diff --git a/docs/.nojekyll b/docs/.nojekyll deleted file mode 100644 index e69de29b..00000000 diff --git a/docs/index.html b/docs/index.html deleted file mode 100644 index 489a9ada..00000000 --- a/docs/index.html +++ /dev/null @@ -1,3 +0,0 @@ - - - diff --git a/docs/latest/.buildinfo b/docs/latest/.buildinfo deleted file mode 100644 index bd27c2ce..00000000 --- a/docs/latest/.buildinfo +++ /dev/null @@ -1,4 +0,0 @@ -# Sphinx build info version 1 -# This file records the configuration used when building these files. When it is not found, a full rebuild will be done. -config: 3f392d251f0197d80d871686fdc9d144 -tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/docs/latest/.nojekyll b/docs/latest/.nojekyll deleted file mode 100644 index e69de29b..00000000 diff --git a/docs/latest/_downloads/024736589b9c3fa37859d9272c9a8cdb/plot_02_train_test_split.py b/docs/latest/_downloads/024736589b9c3fa37859d9272c9a8cdb/plot_02_train_test_split.py deleted file mode 100644 index ca16bb99..00000000 --- a/docs/latest/_downloads/024736589b9c3fa37859d9272c9a8cdb/plot_02_train_test_split.py +++ /dev/null @@ -1,254 +0,0 @@ -""" -.. _example_train_test_split: - -========================== -Enhancing train-test split -========================== - -This example illustrates the motivation and the use of skore's -:func:`skore.train_test_split` to get assistance when developing ML/DS projects. -""" - -# %% -# Creating and loading the skore project -# ====================================== - -# %% -# We start by creating a temporary directory to store our project so that we can -# easily clean it after executing this example: - -# %% -import tempfile -from pathlib import Path - -temp_dir = tempfile.TemporaryDirectory(prefix="skore_example_") -temp_dir_path = Path(temp_dir.name) - -# %% -# We create and load the skore project from this temporary directory: - -# %% -import skore - -my_project = skore.create("my_project", working_dir=temp_dir_path) - -# %% -# Train-test split in scikit-learn -# ================================ -# -# Scikit-learn has a function for splitting the data into train and test -# sets: :func:`sklearn.model_selection.train_test_split`. -# Its signature is the following: -# -# .. code-block:: python -# -# sklearn.model_selection.train_test_split( -# *arrays, -# test_size=None, -# train_size=None, -# random_state=None, -# shuffle=True, -# stratify=None -# ) -# -# where ``*arrays`` is a Python ``*args`` (it allows you to pass a varying number of -# positional arguments) and the scikit-learn doc indicates that it is ``a sequence of -# indexables with same length / shape[0]``. - -# %% -# Let us construct a design matrix ``X`` and target ``y`` to illustrate our point: - -# %% -import numpy as np - -X = np.arange(10).reshape((5, 2)) -y = np.arange(5) -print(f"{X = }\n{y = }") - -# %% -# In scikit-learn, the most common usage is the following: - -# %% -from sklearn.model_selection import train_test_split as sklearn_train_test_split - -X_train, X_test, y_train, y_test = sklearn_train_test_split( - X, y, test_size=0.2, random_state=0 -) -print(f"{X_train = }\n{y_train = }\n{X_test = }\n{y_test = }") - -# %% -# Notice the shuffling that is done by default. - -# %% -# In scikit-learn, the user cannot explicitly set the design matrix ``X`` and -# the target ``y``. The following: -# -# .. code-block:: python -# -# X_train, X_test, y_train, y_test = sklearn_train_test_split( -# X=X, y=y, test_size=0.2, random_state=0) -# -# would return: -# -# .. code-block:: python -# -# TypeError: got an unexpected keyword argument 'X' -# -# In general, in Python, keyword arguments are useful to prevent typos. For example, -# in the following, ``X`` and ``y`` are reversed: - -# %% -X_train, X_test, y_train, y_test = sklearn_train_test_split( - y, X, test_size=0.2, random_state=0 -) -print(f"{X_train = }\n{y_train = }\n{X_test = }\n{y_test = }") - -# %% -# but Python will not catch this mistake for us. -# This is where skore comes in handy. - -# %% -# Train-test split in skore -# ========================= - -# %% -# Skore has its own :func:`skore.train_test_split` that wraps scikit-learn's -# :func:`sklearn.model_selection.train_test_split`. - -# %% -X = np.arange(10_000).reshape((5_000, 2)) -y = [0] * 2_500 + [1] * 2_500 - -# %% -# Expliciting the positional arguments for ``X`` and ``y`` -# -------------------------------------------------------- - -# %% -# First of all, naturally, it can be used as a simple drop-in replacement for -# scikit-learn: - -# %% -X_train, X_test, y_train, y_test = skore.train_test_split( - X, y, test_size=0.2, random_state=0 -) - -# %% -# .. note:: -# -# The outputs of :func:`skore.train_test_split` are intentionally exactly the same as -# :func:`sklearn.model_selection.train_test_split`, so the user can just use the -# skore version as a drop-in replacement of scikit-learn. - -# %% -# Contrary to scikit-learn, skore allows users to explicit the ``X`` and ``y``, making -# detection of potential issues easier: - -# %% -X_train, X_test, y_train, y_test = skore.train_test_split( - X=X, y=y, test_size=0.2, random_state=0 -) -X_train_explicit = X_train.copy() - -# %% -# Moreover, when passing ``X`` and ``y`` explicitly, the ``X``'s are always returned -# before the ``y``'s, even when they are inverted: - -# %% -arr = X.copy() -arr_train, arr_test, X_train, X_test, y_train, y_test = skore.train_test_split( - arr, y=y, X=X, test_size=0.2, random_state=0 -) -X_train_explicit_inverted = X_train.copy() - -print("When expliciting, with the small typo, are the `X_train`'s still the same?") -print(np.allclose(X_train_explicit, X_train_explicit_inverted)) - - -# %% -# Automatic diagnostics: raising methodological warnings -# ------------------------------------------------------ -# -# In this section, we show how skore can provide methodological checks. -# -# Class imbalance -# ^^^^^^^^^^^^^^^ -# -# In machine learning, class imbalance (the classes in a dataset are not equally -# represented) requires a specific modelling. -# For example, in a dataset with 95% majority class (class ``1``) and 5% minority class -# (class ``0``), a dummy model that always predicts class ``1`` will have a 95% -# accuracy, while it would be useless for identifying examples of class ``0``. -# Hence, it is important to detect when we have class imbalance. -# -# Suppose that we have imbalanced data: - -# %% -X = np.arange(10_000).reshape((5_000, 2)) -y = [0] * 4_000 + [1] * 1_000 - -# %% -# In that case, :func:`skore.train_test_split` raises a ``HighClassImbalanceWarning``: - -# %% -X_train, X_test, y_train, y_test = skore.train_test_split( - X=X, y=y, test_size=0.2, random_state=0 -) - -# %% -# Hence, skore recommends the users to take into account this class imbalance, that -# they might have missed, in their modelling strategy. - -# %% -# Moreover, skore also detects class imbalance with a class that has too few samples -# with a ``HighClassImbalanceTooFewExamplesWarning``: - -X = np.arange(400).reshape((200, 2)) -y = [0] * 150 + [1] * 50 - -X_train, X_test, y_train, y_test = skore.train_test_split( - X=X, y=y, test_size=0.2, random_state=0 -) - -# %% -# Shuffling without a random state -# ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ -# -# For `reproducible results across executions -# `_, -# skore recommends the use of the ``random_state`` parameter when shuffling -# (remember that ``shuffle=True`` by default) with a ``RandomStateUnsetWarning``: - -X = np.arange(10_000).reshape((5_000, 2)) -y = [0] * 2_500 + [1] * 2_500 - -X_train, X_test, y_train, y_test = skore.train_test_split(X=X, y=y, test_size=0.2) - -# %% -# Time series data -# ^^^^^^^^^^^^^^^^ - -# %% -# Now, let us assume that we have `time series data -# `_: -# the data is somewhat time-ordered. -# As one can not shuffle time (time only moves in one direction: forward), we -# recommend using :func:`sklearn.model_selection.TimeSeriesSplit` instead of -# :func:`sklearn.model_selection.train_test_split` (or :func:`skore.train_test_split`). - -# %% -from datetime import datetime -import pandas as pd - -X = pd.DataFrame( - {"ints": [0, 1], "dates": [datetime(2024, 11, 25), datetime(2024, 11, 26)]} -) -X_train, X_test = skore.train_test_split(X=X, test_size=0.2, random_state=0) - -# %% -# Cleanup the project -# ------------------- -# -# Removing the temporary directory: - -# %% -temp_dir.cleanup() diff --git a/docs/latest/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/docs/latest/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip deleted file mode 100644 index 6ce9108c..00000000 Binary files a/docs/latest/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip and /dev/null differ diff --git a/docs/latest/_downloads/09272384888d8342b36e27849f5a423b/plot_01_cross_validate.ipynb b/docs/latest/_downloads/09272384888d8342b36e27849f5a423b/plot_01_cross_validate.ipynb deleted file mode 100644 index 0d8bb7ee..00000000 --- a/docs/latest/_downloads/09272384888d8342b36e27849f5a423b/plot_01_cross_validate.ipynb +++ /dev/null @@ -1,229 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n\n# Enhancing cross-validation\n\nThis example illustrates the motivation and the use of skore's\n:func:`skore.cross_validate` to get assistance when developing ML/DS projects.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Creating and loading the skore project\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We start by creating a temporary directory to store our project so that we can\neasily clean it after executing this example:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import tempfile\nfrom pathlib import Path\n\ntemp_dir = tempfile.TemporaryDirectory(prefix=\"skore_example_\")\ntemp_dir_path = Path(temp_dir.name)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We create and load the skore project from this temporary directory:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import skore\n\nmy_project = skore.create(\"my_project\", working_dir=temp_dir_path)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Cross-validation in scikit-learn\n\nScikit-learn holds two functions for cross-validation:\n\n* :func:`sklearn.model_selection.cross_val_score`\n* :func:`sklearn.model_selection.cross_validate`\n\nEssentially, :func:`sklearn.model_selection.cross_val_score` runs cross-validation for\nsingle metric evaluation, while :func:`sklearn.model_selection.cross_validate` runs\ncross-validation with multiple metrics and can also return extra information such as\ntrain scores, fit times, and score times.\n\nHence, in skore, we are more interested in the\n:func:`sklearn.model_selection.cross_validate` function as it allows to do\nmore than the historical :func:`sklearn.model_selection.cross_val_score`.\n\nLet us illustrate cross-validation on a multi-class classification task.\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from sklearn.datasets import load_iris\nfrom sklearn.svm import SVC\n\nX, y = load_iris(return_X_y=True)\nclf = SVC(kernel=\"linear\", C=1, random_state=0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Single metric evaluation using :func:`sklearn.model_selection.cross_validate`:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from sklearn.model_selection import cross_validate as sklearn_cross_validate\n\ncv_results = sklearn_cross_validate(clf, X, y, cv=5)\nprint(f\"test_score: {cv_results['test_score']}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Multiple metric evaluation using :func:`sklearn.model_selection.cross_validate`:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import pandas as pd\n\ncv_results = sklearn_cross_validate(\n clf,\n X,\n y,\n cv=5,\n scoring=[\"accuracy\", \"precision_macro\"],\n)\ntest_scores = pd.DataFrame(cv_results)[[\"test_accuracy\", \"test_precision_macro\"]]\ntest_scores" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### In scikit-learn, why do we recommend using ``cross_validate`` over ``cross_val_score``?\n\nHere, for the :class:`~sklearn.svm.SVC`, the default score is the accuracy.\nIf the users want other scores to better understand their model such as the\nprecision and the recall, they can specify it which is very convenient.\nOtherwise, they would have to run several\n:func:`sklearn.model_selection.cross_val_score` with different ``scoring``\nparameters each time, which leads to more unnecessary compute.\n\n### Why do we recommend using skore's ``cross_validate`` over scikit-learn's?\n\nIn the example above, what if the users ran scikit-learn's\n:func:`sklearn.model_selection.cross_validate` but forgot to manually add a\ncrucial score for their use case such as the recall?\nThey would have to re-run the whole cross-validation experiment by adding this\ncrucial score, which leads to more compute.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Cross-validation in skore\n\nIn order to assist its users when programming, skore has implemented a\n:func:`skore.cross_validate` function that wraps scikit-learn's\n:func:`sklearn.model_selection.cross_validate`, to provide more\ncontext and facilitate the analysis.\n\n### Classification task\n\nLet us continue with the same use case.\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "cv_results = skore.cross_validate(clf, X, y, cv=5, project=my_project)\n\nfig_plotly_clf = my_project.get_item(\"cross_validation\").plot\nfig_plotly_clf" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Skore's :func:`~skore.cross_validate` advantages are the following:\n\n* By default, it computes several useful scores without the need to\n manually specify them. For classification, one can observe that it computed the\n accuracy, the precision, and the recall.\n\n* We automatically get some interactive Plotly graphs to better understand how our\n model behaves depending on the split. For example:\n\n * We can compare the fitting and scoring times together for each split.\n\n * We can compare the accuracy, precision, and recall scores together for each\n split.\n\n* The results and plots are automatically saved in our skore project, so that we can\n visualize them later in the UI for example.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Regression task\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For now, all cross-validation runs store their results in the same place, which might\nlead to comparing two different models that are actually not comparable (e.g.\ncomparing a regression with a classification).\nTo remedy this, we clear the cross-validation information stored in skore before\nrunning another unrelated cross-validation:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "my_project.delete_item(\"cross_validation\")\nmy_project.delete_item(\"cross_validation_aggregated\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "

Note

Soon, the storage of several unrelated cross-validation runs will be managed\n automatically.

