook.\n", + "\n", + "**Red circle** represents that these examples were incorrectly marked when compared to `true_grade`. \n", + "\n", + "Low scores for examples marked in **Red circle** and High scores for other examples justifies that method can identify the errors in the dataset. " + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "nbsphinx": "hidden" + }, + "outputs": [], + "source": [ + "# Note: This cell is only for docs.cleanlab.ai, if running on local Jupyter or Colab, please ignore it.\n", + "from sklearn.metrics import roc_auc_score\n", + "\n", + "label_quality_scores = get_label_quality_scores(np.array(y), predictions=predictions)\n", + "\n", + "true_errors = (data[\"grade\"] != data[\"true_grade\"]).astype(int)\n", + "label_quality_scores_residual = get_label_quality_scores(\n", + " np.array(y), predictions=predictions, method=\"residual\"\n", + ")\n", + "\n", + "if roc_auc_score(true_errors, 1 - label_quality_scores) < 0.5:\n", + " raise ValueError(\"Label quality scores did not perform well enough\")\n", + "\n", + "if roc_auc_score(true_errors, 1 - label_quality_scores) <= roc_auc_score(\n", + " true_errors, 1 - label_quality_scores_residual\n", + "):\n", + " raise ValueError(\"Label quality scores did not outperform alternative scores\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.10.8 ('ENV': venv)", + "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": "3.10.8" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "1ed33b5e6ac3d9870092cd802185bba6fb7a8302b6022e7097221f18c33cb7b2" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}