\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from sklearn.datasets import load_diabetes\nfrom sklearn.linear_model import Lasso\n\ndiabetes = load_diabetes()\nX = diabetes.data[:150]\ny = diabetes.target[:150]\nlasso = Lasso()\n\ncv_results = skore.cross_validate(lasso, X, y, cv=5, project=my_project)\n\nfig_plotly_reg = my_project.get_item(\"cross_validation\").plot\nfig_plotly_reg" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - ".. seealso::\n For tracking and comparing several runs of cross-validations on the same data, see\n `example_track_cv`.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Cleanup the project\n\nRemoving the temporary directory:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "temp_dir.cleanup()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.7" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file diff --git a/docs/latest/_downloads/4959241c3e7438e965030c696b8fe135/plot_01_cross_validate.py b/docs/latest/_downloads/4959241c3e7438e965030c696b8fe135/plot_01_cross_validate.py deleted file mode 100644 index 87e1fd1e..00000000 --- a/docs/latest/_downloads/4959241c3e7438e965030c696b8fe135/plot_01_cross_validate.py +++ /dev/null @@ -1,191 +0,0 @@ -""" -.. _example_cross_validate: - -========================== -Enhancing cross-validation -========================== - -This example illustrates the motivation and the use of skore's -:func:`skore.cross_validate` to get assistance when developing ML/DS projects. -""" - -# %% -# Creating and loading the skore project -# ====================================== - -# %% -# We start by creating a temporary directory to store our project so that we can -# easily clean it after executing this example: - -# %% -import tempfile -from pathlib import Path - -temp_dir = tempfile.TemporaryDirectory(prefix="skore_example_") -temp_dir_path = Path(temp_dir.name) - -# %% -# We create and load the skore project from this temporary directory: - -# %% -import skore - -my_project = skore.create("my_project", working_dir=temp_dir_path) - -# %% -# Cross-validation in scikit-learn -# ================================ -# -# Scikit-learn holds two functions for cross-validation: -# -# * :func:`sklearn.model_selection.cross_val_score` -# * :func:`sklearn.model_selection.cross_validate` -# -# Essentially, :func:`sklearn.model_selection.cross_val_score` runs cross-validation for -# single metric evaluation, while :func:`sklearn.model_selection.cross_validate` runs -# cross-validation with multiple metrics and can also return extra information such as -# train scores, fit times, and score times. -# -# Hence, in skore, we are more interested in the -# :func:`sklearn.model_selection.cross_validate` function as it allows to do -# more than the historical :func:`sklearn.model_selection.cross_val_score`. -# -# Let us illustrate cross-validation on a multi-class classification task. - -# %% -from sklearn.datasets import load_iris -from sklearn.svm import SVC - -X, y = load_iris(return_X_y=True) -clf = SVC(kernel="linear", C=1, random_state=0) - -# %% -# Single metric evaluation using :func:`sklearn.model_selection.cross_validate`: - -# %% -from sklearn.model_selection import cross_validate as sklearn_cross_validate - -cv_results = sklearn_cross_validate(clf, X, y, cv=5) -print(f"test_score: {cv_results['test_score']}") - -# %% -# Multiple metric evaluation using :func:`sklearn.model_selection.cross_validate`: - -# %% -import pandas as pd - -cv_results = sklearn_cross_validate( - clf, - X, - y, - cv=5, - scoring=["accuracy", "precision_macro"], -) -test_scores = pd.DataFrame(cv_results)[["test_accuracy", "test_precision_macro"]] -test_scores - -# %% -# In scikit-learn, why do we recommend using ``cross_validate`` over ``cross_val_score``? -# ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ -# -# Here, for the :class:`~sklearn.svm.SVC`, the default score is the accuracy. -# If the users want other scores to better understand their model such as the -# precision and the recall, they can specify it which is very convenient. -# Otherwise, they would have to run several -# :func:`sklearn.model_selection.cross_val_score` with different ``scoring`` -# parameters each time, which leads to more unnecessary compute. -# -# Why do we recommend using skore's ``cross_validate`` over scikit-learn's? -# ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ -# -# In the example above, what if the users ran scikit-learn's -# :func:`sklearn.model_selection.cross_validate` but forgot to manually add a -# crucial score for their use case such as the recall? -# They would have to re-run the whole cross-validation experiment by adding this -# crucial score, which leads to more compute. - -# %% -# Cross-validation in skore -# ========================= -# -# In order to assist its users when programming, skore has implemented a -# :func:`skore.cross_validate` function that wraps scikit-learn's -# :func:`sklearn.model_selection.cross_validate`, to provide more -# context and facilitate the analysis. -# -# Classification task -# ^^^^^^^^^^^^^^^^^^^ -# -# Let us continue with the same use case. - -# %% -cv_results = skore.cross_validate(clf, X, y, cv=5, project=my_project) - -fig_plotly_clf = my_project.get_item("cross_validation").plot -fig_plotly_clf - -# %% -# Skore's :func:`~skore.cross_validate` advantages are the following: -# -# * By default, it computes several useful scores without the need to -# manually specify them. For classification, one can observe that it computed the -# accuracy, the precision, and the recall. -# -# * We automatically get some interactive Plotly graphs to better understand how our -# model behaves depending on the split. For example: -# -# * We can compare the fitting and scoring times together for each split. -# -# * We can compare the accuracy, precision, and recall scores together for each -# split. -# -# * The results and plots are automatically saved in our skore project, so that we can -# visualize them later in the UI for example. - -# %% -# Regression task -# ^^^^^^^^^^^^^^^ - -# %% -# For now, all cross-validation runs store their results in the same place, which might -# lead to comparing two different models that are actually not comparable (e.g. -# comparing a regression with a classification). -# To remedy this, we clear the cross-validation information stored in skore before -# running another unrelated cross-validation: - -# %% -my_project.delete_item("cross_validation") -my_project.delete_item("cross_validation_aggregated") - -# %% -# .. note:: -# Soon, the storage of several unrelated cross-validation runs will be managed -# automatically. - -# %% -from sklearn.datasets import load_diabetes -from sklearn.linear_model import Lasso - -diabetes = load_diabetes() -X = diabetes.data[:150] -y = diabetes.target[:150] -lasso = Lasso() - -cv_results = skore.cross_validate(lasso, X, y, cv=5, project=my_project) - -fig_plotly_reg = my_project.get_item("cross_validation").plot -fig_plotly_reg - -# %% -# .. seealso:: -# For tracking and comparing several runs of cross-validations on the same data, see -# :ref:`example_track_cv`. - -# %% -# Cleanup the project -# ------------------- -# -# Removing the temporary directory: - -# %% -temp_dir.cleanup() diff --git a/docs/latest/_downloads/4b40eda73b3a29a34f59bbd8834fb5d8/plot_01_getting_started.ipynb b/docs/latest/_downloads/4b40eda73b3a29a34f59bbd8834fb5d8/plot_01_getting_started.ipynb deleted file mode 100644 index 49323482..00000000 --- a/docs/latest/_downloads/4b40eda73b3a29a34f59bbd8834fb5d8/plot_01_getting_started.ipynb +++ /dev/null @@ -1,289 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n\n# Getting started with skore\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This getting started guide illustrates how to use skore and why:\n\n#. Track and visualize your ML/DS results using skore's :class:`~skore.Project` and UI.\n\n#. Machine learning diagnostics: get assistance when developing your ML/DS projects.\n\n * Scikit-learn compatible :func:`skore.cross_validate` and\n :func:`skore.train_test_split` provide insights and checks on cross-validation\n and train-test-split.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Track and visualize: skore project and UI\n\nA key feature of skore is its :class:`~skore.Project` that allows to store\nitems of many types then visualize them in a dashboard called the skore UI.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Creating and loading a skore project, and launching the skore UI\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We start by creating a temporary directory to store our project so that we can\neasily clean it after executing this example:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import tempfile\nfrom pathlib import Path\n\ntemp_dir = tempfile.TemporaryDirectory(prefix=\"skore_example_\")\ntemp_dir_path = Path(temp_dir.name)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We create and load the skore project from this temporary directory:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import skore\n\nmy_project = skore.create(\"my_project\", working_dir=temp_dir_path)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This will create a skore project directory named ``my_project.skore`` in our\ncurrent directory.\n\n

Note

If we did not wish for our skore project to be stored in a *temporary* folder, we\n could simply create the project in the current directory with:\n\n```python\nimport skore\n\nmy_project = skore.create(\"my_project\")

\n```\nThen, from our shell (in the same directory), we can start the UI locally:\n\n```bash\nskore launch \"my_project\"\n```\nThis will automatically open a browser at the UI's location.\n\nNow that the project exists, we can write some Python code (in the same\ndirectory) to add (:func:`~skore.Project.put`) some useful items in it.\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "my_project.put(\"my_int\", 3)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Skore project and storage: example of hyperparameter sweep\n\nAs an illustration of the usage of the skore project and storage with a machine\nlearning motivation, let us perform a hyperparameter sweep and store relevant\ninformation in the skore project.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We search for the ``alpha`` hyperparameter of a Ridge regression on the\nDiabetes dataset:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import numpy as np\nfrom sklearn.datasets import load_diabetes\nfrom sklearn.linear_model import Ridge\nfrom sklearn.model_selection import GridSearchCV\n\ndiabetes = load_diabetes()\nX = diabetes.data[:150]\ny = diabetes.target[:150]\n\ngs_cv = GridSearchCV(\n Ridge(),\n param_grid={\"alpha\": np.logspace(-3, 5, 50)},\n scoring=\"neg_root_mean_squared_error\",\n)\ngs_cv.fit(X, y)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, we store the hyperparameter's metrics in a dataframe and make a custom\nplot:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import pandas as pd\n\ndf = pd.DataFrame(gs_cv.cv_results_)\ndf.insert(len(df.columns), \"rmse\", -df[\"mean_test_score\"].values)\ndf[[\"param_alpha\", \"rmse\"]].head()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n\nfig = plt.figure(layout=\"constrained\", dpi=200)\nplt.plot(df[\"param_alpha\"], df[\"rmse\"])\nplt.xscale(\"log\")\nplt.xlabel(\"Alpha hyperparameter\")\nplt.ylabel(\"RMSE\")\nplt.title(\"Ridge regression\")\nplt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "|\nFinally, we store some relevant information to our skore project, so that we\ncan visualize them later in the skore UI for example:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "my_project.put(\"my_gs_cv\", gs_cv)\nmy_project.put(\"my_df\", df)\nmy_project.put(\"my_fig\", fig)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - ".. seealso::\n\n For more information about the functionalities and the different types\n of items that we can store in a skore :class:`~skore.Project`,\n see `example_overview_skore_project`.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Manipulating the skore UI\n\nThe skore UI is a very efficient tool to track and visualize the items in your\nproject, such as grid search or cross-validation results.\n\n#. On the top left, by default, you can observe that you are in a *View* called\n ``default``. You can rename this view or create another one.\n\n#. From the *Items* section on the bottom left, you can add stored items to this\n view, either by clicking on ``+`` or by dragging an item to the right.\n\n#. In the skore UI on the right, you can drag-and-drop items to re-order them,\n remove items, etc.\n\n\"Getting\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Tracking the history of items\n\nSkore does not overwrite items with the same name, instead it stores their history so\nthat, from the skore UI, we could visualize their different histories:\n\n\"Tracking\n\nThis functionality is very useful to never lose some key machine learning metrics,\nfor example.\n\n.. seealso::\n\n For more information about the tracking of items using their history,\n see `example_historization_items`.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Machine learning diagnostics: enhancing scikit-learn functions\n\nSkore wraps some key scikit-learn functions to automatically provide\ndiagnostics and checks when using them, as a way to facilitate good practices.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Cross-validation with skore\n\nIn order to assist its users when programming, skore has implemented a\n:func:`skore.cross_validate` function that wraps scikit-learn's\n:func:`sklearn.model_selection.cross_validate`.\n\nOn the same previous data and a Ridge regressor (with default ``alpha`` value),\nlet us launch skore's cross-validation, which will automatically add\n(:func:`~skore.Project.put`)\na ``cross_validation`` item with a plotly chart in our project.\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from skore import cross_validate\n\ncv_results = cross_validate(Ridge(), X, y, cv=5, project=my_project)\n\nfig_plotly = my_project.get_item(\"cross_validation\").plot\nfig_plotly" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Hence, we can observe some key metrics and get insights on our cross-validation.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - ".. seealso::\n\n For more information about the motivation and usage of :func:`skore.cross_validate`,\n see `example_cross_validate`.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Train-test split with skore\n\nSkore has implemented a :func:`skore.train_test_split` function that wraps\nscikit-learn's :func:`sklearn.model_selection.train_test_split`.\n\nFor example, it can raise warnings when there is class imbalance in the data to\nprovide methodological advice:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "X = np.arange(400).reshape((200, 2))\ny = [0] * 150 + [1] * 50\n\nX_train, X_test, y_train, y_test = skore.train_test_split(\n X=X, y=y, test_size=0.2, random_state=0\n)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - ".. seealso::\n\n For more information about the motivation and usage of\n :func:`skore.train_test_split`, see `example_train_test_split`.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - ".. admonition:: Stay tuned for some new features!\n\n Feel free to join our [Discord](https://discord.gg/scBZerAGwW)!\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Cleanup the project\n\nRemoving the temporary directory:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "temp_dir.cleanup()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.7" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file diff --git a/docs/latest/_downloads/64023e9042dd6e8c819e3672ab30e7b3/plot_02_tracking_items.py b/docs/latest/_downloads/64023e9042dd6e8c819e3672ab30e7b3/plot_02_tracking_items.py deleted file mode 100644 index 20c2fea9..00000000 --- a/docs/latest/_downloads/64023e9042dd6e8c819e3672ab30e7b3/plot_02_tracking_items.py +++ /dev/null @@ -1,208 +0,0 @@ -""" -.. _example_historization_items: - -================================== -Tracking items using their history -================================== - -This example illustrates how skore can be used to track some items using their history, -for example tracking some ML metrics over time. -""" - -# %% -# Creating and loading the skore project -# ====================================== - -# %% -# We start by creating a temporary directory to store our project so that we can -# easily clean it after executing this example: - -# %% -import tempfile -from pathlib import Path - -temp_dir = tempfile.TemporaryDirectory(prefix="skore_example_") -temp_dir_path = Path(temp_dir.name) - -# %% -# We create and load the skore project from this temporary directory: - -# %% -import skore - -my_project = skore.create("my_project", working_dir=temp_dir_path) - -# %% -# Tracking an integer -# =================== - -# %% -# Let us store several integer values for a same item called ``my_int``, each storage -# being separated by 0.1 second: - -# %% -import time - -my_project.put("my_int", 4) -time.sleep(0.1) -my_project.put("my_int", 9) -time.sleep(0.1) -my_project.put("my_int", 16) - -# %% -# .. note:: -# -# We could launch the skore dashboard with: -# -# .. code-block:: bash -# -# skore launch "my_project" -# -# and, from the skore UI, we could visualize the different histories of the ``my_int`` -# item: -# -# .. image:: https://raw.githubusercontent.com/sylvaincom/sylvaincom.github.io/master/files/probabl/skore/2024_11_21_tracking_comp.gif -# :alt: Tracking the history of an item from the skore UI - -# %% -# We retrieve the history of the ``my_int`` item: - -# %% -item_histories = my_project.get_item_versions("my_int") - -# %% -# We can print the first history (first iteration) of this item: - -# %% -item_history = item_histories[0] -print(item_history) -print(item_history.primitive) -print(item_history.created_at) -print(item_history.updated_at) - -# %% -# Let us construct a dataframe with the values and last updated times: - -# %% -import numpy as np -import pandas as pd - -list_primitive, list_created_at, list_updated_at = zip( - *[(elem.primitive, elem.created_at, elem.updated_at) for elem in item_histories] -) - -df_track = pd.DataFrame( - { - "primitive": list_primitive, - "created_at": list_created_at, - "updated_at": list_updated_at, - } -) -df_track.insert(0, "iteration_number", np.arange(len(df_track))) -df_track - -# %% -# .. role:: python(code) -# :language: python -# -# Notice that the ``created_at`` dates are the same for all iterations because they -# correspond to the same item, but the ``updated_at`` dates are spaced by 0.1 second -# (approximately) as we used :python:`time.sleep(0.1)` between each -# :func:`~skore.Project.put`. - -# %% -# We can now track the value of the item over time: - -# %% -import plotly.express as px - -fig = px.line( - df_track, - x="iteration_number", - y="primitive", - hover_data=df_track.columns, - markers=True, -) -fig.update_layout(xaxis_type="category") -fig - -# %% -# .. note:: -# We can hover over the histories of the item to visualize the last update date for -# example. - -# %% -# Here, we focused on `how` to use skore's tracking of history of items. -# But `why` track items? -# -# * We could track some items such as machine learning scores over time to better -# understand which feature engineering works best. -# -# * Avoid overwriting a useful metric by mistake. No results are can be lost. -# -# * The last updated time can help us reproduce an iteration of a key metric. -# -# In the following, we explore skore's :func:`skore.cross_validate` that natively -# includes tracking. - -# %% -# .. _example_track_cv: -# Tracking the results of several runs of :func:`skore.cross_validate` -# ==================================================================== - -# %% -# The :ref:`example_cross_validate` example explains why and how to use the -# :func:`skore.cross_validate` function. -# Here, let us see how we can use the tracking of items with this function. - -# %% -# Let us load some data: - -# %% -from sklearn import datasets - -X, y = datasets.load_diabetes(return_X_y=True) -X, y = X[:150], y[:150] - -# %% -# Suppose that some users are coding in their draft notebook and are iterating on some -# cross-validations in separate cells and forgot to store the intermediate results: - -# %% -import skore -from sklearn.linear_model import Lasso - -skore.cross_validate(Lasso(alpha=0.5), X, y, cv=5, project=my_project) - -# %% -skore.cross_validate(Lasso(alpha=1), X, y, cv=5, project=my_project) - -# %% -skore.cross_validate(Lasso(alpha=2), X, y, cv=5, project=my_project) - -# %% -# Thanks to the storage of the results by :func:`skore.cross_validate` (done when -# specifying the ``project`` argument), we can compare the metrics of each -# cross-validation run (on all splits): - -# %% -fig_plotly = my_project.get_item("cross_validation_aggregated").plot -fig_plotly - -# %% -# Hence, we can observe that the first run, with ``alpha=0.5``, works better. - -# %% -# .. note:: -# The good practice, instead of running several cross-validations with different -# values of the hyperparameter, would have been to use a -# :func:`sklearn.model_selection.GridSearchCV`. - -# %% -# Cleanup the project -# ------------------- -# -# Removing the temporary directory: - -# %% -temp_dir.cleanup() diff --git a/docs/latest/_downloads/66d65b1172294c11e4127bb963835935/plot_01_cross_validate.zip b/docs/latest/_downloads/66d65b1172294c11e4127bb963835935/plot_01_cross_validate.zip deleted file mode 100644 index b0f3a02f..00000000 Binary files a/docs/latest/_downloads/66d65b1172294c11e4127bb963835935/plot_01_cross_validate.zip and /dev/null differ diff --git a/docs/latest/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/docs/latest/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip deleted file mode 100644 index 82bf5c30..00000000 Binary files a/docs/latest/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip and /dev/null differ diff --git a/docs/latest/_downloads/71bbf371dfb7015d24d94c208c08288b/plot_02_train_test_split.ipynb b/docs/latest/_downloads/71bbf371dfb7015d24d94c208c08288b/plot_02_train_test_split.ipynb deleted file mode 100644 index 8094074d..00000000 --- a/docs/latest/_downloads/71bbf371dfb7015d24d94c208c08288b/plot_02_train_test_split.ipynb +++ /dev/null @@ -1,365 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n\n# Enhancing train-test split\n\nThis example illustrates the motivation and the use of skore's\n:func:`skore.train_test_split` to get assistance when developing ML/DS projects.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Creating and loading the skore project\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We start by creating a temporary directory to store our project so that we can\neasily clean it after executing this example:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import tempfile\nfrom pathlib import Path\n\ntemp_dir = tempfile.TemporaryDirectory(prefix=\"skore_example_\")\ntemp_dir_path = Path(temp_dir.name)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We create and load the skore project from this temporary directory:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import skore\n\nmy_project = skore.create(\"my_project\", working_dir=temp_dir_path)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Train-test split in scikit-learn\n\nScikit-learn has a function for splitting the data into train and test\nsets: :func:`sklearn.model_selection.train_test_split`.\nIts signature is the following:\n\n```python\nsklearn.model_selection.train_test_split(\n *arrays,\n test_size=None,\n train_size=None,\n random_state=None,\n shuffle=True,\n stratify=None\n)\n```\nwhere ``*arrays`` is a Python ``*args`` (it allows you to pass a varying number of\npositional arguments) and the scikit-learn doc indicates that it is ``a sequence of\nindexables with same length / shape[0]``.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let us construct a design matrix ``X`` and target ``y`` to illustrate our point:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import numpy as np\n\nX = np.arange(10).reshape((5, 2))\ny = np.arange(5)\nprint(f\"{X = }\\n{y = }\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In scikit-learn, the most common usage is the following:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from sklearn.model_selection import train_test_split as sklearn_train_test_split\n\nX_train, X_test, y_train, y_test = sklearn_train_test_split(\n X, y, test_size=0.2, random_state=0\n)\nprint(f\"{X_train = }\\n{y_train = }\\n{X_test = }\\n{y_test = }\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Notice the shuffling that is done by default.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In scikit-learn, the user cannot explicitly set the design matrix ``X`` and\nthe target ``y``. The following:\n\n```python\nX_train, X_test, y_train, y_test = sklearn_train_test_split(\n X=X, y=y, test_size=0.2, random_state=0)\n```\nwould return:\n\n```python\nTypeError: got an unexpected keyword argument 'X'\n```\nIn general, in Python, keyword arguments are useful to prevent typos. For example,\nin the following, ``X`` and ``y`` are reversed:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "X_train, X_test, y_train, y_test = sklearn_train_test_split(\n y, X, test_size=0.2, random_state=0\n)\nprint(f\"{X_train = }\\n{y_train = }\\n{X_test = }\\n{y_test = }\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "but Python will not catch this mistake for us.\nThis is where skore comes in handy.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Train-test split in skore\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Skore has its own :func:`skore.train_test_split` that wraps scikit-learn's\n:func:`sklearn.model_selection.train_test_split`.\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "X = np.arange(10_000).reshape((5_000, 2))\ny = [0] * 2_500 + [1] * 2_500" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Expliciting the positional arguments for ``X`` and ``y``\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First of all, naturally, it can be used as a simple drop-in replacement for\nscikit-learn:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "X_train, X_test, y_train, y_test = skore.train_test_split(\n X, y, test_size=0.2, random_state=0\n)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "

Note

The outputs of :func:`skore.train_test_split` are intentionally exactly the same as\n :func:`sklearn.model_selection.train_test_split`, so the user can just use the\n skore version as a drop-in replacement of scikit-learn.

\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Contrary to scikit-learn, skore allows users to explicit the ``X`` and ``y``, making\ndetection of potential issues easier:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "X_train, X_test, y_train, y_test = skore.train_test_split(\n X=X, y=y, test_size=0.2, random_state=0\n)\nX_train_explicit = X_train.copy()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Moreover, when passing ``X`` and ``y`` explicitly, the ``X``'s are always returned\nbefore the ``y``'s, even when they are inverted:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "arr = X.copy()\narr_train, arr_test, X_train, X_test, y_train, y_test = skore.train_test_split(\n arr, y=y, X=X, test_size=0.2, random_state=0\n)\nX_train_explicit_inverted = X_train.copy()\n\nprint(\"When expliciting, with the small typo, are the `X_train`'s still the same?\")\nprint(np.allclose(X_train_explicit, X_train_explicit_inverted))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Automatic diagnostics: raising methodological warnings\n\nIn this section, we show how skore can provide methodological checks.\n\n#### Class imbalance\n\nIn machine learning, class imbalance (the classes in a dataset are not equally\nrepresented) requires a specific modelling.\nFor example, in a dataset with 95% majority class (class ``1``) and 5% minority class\n(class ``0``), a dummy model that always predicts class ``1`` will have a 95%\naccuracy, while it would be useless for identifying examples of class ``0``.\nHence, it is important to detect when we have class imbalance.\n\nSuppose that we have imbalanced data:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "X = np.arange(10_000).reshape((5_000, 2))\ny = [0] * 4_000 + [1] * 1_000" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In that case, :func:`skore.train_test_split` raises a ``HighClassImbalanceWarning``:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "X_train, X_test, y_train, y_test = skore.train_test_split(\n X=X, y=y, test_size=0.2, random_state=0\n)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Hence, skore recommends the users to take into account this class imbalance, that\nthey might have missed, in their modelling strategy.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Moreover, skore also detects class imbalance with a class that has too few samples\nwith a ``HighClassImbalanceTooFewExamplesWarning``:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "X = np.arange(400).reshape((200, 2))\ny = [0] * 150 + [1] * 50\n\nX_train, X_test, y_train, y_test = skore.train_test_split(\n X=X, y=y, test_size=0.2, random_state=0\n)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Shuffling without a random state\n\nFor [reproducible results across executions](https://scikit-learn.org/stable/common_pitfalls.html#controlling-randomness),\nskore recommends the use of the ``random_state`` parameter when shuffling\n(remember that ``shuffle=True`` by default) with a ``RandomStateUnsetWarning``:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "X = np.arange(10_000).reshape((5_000, 2))\ny = [0] * 2_500 + [1] * 2_500\n\nX_train, X_test, y_train, y_test = skore.train_test_split(X=X, y=y, test_size=0.2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Time series data\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, let us assume that we have [time series data](https://scikit-learn.org/stable/modules/cross_validation.html#cross-validation-of-time-series-data):\nthe data is somewhat time-ordered.\nAs one can not shuffle time (time only moves in one direction: forward), we\nrecommend using :func:`sklearn.model_selection.TimeSeriesSplit` instead of\n:func:`sklearn.model_selection.train_test_split` (or :func:`skore.train_test_split`).\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from datetime import datetime\nimport pandas as pd\n\nX = pd.DataFrame(\n {\"ints\": [0, 1], \"dates\": [datetime(2024, 11, 25), datetime(2024, 11, 26)]}\n)\nX_train, X_test = skore.train_test_split(X=X, test_size=0.2, random_state=0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Cleanup the project\n\nRemoving the temporary directory:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "temp_dir.cleanup()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.7" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file diff --git a/docs/latest/_downloads/892f5cbeed7112a7009bfb2f5f6870e0/plot_01_getting_started.py b/docs/latest/_downloads/892f5cbeed7112a7009bfb2f5f6870e0/plot_01_getting_started.py deleted file mode 100644 index edd2bb1c..00000000 --- a/docs/latest/_downloads/892f5cbeed7112a7009bfb2f5f6870e0/plot_01_getting_started.py +++ /dev/null @@ -1,257 +0,0 @@ -""" -.. _example_getting_started: - -========================== -Getting started with skore -========================== -""" - -# %% -# This getting started guide illustrates how to use skore and why: -# -# #. Track and visualize your ML/DS results using skore's :class:`~skore.Project` and UI. -# -# #. Machine learning diagnostics: get assistance when developing your ML/DS projects. -# -# * Scikit-learn compatible :func:`skore.cross_validate` and -# :func:`skore.train_test_split` provide insights and checks on cross-validation -# and train-test-split. - -# %% -# Track and visualize: skore project and UI -# ========================================= -# -# A key feature of skore is its :class:`~skore.Project` that allows to store -# items of many types then visualize them in a dashboard called the skore UI. - -# %% -# Creating and loading a skore project, and launching the skore UI -# ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - -# %% -# We start by creating a temporary directory to store our project so that we can -# easily clean it after executing this example: - -# %% -import tempfile -from pathlib import Path - -temp_dir = tempfile.TemporaryDirectory(prefix="skore_example_") -temp_dir_path = Path(temp_dir.name) - -# %% -# We create and load the skore project from this temporary directory: - -# %% -import skore - -my_project = skore.create("my_project", working_dir=temp_dir_path) - -# %% -# This will create a skore project directory named ``my_project.skore`` in our -# current directory. -# -# .. note:: -# -# If we did not wish for our skore project to be stored in a *temporary* folder, we -# could simply create the project in the current directory with: -# -# .. code-block:: python -# -# import skore -# -# my_project = skore.create("my_project") -# -# Then, from our shell (in the same directory), we can start the UI locally: -# -# .. code-block:: bash -# -# skore launch "my_project" -# -# This will automatically open a browser at the UI's location. -# -# Now that the project exists, we can write some Python code (in the same -# directory) to add (:func:`~skore.Project.put`) some useful items in it. - -# %% -my_project.put("my_int", 3) - -# %% -# Skore project and storage: example of hyperparameter sweep -# ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ -# -# As an illustration of the usage of the skore project and storage with a machine -# learning motivation, let us perform a hyperparameter sweep and store relevant -# information in the skore project. - -# %% -# We search for the ``alpha`` hyperparameter of a Ridge regression on the -# Diabetes dataset: - -# %% -import numpy as np -from sklearn.datasets import load_diabetes -from sklearn.linear_model import Ridge -from sklearn.model_selection import GridSearchCV - -diabetes = load_diabetes() -X = diabetes.data[:150] -y = diabetes.target[:150] - -gs_cv = GridSearchCV( - Ridge(), - param_grid={"alpha": np.logspace(-3, 5, 50)}, - scoring="neg_root_mean_squared_error", -) -gs_cv.fit(X, y) - -# %% -# Now, we store the hyperparameter's metrics in a dataframe and make a custom -# plot: - -# %% -import pandas as pd - -df = pd.DataFrame(gs_cv.cv_results_) -df.insert(len(df.columns), "rmse", -df["mean_test_score"].values) -df[["param_alpha", "rmse"]].head() - -# %% -import matplotlib.pyplot as plt - -fig = plt.figure(layout="constrained", dpi=200) -plt.plot(df["param_alpha"], df["rmse"]) -plt.xscale("log") -plt.xlabel("Alpha hyperparameter") -plt.ylabel("RMSE") -plt.title("Ridge regression") -plt.show() - -# %% -# | -# Finally, we store some relevant information to our skore project, so that we -# can visualize them later in the skore UI for example: - -# %% -my_project.put("my_gs_cv", gs_cv) -my_project.put("my_df", df) -my_project.put("my_fig", fig) - -# %% -# .. seealso:: -# -# For more information about the functionalities and the different types -# of items that we can store in a skore :class:`~skore.Project`, -# see :ref:`example_overview_skore_project`. - -# %% -# Manipulating the skore UI -# ^^^^^^^^^^^^^^^^^^^^^^^^^ -# -# The skore UI is a very efficient tool to track and visualize the items in your -# project, such as grid search or cross-validation results. -# -# #. On the top left, by default, you can observe that you are in a *View* called -# ``default``. You can rename this view or create another one. -# -# #. From the *Items* section on the bottom left, you can add stored items to this -# view, either by clicking on ``+`` or by dragging an item to the right. -# -# #. In the skore UI on the right, you can drag-and-drop items to re-order them, -# remove items, etc. -# -# .. image:: https://raw.githubusercontent.com/sylvaincom/sylvaincom.github.io/master/files/probabl/skore/2024_10_31_skore_demo_compressed.gif -# :alt: Getting started with ``skore`` demo - -# %% -# Tracking the history of items -# ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ -# -# Skore does not overwrite items with the same name, instead it stores their history so -# that, from the skore UI, we could visualize their different histories: -# -# .. image:: https://raw.githubusercontent.com/sylvaincom/sylvaincom.github.io/master/files/probabl/skore/2024_11_21_tracking_comp.gif -# :alt: Tracking the history of an item from the skore UI -# -# This functionality is very useful to never lose some key machine learning metrics, -# for example. -# -# .. seealso:: -# -# For more information about the tracking of items using their history, -# see :ref:`example_historization_items`. - -# %% -# Machine learning diagnostics: enhancing scikit-learn functions -# ============================================================== -# -# Skore wraps some key scikit-learn functions to automatically provide -# diagnostics and checks when using them, as a way to facilitate good practices. - -# %% -# Cross-validation with skore -# ^^^^^^^^^^^^^^^^^^^^^^^^^^^ -# -# In order to assist its users when programming, skore has implemented a -# :func:`skore.cross_validate` function that wraps scikit-learn's -# :func:`sklearn.model_selection.cross_validate`. -# -# On the same previous data and a Ridge regressor (with default ``alpha`` value), -# let us launch skore's cross-validation, which will automatically add -# (:func:`~skore.Project.put`) -# a ``cross_validation`` item with a plotly chart in our project. - -# %% -from skore import cross_validate - -cv_results = cross_validate(Ridge(), X, y, cv=5, project=my_project) - -fig_plotly = my_project.get_item("cross_validation").plot -fig_plotly - -# %% -# Hence, we can observe some key metrics and get insights on our cross-validation. - -# %% -# .. seealso:: -# -# For more information about the motivation and usage of :func:`skore.cross_validate`, -# see :ref:`example_cross_validate`. - -# %% -# Train-test split with skore -# ^^^^^^^^^^^^^^^^^^^^^^^^^^^ -# -# Skore has implemented a :func:`skore.train_test_split` function that wraps -# scikit-learn's :func:`sklearn.model_selection.train_test_split`. -# -# For example, it can raise warnings when there is class imbalance in the data to -# provide methodological advice: - -# %% -X = np.arange(400).reshape((200, 2)) -y = [0] * 150 + [1] * 50 - -X_train, X_test, y_train, y_test = skore.train_test_split( - X=X, y=y, test_size=0.2, random_state=0 -) - -# %% -# .. seealso:: -# -# For more information about the motivation and usage of -# :func:`skore.train_test_split`, see :ref:`example_train_test_split`. - -# %% -# .. admonition:: Stay tuned for some new features! -# -# Feel free to join our `Discord `_! - -# %% -# Cleanup the project -# ------------------- -# -# Removing the temporary directory: - -# %% -temp_dir.cleanup() diff --git a/docs/latest/_downloads/9730fbfa0227d4cbaee43dd3146ea016/plot_01_overview_skore_project.zip b/docs/latest/_downloads/9730fbfa0227d4cbaee43dd3146ea016/plot_01_overview_skore_project.zip deleted file mode 100644 index e68ea1ff..00000000 Binary files a/docs/latest/_downloads/9730fbfa0227d4cbaee43dd3146ea016/plot_01_overview_skore_project.zip and /dev/null differ diff --git a/docs/latest/_downloads/9ecad9d310c18cfcb34e6f41dc43832c/plot_02_train_test_split.zip b/docs/latest/_downloads/9ecad9d310c18cfcb34e6f41dc43832c/plot_02_train_test_split.zip deleted file mode 100644 index e254dd98..00000000 Binary files a/docs/latest/_downloads/9ecad9d310c18cfcb34e6f41dc43832c/plot_02_train_test_split.zip and /dev/null differ diff --git a/docs/latest/_downloads/a3a1956f20f72c86db7fe85f16458c1e/plot_02_tracking_items.zip b/docs/latest/_downloads/a3a1956f20f72c86db7fe85f16458c1e/plot_02_tracking_items.zip deleted file mode 100644 index 6e27b5a0..00000000 Binary files a/docs/latest/_downloads/a3a1956f20f72c86db7fe85f16458c1e/plot_02_tracking_items.zip and /dev/null differ diff --git a/docs/latest/_downloads/a64f279aa9bc0515948c84c4a66b9486/plot_02_tracking_items.ipynb b/docs/latest/_downloads/a64f279aa9bc0515948c84c4a66b9486/plot_02_tracking_items.ipynb deleted file mode 100644 index 20c9bcaa..00000000 --- a/docs/latest/_downloads/a64f279aa9bc0515948c84c4a66b9486/plot_02_tracking_items.ipynb +++ /dev/null @@ -1,322 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n\n# Tracking items using their history\n\nThis example illustrates how skore can be used to track some items using their history,\nfor example tracking some ML metrics over time.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Creating and loading the skore project\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We start by creating a temporary directory to store our project so that we can\neasily clean it after executing this example:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import tempfile\nfrom pathlib import Path\n\ntemp_dir = tempfile.TemporaryDirectory(prefix=\"skore_example_\")\ntemp_dir_path = Path(temp_dir.name)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We create and load the skore project from this temporary directory:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import skore\n\nmy_project = skore.create(\"my_project\", working_dir=temp_dir_path)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Tracking an integer\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let us store several integer values for a same item called ``my_int``, each storage\nbeing separated by 0.1 second:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import time\n\nmy_project.put(\"my_int\", 4)\ntime.sleep(0.1)\nmy_project.put(\"my_int\", 9)\ntime.sleep(0.1)\nmy_project.put(\"my_int\", 16)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "

Note

We could launch the skore dashboard with:\n\n```bash\nskore launch \"my_project\"\n```\n and, from the skore UI, we could visualize the different histories of the ``my_int``\n item:\n\n .. image:: https://raw.githubusercontent.com/sylvaincom/sylvaincom.github.io/master/files/probabl/skore/2024_11_21_tracking_comp.gif\n :alt: Tracking the history of an item from the skore UI

\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We retrieve the history of the ``my_int`` item:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "item_histories = my_project.get_item_versions(\"my_int\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can print the first history (first iteration) of this item:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "item_history = item_histories[0]\nprint(item_history)\nprint(item_history.primitive)\nprint(item_history.created_at)\nprint(item_history.updated_at)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let us construct a dataframe with the values and last updated times:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import numpy as np\nimport pandas as pd\n\nlist_primitive, list_created_at, list_updated_at = zip(\n *[(elem.primitive, elem.created_at, elem.updated_at) for elem in item_histories]\n)\n\ndf_track = pd.DataFrame(\n {\n \"primitive\": list_primitive,\n \"created_at\": list_created_at,\n \"updated_at\": list_updated_at,\n }\n)\ndf_track.insert(0, \"iteration_number\", np.arange(len(df_track)))\ndf_track" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - ".. role:: python(code)\n :language: python\n\nNotice that the ``created_at`` dates are the same for all iterations because they\ncorrespond to the same item, but the ``updated_at`` dates are spaced by 0.1 second\n(approximately) as we used :python:`time.sleep(0.1)` between each\n:func:`~skore.Project.put`.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can now track the value of the item over time:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import plotly.express as px\n\nfig = px.line(\n df_track,\n x=\"iteration_number\",\n y=\"primitive\",\n hover_data=df_track.columns,\n markers=True,\n)\nfig.update_layout(xaxis_type=\"category\")\nfig" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "

Note

We can hover over the histories of the item to visualize the last update date for\n example.

\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here, we focused on `how` to use skore's tracking of history of items.\nBut `why` track items?\n\n* We could track some items such as machine learning scores over time to better\n understand which feature engineering works best.\n\n* Avoid overwriting a useful metric by mistake. No results are can be lost.\n\n* The last updated time can help us reproduce an iteration of a key metric.\n\nIn the following, we explore skore's :func:`skore.cross_validate` that natively\nincludes tracking.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Tracking the results of several runs of :func:`skore.cross_validate`\n====================================================================\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The `example_cross_validate` example explains why and how to use the\n:func:`skore.cross_validate` function.\nHere, let us see how we can use the tracking of items with this function.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let us load some data:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from sklearn import datasets\n\nX, y = datasets.load_diabetes(return_X_y=True)\nX, y = X[:150], y[:150]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Suppose that some users are coding in their draft notebook and are iterating on some\ncross-validations in separate cells and forgot to store the intermediate results:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import skore\nfrom sklearn.linear_model import Lasso\n\nskore.cross_validate(Lasso(alpha=0.5), X, y, cv=5, project=my_project)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "skore.cross_validate(Lasso(alpha=1), X, y, cv=5, project=my_project)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "skore.cross_validate(Lasso(alpha=2), X, y, cv=5, project=my_project)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Thanks to the storage of the results by :func:`skore.cross_validate` (done when\nspecifying the ``project`` argument), we can compare the metrics of each\ncross-validation run (on all splits):\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "fig_plotly = my_project.get_item(\"cross_validation_aggregated\").plot\nfig_plotly" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Hence, we can observe that the first run, with ``alpha=0.5``, works better.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "

Note

The good practice, instead of running several cross-validations with different\n values of the hyperparameter, would have been to use a\n :func:`sklearn.model_selection.GridSearchCV`.

\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Cleanup the project\n\nRemoving the temporary directory:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "temp_dir.cleanup()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.7" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file diff --git a/docs/latest/_downloads/a71f57e7bbc20e0ad1c7726f424ae7af/plot_01_overview_skore_project.py b/docs/latest/_downloads/a71f57e7bbc20e0ad1c7726f424ae7af/plot_01_overview_skore_project.py deleted file mode 100644 index e78b47b2..00000000 --- a/docs/latest/_downloads/a71f57e7bbc20e0ad1c7726f424ae7af/plot_01_overview_skore_project.py +++ /dev/null @@ -1,372 +0,0 @@ -""" -.. _example_overview_skore_project: - -============================= -Overview of the skore project -============================= - -This example provides an overview of the functionalities and the different types -of items that we can store in a skore :class:`~skore.Project`. -""" - -# %% -# Creating and loading the skore project -# ====================================== - -# %% -# We start by creating a temporary directory to store our project so that we can -# easily clean it after executing this example: - -# %% -import tempfile -from pathlib import Path - -temp_dir = tempfile.TemporaryDirectory(prefix="skore_example_") -temp_dir_path = Path(temp_dir.name) - -# %% -# We create and load the skore project from this temporary directory: - -# %% -import skore - -my_project = skore.create("my_project", working_dir=temp_dir_path) - -# %% -# Storing integers -# ================ -# -# Now, let us store our first object using :func:`~skore.Project.put`, for example an -# integer: - -# %% -my_project.put("my_int", 3) - -# %% -# Here, the name of the object is ``my_int`` and the integer value is 3. -# -# We can read it from the project by using :func:`~skore.Project.get`: - -# %% -my_project.get("my_int") - -# %% -# Careful; like in a traditional Python dictionary, the ``put`` method will *overwrite* -# past data if we use a key that already exists! - -# %% -my_project.put("my_int", 30_000) - -# %% -# We can check the updated value: - -# %% -my_project.get("my_int") - -# %% -# .. seealso:: -# -# Skore does not exactly *overwrite*, but stores the history of items. -# For more information about the tracking of items using their history, -# see :ref:`example_historization_items`. - -# %% -# By using the :func:`~skore.Project.delete_item` method, we can also delete an object -# so that our skore UI does not become cluttered: - -# %% -my_project.put("my_int_2", 10) - -# %% -my_project.delete_item("my_int_2") - -# %% -# We can display all the keys in our project: - -# %% -my_project.list_item_keys() - -# %% -# Storing strings and texts -# ========================= - -# %% -# We just stored a integer, now let us store some text using strings! - -# %% -my_project.put("my_string", "Hello world!") - -# %% -my_project.get("my_string") - -# %% -# :func:`~skore.Project.get` infers the type of the inserted object by default. For -# example, strings are assumed to be in Markdown format. Hence, we can customize the -# display of our text: - -# %% -my_project.put( - "my_string_2", - ( - """Hello world!, **bold**, *italic*, `code` - -```python -def my_func(x): - return x+2 -``` -""" - ), -) - -# %% -# Moreover, we can also explicitly tell skore the media type of an object, for example -# in HTML: - -# %% -from skore.item import MediaItem - -my_project.put_item( - "my_string_3", - MediaItem.factory( - "

Title

bold, italic, etc.

", media_type="text/html" - ), -) - -# %% -# .. note:: -# We used :func:`~skore.Project.put_item` instead of :func:`~skore.Project.put`. - -# %% -# Note that the media type is only used for the UI, and not in this notebook at hand: - -# %% -my_project.get("my_string_3") - -# %% -# We can also conveniently use a Python f-string: - -# %% -x = 2 -y = [1, 2, 3, 4] -my_project.put("my_string_4", f"The value of `x` is {x} and the value of `y` is {y}.") - -# %% -# Storing many kinds of data -# ========================== - -# %% -# Python list: - -# %% -my_list = [1, 2, 3, 4] -my_project.put("my_list", my_list) -my_list - -# %% -# Python dictionary: - -# %% -my_dict = { - "company": "probabl", - "year": 2023, -} -my_project.put("my_dict", my_dict) -my_dict - -# %% -# Numpy array: - -# %% -import numpy as np - -my_arr = np.random.randn(3, 3) -my_project.put("my_arr", my_arr) -my_arr - -# %% -# Pandas data frame: - -# %% -import pandas as pd - -my_df_pandas = pd.DataFrame(np.random.randn(10, 5)) -my_project.put("my_df_pandas", my_df_pandas) -my_df_pandas.head() - -# %% -# Polars data frame: - -# %% -import polars as pl - -my_df_polars = pl.DataFrame(np.random.randn(10, 5)) -my_project.put("my_df_polars", my_df_polars) -my_df_polars.head() - -# %% -# Storing data visualizations -# =========================== -# -# Note that, in the dashboard, the interactivity of plots is supported, for example for -# Altair and Plotly. - -# %% -# Matplotlib figure: - -# %% -import matplotlib.pyplot as plt - -x = np.linspace(0, 2, 100) - -fig, ax = plt.subplots(layout="constrained", dpi=200) -ax.plot(x, x, label="linear") -ax.plot(x, x**2, label="quadratic") -ax.plot(x, x**3, label="cubic") -ax.set_xlabel("x label") -ax.set_ylabel("y label") -ax.set_title("Simple Plot") -ax.legend() -plt.show() - -my_project.put("my_figure", fig) - -# %% -# | -# Altair chart: - -# %% -import altair as alt - -alt.renderers.enable("default") - -num_points = 100 -df_plot = pd.DataFrame( - {"x": np.random.randn(num_points), "y": np.random.randn(num_points)} -) - -my_altair_chart = ( - alt.Chart(df_plot) - .mark_circle() - .encode(x="x", y="y", tooltip=["x", "y"]) - .interactive() - .properties(title="My title") -) - -my_project.put("my_altair_chart", my_altair_chart) - -# %% -# .. note:: -# For Plotly figures, some users reported the following error when running Plotly -# cells: ``ValueError: Mime type rendering requires nbformat>=4.2.0 but it is not -# installed``. This is a Plotly issue which is documented `here -# `_; to solve it, we recommend -# installing ``nbformat`` in your environment, e.g. with: -# -# .. code-block:: console -# -# pip install --upgrade nbformat - -# %% -# Plotly figure: - -# %% -import plotly.express as px - -df = px.data.iris() -fig = px.scatter( - df, x=df.sepal_length, y=df.sepal_width, color=df.species, size=df.petal_length -) - -my_project.put("my_plotly_fig", fig) - -fig - -# %% -# Animated Plotly figure: - -# %% -df = px.data.gapminder() -my_anim_plotly_fig = px.scatter( - df, - x="gdpPercap", - y="lifeExp", - animation_frame="year", - animation_group="country", - size="pop", - color="continent", - hover_name="country", - log_x=True, - size_max=55, - range_x=[100, 100_000], - range_y=[25, 90], -) - -my_project.put("my_anim_plotly_fig", my_anim_plotly_fig) - -my_anim_plotly_fig - -# %% -# PIL image: - -# %% -import io - -import PIL - -my_pil_image = PIL.Image.new("RGB", (100, 100), color="red") -with io.BytesIO() as output: - my_pil_image.save(output, format="png") - -my_project.put("my_pil_image", my_pil_image) - -# %% -# Storing scikit-learn models and pipelines -# ========================================= -# -# As skore is developed by `Probabl `_, the spin-off of -# scikit-learn, skore treats scikit-learn models and pipelines as first-class citizens. -# -# First of all, we can store a scikit-learn model: - -# %% -from sklearn.linear_model import Lasso - -my_model = Lasso(alpha=2) -my_project.put("my_model", my_model) -my_model - -# %% -# We can also store scikit-learn pipelines: - -# %% -from sklearn.pipeline import Pipeline -from sklearn.preprocessing import StandardScaler - -my_pipeline = Pipeline( - [("standard_scaler", StandardScaler()), ("lasso", Lasso(alpha=2))] -) -my_project.put("my_pipeline", my_pipeline) -my_pipeline - -# %% -# Moreover, we can store fitted scikit-learn pipelines: - -# %% -from sklearn.datasets import load_diabetes - -diabetes = load_diabetes() -X = diabetes.data[:150] -y = diabetes.target[:150] -my_pipeline.fit(X, y) - -my_project.put("my_fitted_pipeline", my_pipeline) -my_pipeline - -# %% -# Cleanup the project -# ------------------- -# -# Removing the temporary directory: - -# %% -temp_dir.cleanup() diff --git a/docs/latest/_downloads/e1435ff93991741da29c534b3219bd7d/plot_01_overview_skore_project.ipynb b/docs/latest/_downloads/e1435ff93991741da29c534b3219bd7d/plot_01_overview_skore_project.ipynb deleted file mode 100644 index b329d0b8..00000000 --- a/docs/latest/_downloads/e1435ff93991741da29c534b3219bd7d/plot_01_overview_skore_project.ipynb +++ /dev/null @@ -1,589 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n\n# Overview of the skore project\n\nThis example provides an overview of the functionalities and the different types\nof items that we can store in a skore :class:`~skore.Project`.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Creating and loading the skore project\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We start by creating a temporary directory to store our project so that we can\neasily clean it after executing this example:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import tempfile\nfrom pathlib import Path\n\ntemp_dir = tempfile.TemporaryDirectory(prefix=\"skore_example_\")\ntemp_dir_path = Path(temp_dir.name)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We create and load the skore project from this temporary directory:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import skore\n\nmy_project = skore.create(\"my_project\", working_dir=temp_dir_path)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Storing integers\n\nNow, let us store our first object using :func:`~skore.Project.put`, for example an\ninteger:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "my_project.put(\"my_int\", 3)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here, the name of the object is ``my_int`` and the integer value is 3.\n\nWe can read it from the project by using :func:`~skore.Project.get`:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "my_project.get(\"my_int\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Careful; like in a traditional Python dictionary, the ``put`` method will *overwrite*\npast data if we use a key that already exists!\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "my_project.put(\"my_int\", 30_000)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can check the updated value:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "my_project.get(\"my_int\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - ".. seealso::\n\n Skore does not exactly *overwrite*, but stores the history of items.\n For more information about the tracking of items using their history,\n see `example_historization_items`.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "By using the :func:`~skore.Project.delete_item` method, we can also delete an object\nso that our skore UI does not become cluttered:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "my_project.put(\"my_int_2\", 10)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "my_project.delete_item(\"my_int_2\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can display all the keys in our project:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "my_project.list_item_keys()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Storing strings and texts\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We just stored a integer, now let us store some text using strings!\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "my_project.put(\"my_string\", \"Hello world!\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "my_project.get(\"my_string\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - ":func:`~skore.Project.get` infers the type of the inserted object by default. For\nexample, strings are assumed to be in Markdown format. Hence, we can customize the\ndisplay of our text:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "my_project.put(\n \"my_string_2\",\n (\n \"\"\"Hello world!, **bold**, *italic*, `code`\n\n```python\ndef my_func(x):\n return x+2\n```\n\"\"\"\n ),\n)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Moreover, we can also explicitly tell skore the media type of an object, for example\nin HTML:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from skore.item import MediaItem\n\nmy_project.put_item(\n \"my_string_3\",\n MediaItem.factory(\n \"

Title

bold, italic, etc.

\", media_type=\"text/html\"\n ),\n)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "

Note

We used :func:`~skore.Project.put_item` instead of :func:`~skore.Project.put`.

\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note that the media type is only used for the UI, and not in this notebook at hand:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "my_project.get(\"my_string_3\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can also conveniently use a Python f-string:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "x = 2\ny = [1, 2, 3, 4]\nmy_project.put(\"my_string_4\", f\"The value of `x` is {x} and the value of `y` is {y}.\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Storing many kinds of data\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Python list:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "my_list = [1, 2, 3, 4]\nmy_project.put(\"my_list\", my_list)\nmy_list" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Python dictionary:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "my_dict = {\n \"company\": \"probabl\",\n \"year\": 2023,\n}\nmy_project.put(\"my_dict\", my_dict)\nmy_dict" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Numpy array:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import numpy as np\n\nmy_arr = np.random.randn(3, 3)\nmy_project.put(\"my_arr\", my_arr)\nmy_arr" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Pandas data frame:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import pandas as pd\n\nmy_df_pandas = pd.DataFrame(np.random.randn(10, 5))\nmy_project.put(\"my_df_pandas\", my_df_pandas)\nmy_df_pandas.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Polars data frame:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import polars as pl\n\nmy_df_polars = pl.DataFrame(np.random.randn(10, 5))\nmy_project.put(\"my_df_polars\", my_df_polars)\nmy_df_polars.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Storing data visualizations\n\nNote that, in the dashboard, the interactivity of plots is supported, for example for\nAltair and Plotly.\n\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Matplotlib figure:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n\nx = np.linspace(0, 2, 100)\n\nfig, ax = plt.subplots(layout=\"constrained\", dpi=200)\nax.plot(x, x, label=\"linear\")\nax.plot(x, x**2, label=\"quadratic\")\nax.plot(x, x**3, label=\"cubic\")\nax.set_xlabel(\"x label\")\nax.set_ylabel(\"y label\")\nax.set_title(\"Simple Plot\")\nax.legend()\nplt.show()\n\nmy_project.put(\"my_figure\", fig)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "|\nAltair chart:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import altair as alt\n\nalt.renderers.enable(\"default\")\n\nnum_points = 100\ndf_plot = pd.DataFrame(\n {\"x\": np.random.randn(num_points), \"y\": np.random.randn(num_points)}\n)\n\nmy_altair_chart = (\n alt.Chart(df_plot)\n .mark_circle()\n .encode(x=\"x\", y=\"y\", tooltip=[\"x\", \"y\"])\n .interactive()\n .properties(title=\"My title\")\n)\n\nmy_project.put(\"my_altair_chart\", my_altair_chart)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "

Note

For Plotly figures, some users reported the following error when running Plotly\n cells: ``ValueError: Mime type rendering requires nbformat>=4.2.0 but it is not\n installed``. This is a Plotly issue which is documented [here](https://github.com/plotly/plotly.py/issues/3285); to solve it, we recommend\n installing ``nbformat`` in your environment, e.g. with:\n\n```console\npip install --upgrade nbformat

\n```\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plotly figure:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import plotly.express as px\n\ndf = px.data.iris()\nfig = px.scatter(\n df, x=df.sepal_length, y=df.sepal_width, color=df.species, size=df.petal_length\n)\n\nmy_project.put(\"my_plotly_fig\", fig)\n\nfig" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Animated Plotly figure:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "df = px.data.gapminder()\nmy_anim_plotly_fig = px.scatter(\n df,\n x=\"gdpPercap\",\n y=\"lifeExp\",\n animation_frame=\"year\",\n animation_group=\"country\",\n size=\"pop\",\n color=\"continent\",\n hover_name=\"country\",\n log_x=True,\n size_max=55,\n range_x=[100, 100_000],\n range_y=[25, 90],\n)\n\nmy_project.put(\"my_anim_plotly_fig\", my_anim_plotly_fig)\n\nmy_anim_plotly_fig" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "PIL image:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import io\n\nimport PIL\n\nmy_pil_image = PIL.Image.new(\"RGB\", (100, 100), color=\"red\")\nwith io.BytesIO() as output:\n my_pil_image.save(output, format=\"png\")\n\nmy_project.put(\"my_pil_image\", my_pil_image)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Storing scikit-learn models and pipelines\n\nAs skore is developed by [Probabl](https://probabl.ai), the spin-off of\nscikit-learn, skore treats scikit-learn models and pipelines as first-class citizens.\n\nFirst of all, we can store a scikit-learn model:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from sklearn.linear_model import Lasso\n\nmy_model = Lasso(alpha=2)\nmy_project.put(\"my_model\", my_model)\nmy_model" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can also store scikit-learn pipelines:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from sklearn.pipeline import Pipeline\nfrom sklearn.preprocessing import StandardScaler\n\nmy_pipeline = Pipeline(\n [(\"standard_scaler\", StandardScaler()), (\"lasso\", Lasso(alpha=2))]\n)\nmy_project.put(\"my_pipeline\", my_pipeline)\nmy_pipeline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Moreover, we can store fitted scikit-learn pipelines:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from sklearn.datasets import load_diabetes\n\ndiabetes = load_diabetes()\nX = diabetes.data[:150]\ny = diabetes.target[:150]\nmy_pipeline.fit(X, y)\n\nmy_project.put(\"my_fitted_pipeline\", my_pipeline)\nmy_pipeline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Cleanup the project\n\nRemoving the temporary directory:\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "temp_dir.cleanup()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.7" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file diff --git a/docs/latest/_downloads/eade513547915d5577faa974f7c36c1d/plot_01_getting_started.zip b/docs/latest/_downloads/eade513547915d5577faa974f7c36c1d/plot_01_getting_started.zip deleted file mode 100644 index 67f51dfa..00000000 Binary files a/docs/latest/_downloads/eade513547915d5577faa974f7c36c1d/plot_01_getting_started.zip and /dev/null differ diff --git a/docs/latest/_images/sphx_glr_plot_01_cross_validate_thumb.png b/docs/latest/_images/sphx_glr_plot_01_cross_validate_thumb.png deleted file mode 100644 index 8a5fed58..00000000 Binary files a/docs/latest/_images/sphx_glr_plot_01_cross_validate_thumb.png and /dev/null differ diff --git a/docs/latest/_images/sphx_glr_plot_01_getting_started_001.png b/docs/latest/_images/sphx_glr_plot_01_getting_started_001.png deleted file mode 100644 index 95dc18a5..00000000 Binary files a/docs/latest/_images/sphx_glr_plot_01_getting_started_001.png and /dev/null differ diff --git a/docs/latest/_images/sphx_glr_plot_01_getting_started_thumb.png b/docs/latest/_images/sphx_glr_plot_01_getting_started_thumb.png deleted file mode 100644 index d9667b6b..00000000 Binary files a/docs/latest/_images/sphx_glr_plot_01_getting_started_thumb.png and /dev/null differ diff --git a/docs/latest/_images/sphx_glr_plot_01_overview_skore_project_001.png b/docs/latest/_images/sphx_glr_plot_01_overview_skore_project_001.png deleted file mode 100644 index dd7ded18..00000000 Binary files a/docs/latest/_images/sphx_glr_plot_01_overview_skore_project_001.png and /dev/null differ diff --git a/docs/latest/_images/sphx_glr_plot_01_overview_skore_project_thumb.png b/docs/latest/_images/sphx_glr_plot_01_overview_skore_project_thumb.png deleted file mode 100644 index b5f0cfeb..00000000 Binary files a/docs/latest/_images/sphx_glr_plot_01_overview_skore_project_thumb.png and /dev/null differ diff --git a/docs/latest/_images/sphx_glr_plot_02_tracking_items_thumb.png b/docs/latest/_images/sphx_glr_plot_02_tracking_items_thumb.png deleted file mode 100644 index 8a5fed58..00000000 Binary files a/docs/latest/_images/sphx_glr_plot_02_tracking_items_thumb.png and /dev/null differ diff --git a/docs/latest/_images/sphx_glr_plot_02_train_test_split_thumb.png b/docs/latest/_images/sphx_glr_plot_02_train_test_split_thumb.png deleted file mode 100644 index 8a5fed58..00000000 Binary files a/docs/latest/_images/sphx_glr_plot_02_train_test_split_thumb.png and /dev/null differ diff --git a/docs/latest/_sources/api.rst.txt b/docs/latest/_sources/api.rst.txt deleted file mode 100644 index 1b384bf0..00000000 --- a/docs/latest/_sources/api.rst.txt +++ /dev/null @@ -1,51 +0,0 @@ -API -=== - -.. currentmodule:: skore - -This page lists all the public functions and classes of the skore package. - -.. warning :: - - This code is still in development. **The API is subject to change.** - -Project -------- - -These functions and classes are meant for managing a Project. - -.. autosummary:: - :toctree: generated/ - :template: class.rst - :nosignatures: - - Project - item.primitive_item.PrimitiveItem - -.. autosummary:: - :toctree: generated/ - :template: function.rst - :nosignatures: - - create - load - -Get assistance when developing ML/DS projects ---------------------------------------------- - -These functions and classes enhance scikit-learn's ones. - -.. autosummary:: - :toctree: generated/ - :template: function.rst - :nosignatures: - - cross_validate - train_test_split - -.. autosummary:: - :toctree: generated/ - :template: class.rst - :nosignatures: - - item.cross_validation_item.CrossValidationItem diff --git a/docs/latest/_sources/auto_examples/00_getting_started/index.rst.txt b/docs/latest/_sources/auto_examples/00_getting_started/index.rst.txt deleted file mode 100644 index 6cc17a49..00000000 --- a/docs/latest/_sources/auto_examples/00_getting_started/index.rst.txt +++ /dev/null @@ -1,47 +0,0 @@ - - -.. _sphx_glr_auto_examples_00_getting_started: - -Getting started ---------------- - -We recommend first having a look at this example that serves as an overall and gentle -introduction to skore. - - - -.. raw:: html - -
- -.. thumbnail-parent-div-open - -.. raw:: html - -
- -.. only:: html - - .. image:: /auto_examples/00_getting_started/images/thumb/sphx_glr_plot_01_getting_started_thumb.png - :alt: - - :ref:`sphx_glr_auto_examples_00_getting_started_plot_01_getting_started.py` - -.. raw:: html - -
Getting started with skore
-
- - -.. thumbnail-parent-div-close - -.. raw:: html - -
- - -.. toctree:: - :hidden: - - /auto_examples/00_getting_started/plot_01_getting_started - diff --git a/docs/latest/_sources/auto_examples/00_getting_started/plot_01_getting_started.rst.txt b/docs/latest/_sources/auto_examples/00_getting_started/plot_01_getting_started.rst.txt deleted file mode 100644 index 2e3839a9..00000000 --- a/docs/latest/_sources/auto_examples/00_getting_started/plot_01_getting_started.rst.txt +++ /dev/null @@ -1,962 +0,0 @@ - -.. DO NOT EDIT. -.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. -.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: -.. "auto_examples/00_getting_started/plot_01_getting_started.py" -.. LINE NUMBERS ARE GIVEN BELOW. - -.. only:: html - - .. note:: - :class: sphx-glr-download-link-note - - :ref:`Go to the end ` - to download the full example code. - -.. rst-class:: sphx-glr-example-title - -.. _sphx_glr_auto_examples_00_getting_started_plot_01_getting_started.py: - - -.. _example_getting_started: - -========================== -Getting started with skore -========================== - -.. GENERATED FROM PYTHON SOURCE LINES 10-19 - -This getting started guide illustrates how to use skore and why: - -#. Track and visualize your ML/DS results using skore's :class:`~skore.Project` and UI. - -#. Machine learning diagnostics: get assistance when developing your ML/DS projects. - - * Scikit-learn compatible :func:`skore.cross_validate` and - :func:`skore.train_test_split` provide insights and checks on cross-validation - and train-test-split. - -.. GENERATED FROM PYTHON SOURCE LINES 21-26 - -Track and visualize: skore project and UI -========================================= - -A key feature of skore is its :class:`~skore.Project` that allows to store -items of many types then visualize them in a dashboard called the skore UI. - -.. GENERATED FROM PYTHON SOURCE LINES 28-30 - -Creating and loading a skore project, and launching the skore UI -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - -.. GENERATED FROM PYTHON SOURCE LINES 32-34 - -We start by creating a temporary directory to store our project so that we can -easily clean it after executing this example: - -.. GENERATED FROM PYTHON SOURCE LINES 36-42 - -.. code-block:: Python - - import tempfile - from pathlib import Path - - temp_dir = tempfile.TemporaryDirectory(prefix="skore_example_") - temp_dir_path = Path(temp_dir.name) - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 43-44 - -We create and load the skore project from this temporary directory: - -.. GENERATED FROM PYTHON SOURCE LINES 46-50 - -.. code-block:: Python - - import skore - - my_project = skore.create("my_project", working_dir=temp_dir_path) - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - [12/02/24 07:55:31] Project create.py:148 - file - '/tmp/sk - ore_exam - ple_7jdu - 46nf/my_ - project. - skore' - was - successf - ully - created. - - - - -.. GENERATED FROM PYTHON SOURCE LINES 51-75 - -This will create a skore project directory named ``my_project.skore`` in our -current directory. - -.. note:: - - If we did not wish for our skore project to be stored in a *temporary* folder, we - could simply create the project in the current directory with: - - .. code-block:: python - - import skore - - my_project = skore.create("my_project") - -Then, from our shell (in the same directory), we can start the UI locally: - -.. code-block:: bash - - skore launch "my_project" - -This will automatically open a browser at the UI's location. - -Now that the project exists, we can write some Python code (in the same -directory) to add (:func:`~skore.Project.put`) some useful items in it. - -.. GENERATED FROM PYTHON SOURCE LINES 77-79 - -.. code-block:: Python - - my_project.put("my_int", 3) - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 80-86 - -Skore project and storage: example of hyperparameter sweep -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - -As an illustration of the usage of the skore project and storage with a machine -learning motivation, let us perform a hyperparameter sweep and store relevant -information in the skore project. - -.. GENERATED FROM PYTHON SOURCE LINES 88-90 - -We search for the ``alpha`` hyperparameter of a Ridge regression on the -Diabetes dataset: - -.. GENERATED FROM PYTHON SOURCE LINES 92-108 - -.. code-block:: Python - - import numpy as np - from sklearn.datasets import load_diabetes - from sklearn.linear_model import Ridge - from sklearn.model_selection import GridSearchCV - - diabetes = load_diabetes() - X = diabetes.data[:150] - y = diabetes.target[:150] - - gs_cv = GridSearchCV( - Ridge(), - param_grid={"alpha": np.logspace(-3, 5, 50)}, - scoring="neg_root_mean_squared_error", - ) - gs_cv.fit(X, y) - - - - - - -.. raw:: html - -
- 
GridSearchCV(estimator=Ridge(),
-                 param_grid={'alpha': array([1.00000000e-03, 1.45634848e-03, 2.12095089e-03, 3.08884360e-03,
-           4.49843267e-03, 6.55128557e-03, 9.54095476e-03, 1.38949549e-02,
-           2.02358965e-02, 2.94705170e-02, 4.29193426e-02, 6.25055193e-02,
-           9.10298178e-02, 1.32571137e-01, 1.93069773e-01, 2.81176870e-01,
-           4.09491506e-01, 5.96362332e-01, 8.68511374e-01, 1.26485...
-           3.72759372e+01, 5.42867544e+01, 7.90604321e+01, 1.15139540e+02,
-           1.67683294e+02, 2.44205309e+02, 3.55648031e+02, 5.17947468e+02,
-           7.54312006e+02, 1.09854114e+03, 1.59985872e+03, 2.32995181e+03,
-           3.39322177e+03, 4.94171336e+03, 7.19685673e+03, 1.04811313e+04,
-           1.52641797e+04, 2.22299648e+04, 3.23745754e+04, 4.71486636e+04,
-           6.86648845e+04, 1.00000000e+05])},
-                 scoring='neg_root_mean_squared_error')
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
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-
-
- -.. GENERATED FROM PYTHON SOURCE LINES 109-111 - -Now, we store the hyperparameter's metrics in a dataframe and make a custom -plot: - -.. GENERATED FROM PYTHON SOURCE LINES 113-119 - -.. code-block:: Python - - import pandas as pd - - df = pd.DataFrame(gs_cv.cv_results_) - df.insert(len(df.columns), "rmse", -df["mean_test_score"].values) - df[["param_alpha", "rmse"]].head() - - - - - - -.. raw:: html - -
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- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
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- -.. GENERATED FROM PYTHON SOURCE LINES 120-130 - -.. code-block:: Python - - import matplotlib.pyplot as plt - - fig = plt.figure(layout="constrained", dpi=200) - plt.plot(df["param_alpha"], df["rmse"]) - plt.xscale("log") - plt.xlabel("Alpha hyperparameter") - plt.ylabel("RMSE") - plt.title("Ridge regression") - plt.show() - - - - -.. image-sg:: /auto_examples/00_getting_started/images/sphx_glr_plot_01_getting_started_001.png - :alt: Ridge regression - :srcset: /auto_examples/00_getting_started/images/sphx_glr_plot_01_getting_started_001.png - :class: sphx-glr-single-img - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 131-134 - -| -Finally, we store some relevant information to our skore project, so that we -can visualize them later in the skore UI for example: - -.. GENERATED FROM PYTHON SOURCE LINES 136-140 - -.. code-block:: Python - - my_project.put("my_gs_cv", gs_cv) - my_project.put("my_df", df) - my_project.put("my_fig", fig) - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 141-146 - -.. seealso:: - - For more information about the functionalities and the different types - of items that we can store in a skore :class:`~skore.Project`, - see :ref:`example_overview_skore_project`. - -.. GENERATED FROM PYTHON SOURCE LINES 148-165 - -Manipulating the skore UI -^^^^^^^^^^^^^^^^^^^^^^^^^ - -The skore UI is a very efficient tool to track and visualize the items in your -project, such as grid search or cross-validation results. - -#. On the top left, by default, you can observe that you are in a *View* called - ``default``. You can rename this view or create another one. - -#. From the *Items* section on the bottom left, you can add stored items to this - view, either by clicking on ``+`` or by dragging an item to the right. - -#. In the skore UI on the right, you can drag-and-drop items to re-order them, - remove items, etc. - -.. image:: https://raw.githubusercontent.com/sylvaincom/sylvaincom.github.io/master/files/probabl/skore/2024_10_31_skore_demo_compressed.gif - :alt: Getting started with ``skore`` demo - -.. GENERATED FROM PYTHON SOURCE LINES 167-183 - -Tracking the history of items -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - -Skore does not overwrite items with the same name, instead it stores their history so -that, from the skore UI, we could visualize their different histories: - -.. image:: https://raw.githubusercontent.com/sylvaincom/sylvaincom.github.io/master/files/probabl/skore/2024_11_21_tracking_comp.gif - :alt: Tracking the history of an item from the skore UI - -This functionality is very useful to never lose some key machine learning metrics, -for example. - -.. seealso:: - - For more information about the tracking of items using their history, - see :ref:`example_historization_items`. - -.. GENERATED FROM PYTHON SOURCE LINES 185-190 - -Machine learning diagnostics: enhancing scikit-learn functions -============================================================== - -Skore wraps some key scikit-learn functions to automatically provide -diagnostics and checks when using them, as a way to facilitate good practices. - -.. GENERATED FROM PYTHON SOURCE LINES 192-203 - -Cross-validation with skore -^^^^^^^^^^^^^^^^^^^^^^^^^^^ - -In order to assist its users when programming, skore has implemented a -:func:`skore.cross_validate` function that wraps scikit-learn's -:func:`sklearn.model_selection.cross_validate`. - -On the same previous data and a Ridge regressor (with default ``alpha`` value), -let us launch skore's cross-validation, which will automatically add -(:func:`~skore.Project.put`) -a ``cross_validation`` item with a plotly chart in our project. - -.. GENERATED FROM PYTHON SOURCE LINES 205-212 - -.. code-block:: Python - - from skore import cross_validate - - cv_results = cross_validate(Ridge(), X, y, cv=5, project=my_project) - - fig_plotly = my_project.get_item("cross_validation").plot - fig_plotly - - - - - - -.. raw:: html - -
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- -.. GENERATED FROM PYTHON SOURCE LINES 213-214 - -Hence, we can observe some key metrics and get insights on our cross-validation. - -.. GENERATED FROM PYTHON SOURCE LINES 216-220 - -.. seealso:: - - For more information about the motivation and usage of :func:`skore.cross_validate`, - see :ref:`example_cross_validate`. - -.. GENERATED FROM PYTHON SOURCE LINES 222-230 - -Train-test split with skore -^^^^^^^^^^^^^^^^^^^^^^^^^^^ - -Skore has implemented a :func:`skore.train_test_split` function that wraps -scikit-learn's :func:`sklearn.model_selection.train_test_split`. - -For example, it can raise warnings when there is class imbalance in the data to -provide methodological advice: - -.. GENERATED FROM PYTHON SOURCE LINES 232-239 - -.. code-block:: Python - - X = np.arange(400).reshape((200, 2)) - y = [0] * 150 + [1] * 50 - - X_train, X_test, y_train, y_test = skore.train_test_split( - X=X, y=y, test_size=0.2, random_state=0 - ) - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - /opt/hostedtoolcache/Python/3.12.7/x64/lib/python3.12/site-packages/skore/sklearn/train_test_split/train_test_split.py:165: HighClassImbalanceTooFewExamplesWarning: - - It seems that you have a classification problem with at least one class with fewer than 100 examples in the test set. In this case, using train_test_split may not be a good idea because of high variability in the scores obtained on the test set. We suggest three options to tackle this challenge: you can increase test_size, collect more data, or use skore's cross_validate function. - - /opt/hostedtoolcache/Python/3.12.7/x64/lib/python3.12/site-packages/skore/sklearn/train_test_split/train_test_split.py:165: HighClassImbalanceWarning: - - It seems that you have a classification problem with a high class imbalance. In this case, using train_test_split may not be a good idea because of high variability in the scores obtained on the test set. To tackle this challenge we suggest to use skore's cross_validate function. - - /opt/hostedtoolcache/Python/3.12.7/x64/lib/python3.12/site-packages/skore/sklearn/train_test_split/train_test_split.py:165: ShuffleTrueWarning: - - We detected that the `shuffle` parameter is set to `True` either explicitly or from its default value. In case of time-ordered events (even if they are independent), this will result in inflated model performance evaluation because natural drift will not be taken into account. We recommend setting the shuffle parameter to `False` in order to ensure the evaluation process is really representative of your production release process. - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 240-244 - -.. seealso:: - - For more information about the motivation and usage of - :func:`skore.train_test_split`, see :ref:`example_train_test_split`. - -.. GENERATED FROM PYTHON SOURCE LINES 246-249 - -.. admonition:: Stay tuned for some new features! - - Feel free to join our `Discord `_! - -.. GENERATED FROM PYTHON SOURCE LINES 251-255 - -Cleanup the project -------------------- - -Removing the temporary directory: - -.. GENERATED FROM PYTHON SOURCE LINES 257-258 - -.. code-block:: Python - - temp_dir.cleanup() - - - - - - - - -.. rst-class:: sphx-glr-timing - - **Total running time of the script:** (0 minutes 5.297 seconds) - - -.. _sphx_glr_download_auto_examples_00_getting_started_plot_01_getting_started.py: - -.. only:: html - - .. container:: sphx-glr-footer sphx-glr-footer-example - - .. container:: sphx-glr-download sphx-glr-download-jupyter - - :download:`Download Jupyter notebook: plot_01_getting_started.ipynb ` - - .. container:: sphx-glr-download sphx-glr-download-python - - :download:`Download Python source code: plot_01_getting_started.py ` - - .. container:: sphx-glr-download sphx-glr-download-zip - - :download:`Download zipped: plot_01_getting_started.zip ` - - -.. only:: html - - .. rst-class:: sphx-glr-signature - - `Gallery generated by Sphinx-Gallery `_ diff --git a/docs/latest/_sources/auto_examples/01_track/index.rst.txt b/docs/latest/_sources/auto_examples/01_track/index.rst.txt deleted file mode 100644 index 53e1d097..00000000 --- a/docs/latest/_sources/auto_examples/01_track/index.rst.txt +++ /dev/null @@ -1,64 +0,0 @@ - - -.. _sphx_glr_auto_examples_01_track: - -Track ------ - -These examples illustrate the skore Project and UI. - - - -.. raw:: html - -
- -.. thumbnail-parent-div-open - -.. raw:: html - -
- -.. only:: html - - .. image:: /auto_examples/01_track/images/thumb/sphx_glr_plot_01_overview_skore_project_thumb.png - :alt: - - :ref:`sphx_glr_auto_examples_01_track_plot_01_overview_skore_project.py` - -.. raw:: html - -
Overview of the skore project
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- - -.. raw:: html - -
- -.. only:: html - - .. image:: /auto_examples/01_track/images/thumb/sphx_glr_plot_02_tracking_items_thumb.png - :alt: - - :ref:`sphx_glr_auto_examples_01_track_plot_02_tracking_items.py` - -.. raw:: html - -
Tracking items using their history
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- - -.. thumbnail-parent-div-close - -.. raw:: html - -
- - -.. toctree:: - :hidden: - - /auto_examples/01_track/plot_01_overview_skore_project - /auto_examples/01_track/plot_02_tracking_items - diff --git a/docs/latest/_sources/auto_examples/01_track/plot_01_overview_skore_project.rst.txt b/docs/latest/_sources/auto_examples/01_track/plot_01_overview_skore_project.rst.txt deleted file mode 100644 index 8f8ea797..00000000 --- a/docs/latest/_sources/auto_examples/01_track/plot_01_overview_skore_project.rst.txt +++ /dev/null @@ -1,2155 +0,0 @@ - -.. DO NOT EDIT. -.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. -.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: -.. "auto_examples/01_track/plot_01_overview_skore_project.py" -.. LINE NUMBERS ARE GIVEN BELOW. - -.. only:: html - - .. note:: - :class: sphx-glr-download-link-note - - :ref:`Go to the end ` - to download the full example code. - -.. rst-class:: sphx-glr-example-title - -.. _sphx_glr_auto_examples_01_track_plot_01_overview_skore_project.py: - - -.. _example_overview_skore_project: - -============================= -Overview of the skore project -============================= - -This example provides an overview of the functionalities and the different types -of items that we can store in a skore :class:`~skore.Project`. - -.. GENERATED FROM PYTHON SOURCE LINES 13-15 - -Creating and loading the skore project -====================================== - -.. GENERATED FROM PYTHON SOURCE LINES 17-19 - -We start by creating a temporary directory to store our project so that we can -easily clean it after executing this example: - -.. GENERATED FROM PYTHON SOURCE LINES 21-27 - -.. code-block:: Python - - import tempfile - from pathlib import Path - - temp_dir = tempfile.TemporaryDirectory(prefix="skore_example_") - temp_dir_path = Path(temp_dir.name) - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 28-29 - -We create and load the skore project from this temporary directory: - -.. GENERATED FROM PYTHON SOURCE LINES 31-35 - -.. code-block:: Python - - import skore - - my_project = skore.create("my_project", working_dir=temp_dir_path) - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - [12/02/24 07:55:36] Project create.py:148 - file - '/tmp/sk - ore_exam - ple_g4dh - y3_2/my_ - project. - skore' - was - successf - ully - created. - - - - -.. GENERATED FROM PYTHON SOURCE LINES 36-41 - -Storing integers -================ - -Now, let us store our first object using :func:`~skore.Project.put`, for example an -integer: - -.. GENERATED FROM PYTHON SOURCE LINES 43-45 - -.. code-block:: Python - - my_project.put("my_int", 3) - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 46-49 - -Here, the name of the object is ``my_int`` and the integer value is 3. - -We can read it from the project by using :func:`~skore.Project.get`: - -.. GENERATED FROM PYTHON SOURCE LINES 51-53 - -.. code-block:: Python - - my_project.get("my_int") - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - - 3 - - - -.. GENERATED FROM PYTHON SOURCE LINES 54-56 - -Careful; like in a traditional Python dictionary, the ``put`` method will *overwrite* -past data if we use a key that already exists! - -.. GENERATED FROM PYTHON SOURCE LINES 58-60 - -.. code-block:: Python - - my_project.put("my_int", 30_000) - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 61-62 - -We can check the updated value: - -.. GENERATED FROM PYTHON SOURCE LINES 64-66 - -.. code-block:: Python - - my_project.get("my_int") - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - - 30000 - - - -.. GENERATED FROM PYTHON SOURCE LINES 67-72 - -.. seealso:: - - Skore does not exactly *overwrite*, but stores the history of items. - For more information about the tracking of items using their history, - see :ref:`example_historization_items`. - -.. GENERATED FROM PYTHON SOURCE LINES 74-76 - -By using the :func:`~skore.Project.delete_item` method, we can also delete an object -so that our skore UI does not become cluttered: - -.. GENERATED FROM PYTHON SOURCE LINES 78-80 - -.. code-block:: Python - - my_project.put("my_int_2", 10) - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 81-83 - -.. code-block:: Python - - my_project.delete_item("my_int_2") - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 84-85 - -We can display all the keys in our project: - -.. GENERATED FROM PYTHON SOURCE LINES 87-89 - -.. code-block:: Python - - my_project.list_item_keys() - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - - ['my_int'] - - - -.. GENERATED FROM PYTHON SOURCE LINES 90-92 - -Storing strings and texts -========================= - -.. GENERATED FROM PYTHON SOURCE LINES 94-95 - -We just stored a integer, now let us store some text using strings! - -.. GENERATED FROM PYTHON SOURCE LINES 97-99 - -.. code-block:: Python - - my_project.put("my_string", "Hello world!") - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 100-102 - -.. code-block:: Python - - my_project.get("my_string") - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - - 'Hello world!' - - - -.. GENERATED FROM PYTHON SOURCE LINES 103-106 - -:func:`~skore.Project.get` infers the type of the inserted object by default. For -example, strings are assumed to be in Markdown format. Hence, we can customize the -display of our text: - -.. GENERATED FROM PYTHON SOURCE LINES 108-121 - -.. code-block:: Python - - my_project.put( - "my_string_2", - ( - """Hello world!, **bold**, *italic*, `code` - - ```python - def my_func(x): - return x+2 - ``` - """ - ), - ) - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 122-124 - -Moreover, we can also explicitly tell skore the media type of an object, for example -in HTML: - -.. GENERATED FROM PYTHON SOURCE LINES 126-135 - -.. code-block:: Python - - from skore.item import MediaItem - - my_project.put_item( - "my_string_3", - MediaItem.factory( - "

Title

bold, italic, etc.

", media_type="text/html" - ), - ) - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 136-138 - -.. note:: - We used :func:`~skore.Project.put_item` instead of :func:`~skore.Project.put`. - -.. GENERATED FROM PYTHON SOURCE LINES 140-141 - -Note that the media type is only used for the UI, and not in this notebook at hand: - -.. GENERATED FROM PYTHON SOURCE LINES 143-145 - -.. code-block:: Python - - my_project.get("my_string_3") - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - - b'

Title

bold, italic, etc.

' - - - -.. GENERATED FROM PYTHON SOURCE LINES 146-147 - -We can also conveniently use a Python f-string: - -.. GENERATED FROM PYTHON SOURCE LINES 149-153 - -.. code-block:: Python - - x = 2 - y = [1, 2, 3, 4] - my_project.put("my_string_4", f"The value of `x` is {x} and the value of `y` is {y}.") - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 154-156 - -Storing many kinds of data -========================== - -.. GENERATED FROM PYTHON SOURCE LINES 158-159 - -Python list: - -.. GENERATED FROM PYTHON SOURCE LINES 161-165 - -.. code-block:: Python - - my_list = [1, 2, 3, 4] - my_project.put("my_list", my_list) - my_list - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - - [1, 2, 3, 4] - - - -.. GENERATED FROM PYTHON SOURCE LINES 166-167 - -Python dictionary: - -.. GENERATED FROM PYTHON SOURCE LINES 169-176 - -.. code-block:: Python - - my_dict = { - "company": "probabl", - "year": 2023, - } - my_project.put("my_dict", my_dict) - my_dict - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - - {'company': 'probabl', 'year': 2023} - - - -.. GENERATED FROM PYTHON SOURCE LINES 177-178 - -Numpy array: - -.. GENERATED FROM PYTHON SOURCE LINES 180-186 - -.. code-block:: Python - - import numpy as np - - my_arr = np.random.randn(3, 3) - my_project.put("my_arr", my_arr) - my_arr - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - - array([[ 1.8312195 , -0.35893268, 0.94549297], - [ 1.27768204, 0.62375238, 1.34861347], - [-1.01895005, 0.46187983, -0.99992579]]) - - - -.. GENERATED FROM PYTHON SOURCE LINES 187-188 - -Pandas data frame: - -.. GENERATED FROM PYTHON SOURCE LINES 190-196 - -.. code-block:: Python - - import pandas as pd - - my_df_pandas = pd.DataFrame(np.random.randn(10, 5)) - my_project.put("my_df_pandas", my_df_pandas) - my_df_pandas.head() - - - - - - -.. raw:: html - -
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1-1.075953-2.721744-0.1499042.1051510.385449
21.979321-0.454063-1.4401370.3322802.741180
3-1.322320-0.4476860.525607-1.1046410.388101
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- -.. GENERATED FROM PYTHON SOURCE LINES 197-198 - -Polars data frame: - -.. GENERATED FROM PYTHON SOURCE LINES 200-206 - -.. code-block:: Python - - import polars as pl - - my_df_polars = pl.DataFrame(np.random.randn(10, 5)) - my_project.put("my_df_polars", my_df_polars) - my_df_polars.head() - - - - - - -.. raw:: html - -
-
- shape: (5, 5)
column_0column_1column_2column_3column_4
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0.749376-0.0552530.5081111.474227-0.162663
0.352716-0.4316170.086720.749166-0.229909
1.3516041.2398780.5582780.6178670.436303
2.1371330.0399240.1658320.4098781.445417
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- -.. GENERATED FROM PYTHON SOURCE LINES 207-212 - -Storing data visualizations -=========================== - -Note that, in the dashboard, the interactivity of plots is supported, for example for -Altair and Plotly. - -.. GENERATED FROM PYTHON SOURCE LINES 214-215 - -Matplotlib figure: - -.. GENERATED FROM PYTHON SOURCE LINES 217-233 - -.. code-block:: Python - - import matplotlib.pyplot as plt - - x = np.linspace(0, 2, 100) - - fig, ax = plt.subplots(layout="constrained", dpi=200) - ax.plot(x, x, label="linear") - ax.plot(x, x**2, label="quadratic") - ax.plot(x, x**3, label="cubic") - ax.set_xlabel("x label") - ax.set_ylabel("y label") - ax.set_title("Simple Plot") - ax.legend() - plt.show() - - my_project.put("my_figure", fig) - - - - -.. image-sg:: /auto_examples/01_track/images/sphx_glr_plot_01_overview_skore_project_001.png - :alt: Simple Plot - :srcset: /auto_examples/01_track/images/sphx_glr_plot_01_overview_skore_project_001.png - :class: sphx-glr-single-img - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 234-236 - -| -Altair chart: - -.. GENERATED FROM PYTHON SOURCE LINES 238-257 - -.. code-block:: Python - - import altair as alt - - alt.renderers.enable("default") - - num_points = 100 - df_plot = pd.DataFrame( - {"x": np.random.randn(num_points), "y": np.random.randn(num_points)} - ) - - my_altair_chart = ( - alt.Chart(df_plot) - .mark_circle() - .encode(x="x", y="y", tooltip=["x", "y"]) - .interactive() - .properties(title="My title") - ) - - my_project.put("my_altair_chart", my_altair_chart) - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 258-268 - -.. note:: - For Plotly figures, some users reported the following error when running Plotly - cells: ``ValueError: Mime type rendering requires nbformat>=4.2.0 but it is not - installed``. This is a Plotly issue which is documented `here - `_; to solve it, we recommend - installing ``nbformat`` in your environment, e.g. with: - - .. code-block:: console - - pip install --upgrade nbformat - -.. GENERATED FROM PYTHON SOURCE LINES 270-271 - -Plotly figure: - -.. GENERATED FROM PYTHON SOURCE LINES 273-284 - -.. code-block:: Python - - import plotly.express as px - - df = px.data.iris() - fig = px.scatter( - df, x=df.sepal_length, y=df.sepal_width, color=df.species, size=df.petal_length - ) - - my_project.put("my_plotly_fig", fig) - - fig - - - - - - -.. raw:: html - -
-
-
-
-
-
- -.. GENERATED FROM PYTHON SOURCE LINES 285-286 - -Animated Plotly figure: - -.. GENERATED FROM PYTHON SOURCE LINES 288-308 - -.. code-block:: Python - - df = px.data.gapminder() - my_anim_plotly_fig = px.scatter( - df, - x="gdpPercap", - y="lifeExp", - animation_frame="year", - animation_group="country", - size="pop", - color="continent", - hover_name="country", - log_x=True, - size_max=55, - range_x=[100, 100_000], - range_y=[25, 90], - ) - - my_project.put("my_anim_plotly_fig", my_anim_plotly_fig) - - my_anim_plotly_fig - - - - - - -.. raw:: html - -
-
-
-
-
-
- -.. GENERATED FROM PYTHON SOURCE LINES 309-310 - -PIL image: - -.. GENERATED FROM PYTHON SOURCE LINES 312-322 - -.. code-block:: Python - - import io - - import PIL - - my_pil_image = PIL.Image.new("RGB", (100, 100), color="red") - with io.BytesIO() as output: - my_pil_image.save(output, format="png") - - my_project.put("my_pil_image", my_pil_image) - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 323-330 - -Storing scikit-learn models and pipelines -========================================= - -As skore is developed by `Probabl `_, the spin-off of -scikit-learn, skore treats scikit-learn models and pipelines as first-class citizens. - -First of all, we can store a scikit-learn model: - -.. GENERATED FROM PYTHON SOURCE LINES 332-338 - -.. code-block:: Python - - from sklearn.linear_model import Lasso - - my_model = Lasso(alpha=2) - my_project.put("my_model", my_model) - my_model - - - - - - -.. raw:: html - -
- 
Lasso(alpha=2)
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-
-
-
- -.. GENERATED FROM PYTHON SOURCE LINES 339-340 - -We can also store scikit-learn pipelines: - -.. GENERATED FROM PYTHON SOURCE LINES 342-351 - -.. code-block:: Python - - from sklearn.pipeline import Pipeline - from sklearn.preprocessing import StandardScaler - - my_pipeline = Pipeline( - [("standard_scaler", StandardScaler()), ("lasso", Lasso(alpha=2))] - ) - my_project.put("my_pipeline", my_pipeline) - my_pipeline - - - - - - -.. raw:: html - -
- 
Pipeline(steps=[('standard_scaler', StandardScaler()),
-                    ('lasso', Lasso(alpha=2))])
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-
-
-
- -.. GENERATED FROM PYTHON SOURCE LINES 352-353 - -Moreover, we can store fitted scikit-learn pipelines: - -.. GENERATED FROM PYTHON SOURCE LINES 355-365 - -.. code-block:: Python - - from sklearn.datasets import load_diabetes - - diabetes = load_diabetes() - X = diabetes.data[:150] - y = diabetes.target[:150] - my_pipeline.fit(X, y) - - my_project.put("my_fitted_pipeline", my_pipeline) - my_pipeline - - - - - - -.. raw:: html - -
- 
Pipeline(steps=[('standard_scaler', StandardScaler()),
-                    ('lasso', Lasso(alpha=2))])
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-
-
-
- -.. GENERATED FROM PYTHON SOURCE LINES 366-370 - -Cleanup the project -------------------- - -Removing the temporary directory: - -.. GENERATED FROM PYTHON SOURCE LINES 372-373 - -.. code-block:: Python - - temp_dir.cleanup() - - - - - - - - -.. rst-class:: sphx-glr-timing - - **Total running time of the script:** (0 minutes 0.852 seconds) - - -.. _sphx_glr_download_auto_examples_01_track_plot_01_overview_skore_project.py: - -.. only:: html - - .. container:: sphx-glr-footer sphx-glr-footer-example - - .. container:: sphx-glr-download sphx-glr-download-jupyter - - :download:`Download Jupyter notebook: plot_01_overview_skore_project.ipynb ` - - .. container:: sphx-glr-download sphx-glr-download-python - - :download:`Download Python source code: plot_01_overview_skore_project.py ` - - .. container:: sphx-glr-download sphx-glr-download-zip - - :download:`Download zipped: plot_01_overview_skore_project.zip ` - - -.. only:: html - - .. rst-class:: sphx-glr-signature - - `Gallery generated by Sphinx-Gallery `_ diff --git a/docs/latest/_sources/auto_examples/01_track/plot_02_tracking_items.rst.txt b/docs/latest/_sources/auto_examples/01_track/plot_02_tracking_items.rst.txt deleted file mode 100644 index 93cd67f1..00000000 --- a/docs/latest/_sources/auto_examples/01_track/plot_02_tracking_items.rst.txt +++ /dev/null @@ -1,519 +0,0 @@ - -.. DO NOT EDIT. -.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. -.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: -.. "auto_examples/01_track/plot_02_tracking_items.py" -.. LINE NUMBERS ARE GIVEN BELOW. - -.. only:: html - - .. note:: - :class: sphx-glr-download-link-note - - :ref:`Go to the end ` - to download the full example code. - -.. rst-class:: sphx-glr-example-title - -.. _sphx_glr_auto_examples_01_track_plot_02_tracking_items.py: - - -.. _example_historization_items: - -================================== -Tracking items using their history -================================== - -This example illustrates how skore can be used to track some items using their history, -for example tracking some ML metrics over time. - -.. GENERATED FROM PYTHON SOURCE LINES 13-15 - -Creating and loading the skore project -====================================== - -.. GENERATED FROM PYTHON SOURCE LINES 17-19 - -We start by creating a temporary directory to store our project so that we can -easily clean it after executing this example: - -.. GENERATED FROM PYTHON SOURCE LINES 21-27 - -.. code-block:: Python - - import tempfile - from pathlib import Path - - temp_dir = tempfile.TemporaryDirectory(prefix="skore_example_") - temp_dir_path = Path(temp_dir.name) - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 28-29 - -We create and load the skore project from this temporary directory: - -.. GENERATED FROM PYTHON SOURCE LINES 31-35 - -.. code-block:: Python - - import skore - - my_project = skore.create("my_project", working_dir=temp_dir_path) - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - [12/02/24 07:55:37] Project create.py:148 - file - '/tmp/sk - ore_exam - ple_pzs4 - u8p_/my_ - project. - skore' - was - successf - ully - created. - - - - -.. GENERATED FROM PYTHON SOURCE LINES 36-38 - -Tracking an integer -=================== - -.. GENERATED FROM PYTHON SOURCE LINES 40-42 - -Let us store several integer values for a same item called ``my_int``, each storage -being separated by 0.1 second: - -.. GENERATED FROM PYTHON SOURCE LINES 44-52 - -.. code-block:: Python - - import time - - my_project.put("my_int", 4) - time.sleep(0.1) - my_project.put("my_int", 9) - time.sleep(0.1) - my_project.put("my_int", 16) - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 53-66 - -.. note:: - - We could launch the skore dashboard with: - - .. code-block:: bash - - skore launch "my_project" - - and, from the skore UI, we could visualize the different histories of the ``my_int`` - item: - - .. image:: https://raw.githubusercontent.com/sylvaincom/sylvaincom.github.io/master/files/probabl/skore/2024_11_21_tracking_comp.gif - :alt: Tracking the history of an item from the skore UI - -.. GENERATED FROM PYTHON SOURCE LINES 68-69 - -We retrieve the history of the ``my_int`` item: - -.. GENERATED FROM PYTHON SOURCE LINES 71-73 - -.. code-block:: Python - - item_histories = my_project.get_item_versions("my_int") - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 74-75 - -We can print the first history (first iteration) of this item: - -.. GENERATED FROM PYTHON SOURCE LINES 77-83 - -.. code-block:: Python - - item_history = item_histories[0] - print(item_history) - print(item_history.primitive) - print(item_history.created_at) - print(item_history.updated_at) - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - PrimitiveItem(...) - 4 - 2024-12-02T07:55:37.444899+00:00 - 2024-12-02T07:55:37.444899+00:00 - - - - -.. GENERATED FROM PYTHON SOURCE LINES 84-85 - -Let us construct a dataframe with the values and last updated times: - -.. GENERATED FROM PYTHON SOURCE LINES 87-104 - -.. code-block:: Python - - import numpy as np - import pandas as pd - - list_primitive, list_created_at, list_updated_at = zip( - *[(elem.primitive, elem.created_at, elem.updated_at) for elem in item_histories] - ) - - df_track = pd.DataFrame( - { - "primitive": list_primitive, - "created_at": list_created_at, - "updated_at": list_updated_at, - } - ) - df_track.insert(0, "iteration_number", np.arange(len(df_track))) - df_track - - - - - - -.. raw:: html - -
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iteration_numberprimitivecreated_atupdated_at
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- -.. GENERATED FROM PYTHON SOURCE LINES 105-112 - -.. role:: python(code) - :language: python - -Notice that the ``created_at`` dates are the same for all iterations because they -correspond to the same item, but the ``updated_at`` dates are spaced by 0.1 second -(approximately) as we used :python:`time.sleep(0.1)` between each -:func:`~skore.Project.put`. - -.. GENERATED FROM PYTHON SOURCE LINES 114-115 - -We can now track the value of the item over time: - -.. GENERATED FROM PYTHON SOURCE LINES 117-129 - -.. code-block:: Python - - import plotly.express as px - - fig = px.line( - df_track, - x="iteration_number", - y="primitive", - hover_data=df_track.columns, - markers=True, - ) - fig.update_layout(xaxis_type="category") - fig - - - - - - -.. raw:: html - -
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- -.. GENERATED FROM PYTHON SOURCE LINES 130-133 - -.. note:: - We can hover over the histories of the item to visualize the last update date for - example. - -.. GENERATED FROM PYTHON SOURCE LINES 135-147 - -Here, we focused on `how` to use skore's tracking of history of items. -But `why` track items? - -* We could track some items such as machine learning scores over time to better - understand which feature engineering works best. - -* Avoid overwriting a useful metric by mistake. No results are can be lost. - -* The last updated time can help us reproduce an iteration of a key metric. - -In the following, we explore skore's :func:`skore.cross_validate` that natively -includes tracking. - -.. GENERATED FROM PYTHON SOURCE LINES 149-152 - -.. _example_track_cv: -Tracking the results of several runs of :func:`skore.cross_validate` -==================================================================== - -.. GENERATED FROM PYTHON SOURCE LINES 154-157 - -The :ref:`example_cross_validate` example explains why and how to use the -:func:`skore.cross_validate` function. -Here, let us see how we can use the tracking of items with this function. - -.. GENERATED FROM PYTHON SOURCE LINES 159-160 - -Let us load some data: - -.. GENERATED FROM PYTHON SOURCE LINES 162-167 - -.. code-block:: Python - - from sklearn import datasets - - X, y = datasets.load_diabetes(return_X_y=True) - X, y = X[:150], y[:150] - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 168-170 - -Suppose that some users are coding in their draft notebook and are iterating on some -cross-validations in separate cells and forgot to store the intermediate results: - -.. GENERATED FROM PYTHON SOURCE LINES 172-177 - -.. code-block:: Python - - import skore - from sklearn.linear_model import Lasso - - skore.cross_validate(Lasso(alpha=0.5), X, y, cv=5, project=my_project) - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - - {'fit_time': array([0.00077963, 0.00063825, 0.00061035, 0.00062108, 0.00059438]), 'score_time': array([0.00131917, 0.00113201, 0.00115156, 0.00110245, 0.00114775]), 'test_score': array([0.37120575, 0.35192712, 0.23584637, 0.34640053, 0.35467375])} - - - -.. GENERATED FROM PYTHON SOURCE LINES 178-180 - -.. code-block:: Python - - skore.cross_validate(Lasso(alpha=1), X, y, cv=5, project=my_project) - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - - {'fit_time': array([0.00074482, 0.00060129, 0.00063109, 0.00059485, 0.00058389]), 'score_time': array([0.00118446, 0.00110936, 0.00111365, 0.00110626, 0.00114036]), 'test_score': array([0.29828675, 0.2241492 , 0.15480127, 0.25519733, 0.17108715])} - - - -.. GENERATED FROM PYTHON SOURCE LINES 181-183 - -.. code-block:: Python - - skore.cross_validate(Lasso(alpha=2), X, y, cv=5, project=my_project) - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - - {'fit_time': array([0.00074697, 0.00059772, 0.00059104, 0.00058818, 0.00058746]), 'score_time': array([0.00118518, 0.0011394 , 0.00110078, 0.00112367, 0.00109386]), 'test_score': array([ 0.0126695 , -0.00513875, -0.20965344, -0.05184674, -0.15853853])} - - - -.. GENERATED FROM PYTHON SOURCE LINES 184-187 - -Thanks to the storage of the results by :func:`skore.cross_validate` (done when -specifying the ``project`` argument), we can compare the metrics of each -cross-validation run (on all splits): - -.. GENERATED FROM PYTHON SOURCE LINES 189-192 - -.. code-block:: Python - - fig_plotly = my_project.get_item("cross_validation_aggregated").plot - fig_plotly - - - - - - -.. raw:: html - -
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- -.. GENERATED FROM PYTHON SOURCE LINES 193-194 - -Hence, we can observe that the first run, with ``alpha=0.5``, works better. - -.. GENERATED FROM PYTHON SOURCE LINES 196-200 - -.. note:: - The good practice, instead of running several cross-validations with different - values of the hyperparameter, would have been to use a - :func:`sklearn.model_selection.GridSearchCV`. - -.. GENERATED FROM PYTHON SOURCE LINES 202-206 - -Cleanup the project -------------------- - -Removing the temporary directory: - -.. GENERATED FROM PYTHON SOURCE LINES 208-209 - -.. code-block:: Python - - temp_dir.cleanup() - - - - - - - - -.. rst-class:: sphx-glr-timing - - **Total running time of the script:** (0 minutes 0.383 seconds) - - -.. _sphx_glr_download_auto_examples_01_track_plot_02_tracking_items.py: - -.. only:: html - - .. container:: sphx-glr-footer sphx-glr-footer-example - - .. container:: sphx-glr-download sphx-glr-download-jupyter - - :download:`Download Jupyter notebook: plot_02_tracking_items.ipynb ` - - .. container:: sphx-glr-download sphx-glr-download-python - - :download:`Download Python source code: plot_02_tracking_items.py ` - - .. container:: sphx-glr-download sphx-glr-download-zip - - :download:`Download zipped: plot_02_tracking_items.zip ` - - -.. only:: html - - .. rst-class:: sphx-glr-signature - - `Gallery generated by Sphinx-Gallery `_ diff --git a/docs/latest/_sources/auto_examples/02_diagnose/index.rst.txt b/docs/latest/_sources/auto_examples/02_diagnose/index.rst.txt deleted file mode 100644 index 8d2d7cf5..00000000 --- a/docs/latest/_sources/auto_examples/02_diagnose/index.rst.txt +++ /dev/null @@ -1,65 +0,0 @@ - - -.. _sphx_glr_auto_examples_02_diagnose: - -Diagnose --------- - -These examples illustrate how skore can help data scientists to improve their -machine learning modelling thanks to diagnostics. - - - -.. raw:: html - -
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- -.. only:: html - - .. image:: /auto_examples/02_diagnose/images/thumb/sphx_glr_plot_01_cross_validate_thumb.png - :alt: - - :ref:`sphx_glr_auto_examples_02_diagnose_plot_01_cross_validate.py` - -.. raw:: html - -
Enhancing cross-validation
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Enhancing train-test split
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- - -.. toctree:: - :hidden: - - /auto_examples/02_diagnose/plot_01_cross_validate - /auto_examples/02_diagnose/plot_02_train_test_split - diff --git a/docs/latest/_sources/auto_examples/02_diagnose/plot_01_cross_validate.rst.txt b/docs/latest/_sources/auto_examples/02_diagnose/plot_01_cross_validate.rst.txt deleted file mode 100644 index 823dc7ef..00000000 --- a/docs/latest/_sources/auto_examples/02_diagnose/plot_01_cross_validate.rst.txt +++ /dev/null @@ -1,436 +0,0 @@ - -.. DO NOT EDIT. -.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. -.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: -.. "auto_examples/02_diagnose/plot_01_cross_validate.py" -.. LINE NUMBERS ARE GIVEN BELOW. - -.. only:: html - - .. note:: - :class: sphx-glr-download-link-note - - :ref:`Go to the end ` - to download the full example code. - -.. rst-class:: sphx-glr-example-title - -.. _sphx_glr_auto_examples_02_diagnose_plot_01_cross_validate.py: - - -.. _example_cross_validate: - -========================== -Enhancing cross-validation -========================== - -This example illustrates the motivation and the use of skore's -:func:`skore.cross_validate` to get assistance when developing ML/DS projects. - -.. GENERATED FROM PYTHON SOURCE LINES 13-15 - -Creating and loading the skore project -====================================== - -.. GENERATED FROM PYTHON SOURCE LINES 17-19 - -We start by creating a temporary directory to store our project so that we can -easily clean it after executing this example: - -.. GENERATED FROM PYTHON SOURCE LINES 21-27 - -.. code-block:: Python - - import tempfile - from pathlib import Path - - temp_dir = tempfile.TemporaryDirectory(prefix="skore_example_") - temp_dir_path = Path(temp_dir.name) - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 28-29 - -We create and load the skore project from this temporary directory: - -.. GENERATED FROM PYTHON SOURCE LINES 31-35 - -.. code-block:: Python - - import skore - - my_project = skore.create("my_project", working_dir=temp_dir_path) - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - Project create.py:148 - file - '/tmp/sk - ore_exam - ple_k89d - nf6t/my_ - project. - skore' - was - successf - ully - created. - - - - -.. GENERATED FROM PYTHON SOURCE LINES 36-54 - -Cross-validation in scikit-learn -================================ - -Scikit-learn holds two functions for cross-validation: - -* :func:`sklearn.model_selection.cross_val_score` -* :func:`sklearn.model_selection.cross_validate` - -Essentially, :func:`sklearn.model_selection.cross_val_score` runs cross-validation for -single metric evaluation, while :func:`sklearn.model_selection.cross_validate` runs -cross-validation with multiple metrics and can also return extra information such as -train scores, fit times, and score times. - -Hence, in skore, we are more interested in the -:func:`sklearn.model_selection.cross_validate` function as it allows to do -more than the historical :func:`sklearn.model_selection.cross_val_score`. - -Let us illustrate cross-validation on a multi-class classification task. - -.. GENERATED FROM PYTHON SOURCE LINES 56-62 - -.. code-block:: Python - - from sklearn.datasets import load_iris - from sklearn.svm import SVC - - X, y = load_iris(return_X_y=True) - clf = SVC(kernel="linear", C=1, random_state=0) - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 63-64 - -Single metric evaluation using :func:`sklearn.model_selection.cross_validate`: - -.. GENERATED FROM PYTHON SOURCE LINES 66-71 - -.. code-block:: Python - - from sklearn.model_selection import cross_validate as sklearn_cross_validate - - cv_results = sklearn_cross_validate(clf, X, y, cv=5) - print(f"test_score: {cv_results['test_score']}") - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - test_score: [0.96666667 1. 0.96666667 0.96666667 1. ] - - - - -.. GENERATED FROM PYTHON SOURCE LINES 72-73 - -Multiple metric evaluation using :func:`sklearn.model_selection.cross_validate`: - -.. GENERATED FROM PYTHON SOURCE LINES 75-87 - -.. code-block:: Python - - import pandas as pd - - cv_results = sklearn_cross_validate( - clf, - X, - y, - cv=5, - scoring=["accuracy", "precision_macro"], - ) - test_scores = pd.DataFrame(cv_results)[["test_accuracy", "test_precision_macro"]] - test_scores - - - - - - -.. raw:: html - -
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- -.. GENERATED FROM PYTHON SOURCE LINES 88-106 - -In scikit-learn, why do we recommend using ``cross_validate`` over ``cross_val_score``? -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - -Here, for the :class:`~sklearn.svm.SVC`, the default score is the accuracy. -If the users want other scores to better understand their model such as the -precision and the recall, they can specify it which is very convenient. -Otherwise, they would have to run several -:func:`sklearn.model_selection.cross_val_score` with different ``scoring`` -parameters each time, which leads to more unnecessary compute. - -Why do we recommend using skore's ``cross_validate`` over scikit-learn's? -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - -In the example above, what if the users ran scikit-learn's -:func:`sklearn.model_selection.cross_validate` but forgot to manually add a -crucial score for their use case such as the recall? -They would have to re-run the whole cross-validation experiment by adding this -crucial score, which leads to more compute. - -.. GENERATED FROM PYTHON SOURCE LINES 108-120 - -Cross-validation in skore -========================= - -In order to assist its users when programming, skore has implemented a -:func:`skore.cross_validate` function that wraps scikit-learn's -:func:`sklearn.model_selection.cross_validate`, to provide more -context and facilitate the analysis. - -Classification task -^^^^^^^^^^^^^^^^^^^ - -Let us continue with the same use case. - -.. GENERATED FROM PYTHON SOURCE LINES 122-127 - -.. code-block:: Python - - cv_results = skore.cross_validate(clf, X, y, cv=5, project=my_project) - - fig_plotly_clf = my_project.get_item("cross_validation").plot - fig_plotly_clf - - - - - - -.. raw:: html - -
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- -.. GENERATED FROM PYTHON SOURCE LINES 128-144 - -Skore's :func:`~skore.cross_validate` advantages are the following: - -* By default, it computes several useful scores without the need to - manually specify them. For classification, one can observe that it computed the - accuracy, the precision, and the recall. - -* We automatically get some interactive Plotly graphs to better understand how our - model behaves depending on the split. For example: - - * We can compare the fitting and scoring times together for each split. - - * We can compare the accuracy, precision, and recall scores together for each - split. - -* The results and plots are automatically saved in our skore project, so that we can - visualize them later in the UI for example. - -.. GENERATED FROM PYTHON SOURCE LINES 146-148 - -Regression task -^^^^^^^^^^^^^^^ - -.. GENERATED FROM PYTHON SOURCE LINES 150-155 - -For now, all cross-validation runs store their results in the same place, which might -lead to comparing two different models that are actually not comparable (e.g. -comparing a regression with a classification). -To remedy this, we clear the cross-validation information stored in skore before -running another unrelated cross-validation: - -.. GENERATED FROM PYTHON SOURCE LINES 157-160 - -.. code-block:: Python - - my_project.delete_item("cross_validation") - my_project.delete_item("cross_validation_aggregated") - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 161-164 - -.. note:: - Soon, the storage of several unrelated cross-validation runs will be managed - automatically. - -.. GENERATED FROM PYTHON SOURCE LINES 166-179 - -.. code-block:: Python - - from sklearn.datasets import load_diabetes - from sklearn.linear_model import Lasso - - diabetes = load_diabetes() - X = diabetes.data[:150] - y = diabetes.target[:150] - lasso = Lasso() - - cv_results = skore.cross_validate(lasso, X, y, cv=5, project=my_project) - - fig_plotly_reg = my_project.get_item("cross_validation").plot - fig_plotly_reg - - - - - - -.. raw:: html - -
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- -.. GENERATED FROM PYTHON SOURCE LINES 180-183 - -.. seealso:: - For tracking and comparing several runs of cross-validations on the same data, see - :ref:`example_track_cv`. - -.. GENERATED FROM PYTHON SOURCE LINES 185-189 - -Cleanup the project -------------------- - -Removing the temporary directory: - -.. GENERATED FROM PYTHON SOURCE LINES 191-192 - -.. code-block:: Python - - temp_dir.cleanup() - - - - - - - - -.. rst-class:: sphx-glr-timing - - **Total running time of the script:** (0 minutes 0.158 seconds) - - -.. _sphx_glr_download_auto_examples_02_diagnose_plot_01_cross_validate.py: - -.. only:: html - - .. container:: sphx-glr-footer sphx-glr-footer-example - - .. container:: sphx-glr-download sphx-glr-download-jupyter - - :download:`Download Jupyter notebook: plot_01_cross_validate.ipynb ` - - .. container:: sphx-glr-download sphx-glr-download-python - - :download:`Download Python source code: plot_01_cross_validate.py ` - - .. container:: sphx-glr-download sphx-glr-download-zip - - :download:`Download zipped: plot_01_cross_validate.zip ` - - -.. only:: html - - .. rst-class:: sphx-glr-signature - - `Gallery generated by Sphinx-Gallery `_ diff --git a/docs/latest/_sources/auto_examples/02_diagnose/plot_02_train_test_split.rst.txt b/docs/latest/_sources/auto_examples/02_diagnose/plot_02_train_test_split.rst.txt deleted file mode 100644 index 6b7e107f..00000000 --- a/docs/latest/_sources/auto_examples/02_diagnose/plot_02_train_test_split.rst.txt +++ /dev/null @@ -1,613 +0,0 @@ - -.. DO NOT EDIT. -.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. -.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: -.. "auto_examples/02_diagnose/plot_02_train_test_split.py" -.. LINE NUMBERS ARE GIVEN BELOW. - -.. only:: html - - .. note:: - :class: sphx-glr-download-link-note - - :ref:`Go to the end ` - to download the full example code. - -.. rst-class:: sphx-glr-example-title - -.. _sphx_glr_auto_examples_02_diagnose_plot_02_train_test_split.py: - - -.. _example_train_test_split: - -========================== -Enhancing train-test split -========================== - -This example illustrates the motivation and the use of skore's -:func:`skore.train_test_split` to get assistance when developing ML/DS projects. - -.. GENERATED FROM PYTHON SOURCE LINES 13-15 - -Creating and loading the skore project -====================================== - -.. GENERATED FROM PYTHON SOURCE LINES 17-19 - -We start by creating a temporary directory to store our project so that we can -easily clean it after executing this example: - -.. GENERATED FROM PYTHON SOURCE LINES 21-27 - -.. code-block:: Python - - import tempfile - from pathlib import Path - - temp_dir = tempfile.TemporaryDirectory(prefix="skore_example_") - temp_dir_path = Path(temp_dir.name) - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 28-29 - -We create and load the skore project from this temporary directory: - -.. GENERATED FROM PYTHON SOURCE LINES 31-35 - -.. code-block:: Python - - import skore - - my_project = skore.create("my_project", working_dir=temp_dir_path) - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - [12/02/24 07:55:38] Project create.py:148 - file - '/tmp/sk - ore_exam - ple_t1iz - n79h/my_ - project. - skore' - was - successf - ully - created. - - - - -.. GENERATED FROM PYTHON SOURCE LINES 36-57 - -Train-test split in scikit-learn -================================ - -Scikit-learn has a function for splitting the data into train and test -sets: :func:`sklearn.model_selection.train_test_split`. -Its signature is the following: - -.. code-block:: python - - sklearn.model_selection.train_test_split( - *arrays, - test_size=None, - train_size=None, - random_state=None, - shuffle=True, - stratify=None - ) - -where ``*arrays`` is a Python ``*args`` (it allows you to pass a varying number of -positional arguments) and the scikit-learn doc indicates that it is ``a sequence of -indexables with same length / shape[0]``. - -.. GENERATED FROM PYTHON SOURCE LINES 59-60 - -Let us construct a design matrix ``X`` and target ``y`` to illustrate our point: - -.. GENERATED FROM PYTHON SOURCE LINES 62-68 - -.. code-block:: Python - - import numpy as np - - X = np.arange(10).reshape((5, 2)) - y = np.arange(5) - print(f"{X = }\n{y = }") - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - X = array([[0, 1], - [2, 3], - [4, 5], - [6, 7], - [8, 9]]) - y = array([0, 1, 2, 3, 4]) - - - - -.. GENERATED FROM PYTHON SOURCE LINES 69-70 - -In scikit-learn, the most common usage is the following: - -.. GENERATED FROM PYTHON SOURCE LINES 72-79 - -.. code-block:: Python - - from sklearn.model_selection import train_test_split as sklearn_train_test_split - - X_train, X_test, y_train, y_test = sklearn_train_test_split( - X, y, test_size=0.2, random_state=0 - ) - print(f"{X_train = }\n{y_train = }\n{X_test = }\n{y_test = }") - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - X_train = array([[0, 1], - [2, 3], - [6, 7], - [8, 9]]) - y_train = array([0, 1, 3, 4]) - X_test = array([[4, 5]]) - y_test = array([2]) - - - - -.. GENERATED FROM PYTHON SOURCE LINES 80-81 - -Notice the shuffling that is done by default. - -.. GENERATED FROM PYTHON SOURCE LINES 83-99 - -In scikit-learn, the user cannot explicitly set the design matrix ``X`` and -the target ``y``. The following: - -.. code-block:: python - - X_train, X_test, y_train, y_test = sklearn_train_test_split( - X=X, y=y, test_size=0.2, random_state=0) - -would return: - -.. code-block:: python - - TypeError: got an unexpected keyword argument 'X' - -In general, in Python, keyword arguments are useful to prevent typos. For example, -in the following, ``X`` and ``y`` are reversed: - -.. GENERATED FROM PYTHON SOURCE LINES 101-106 - -.. code-block:: Python - - X_train, X_test, y_train, y_test = sklearn_train_test_split( - y, X, test_size=0.2, random_state=0 - ) - print(f"{X_train = }\n{y_train = }\n{X_test = }\n{y_test = }") - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - X_train = array([0, 1, 3, 4]) - y_train = array([[0, 1], - [2, 3], - [6, 7], - [8, 9]]) - X_test = array([2]) - y_test = array([[4, 5]]) - - - - -.. GENERATED FROM PYTHON SOURCE LINES 107-109 - -but Python will not catch this mistake for us. -This is where skore comes in handy. - -.. GENERATED FROM PYTHON SOURCE LINES 111-113 - -Train-test split in skore -========================= - -.. GENERATED FROM PYTHON SOURCE LINES 115-117 - -Skore has its own :func:`skore.train_test_split` that wraps scikit-learn's -:func:`sklearn.model_selection.train_test_split`. - -.. GENERATED FROM PYTHON SOURCE LINES 119-122 - -.. code-block:: Python - - X = np.arange(10_000).reshape((5_000, 2)) - y = [0] * 2_500 + [1] * 2_500 - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 123-125 - -Expliciting the positional arguments for ``X`` and ``y`` --------------------------------------------------------- - -.. GENERATED FROM PYTHON SOURCE LINES 127-129 - -First of all, naturally, it can be used as a simple drop-in replacement for -scikit-learn: - -.. GENERATED FROM PYTHON SOURCE LINES 131-135 - -.. code-block:: Python - - X_train, X_test, y_train, y_test = skore.train_test_split( - X, y, test_size=0.2, random_state=0 - ) - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - /opt/hostedtoolcache/Python/3.12.7/x64/lib/python3.12/site-packages/skore/sklearn/train_test_split/train_test_split.py:165: ShuffleTrueWarning: - - We detected that the `shuffle` parameter is set to `True` either explicitly or from its default value. In case of time-ordered events (even if they are independent), this will result in inflated model performance evaluation because natural drift will not be taken into account. We recommend setting the shuffle parameter to `False` in order to ensure the evaluation process is really representative of your production release process. - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 136-141 - -.. note:: - - The outputs of :func:`skore.train_test_split` are intentionally exactly the same as - :func:`sklearn.model_selection.train_test_split`, so the user can just use the - skore version as a drop-in replacement of scikit-learn. - -.. GENERATED FROM PYTHON SOURCE LINES 143-145 - -Contrary to scikit-learn, skore allows users to explicit the ``X`` and ``y``, making -detection of potential issues easier: - -.. GENERATED FROM PYTHON SOURCE LINES 147-152 - -.. code-block:: Python - - X_train, X_test, y_train, y_test = skore.train_test_split( - X=X, y=y, test_size=0.2, random_state=0 - ) - X_train_explicit = X_train.copy() - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - /opt/hostedtoolcache/Python/3.12.7/x64/lib/python3.12/site-packages/skore/sklearn/train_test_split/train_test_split.py:165: ShuffleTrueWarning: - - We detected that the `shuffle` parameter is set to `True` either explicitly or from its default value. In case of time-ordered events (even if they are independent), this will result in inflated model performance evaluation because natural drift will not be taken into account. We recommend setting the shuffle parameter to `False` in order to ensure the evaluation process is really representative of your production release process. - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 153-155 - -Moreover, when passing ``X`` and ``y`` explicitly, the ``X``'s are always returned -before the ``y``'s, even when they are inverted: - -.. GENERATED FROM PYTHON SOURCE LINES 157-167 - -.. code-block:: Python - - arr = X.copy() - arr_train, arr_test, X_train, X_test, y_train, y_test = skore.train_test_split( - arr, y=y, X=X, test_size=0.2, random_state=0 - ) - X_train_explicit_inverted = X_train.copy() - - print("When expliciting, with the small typo, are the `X_train`'s still the same?") - print(np.allclose(X_train_explicit, X_train_explicit_inverted)) - - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - /opt/hostedtoolcache/Python/3.12.7/x64/lib/python3.12/site-packages/skore/sklearn/train_test_split/train_test_split.py:165: ShuffleTrueWarning: - - We detected that the `shuffle` parameter is set to `True` either explicitly or from its default value. In case of time-ordered events (even if they are independent), this will result in inflated model performance evaluation because natural drift will not be taken into account. We recommend setting the shuffle parameter to `False` in order to ensure the evaluation process is really representative of your production release process. - - When expliciting, with the small typo, are the `X_train`'s still the same? - True - - - - -.. GENERATED FROM PYTHON SOURCE LINES 168-184 - -Automatic diagnostics: raising methodological warnings ------------------------------------------------------- - -In this section, we show how skore can provide methodological checks. - -Class imbalance -^^^^^^^^^^^^^^^ - -In machine learning, class imbalance (the classes in a dataset are not equally -represented) requires a specific modelling. -For example, in a dataset with 95% majority class (class ``1``) and 5% minority class -(class ``0``), a dummy model that always predicts class ``1`` will have a 95% -accuracy, while it would be useless for identifying examples of class ``0``. -Hence, it is important to detect when we have class imbalance. - -Suppose that we have imbalanced data: - -.. GENERATED FROM PYTHON SOURCE LINES 186-189 - -.. code-block:: Python - - X = np.arange(10_000).reshape((5_000, 2)) - y = [0] * 4_000 + [1] * 1_000 - - - - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 190-191 - -In that case, :func:`skore.train_test_split` raises a ``HighClassImbalanceWarning``: - -.. GENERATED FROM PYTHON SOURCE LINES 193-197 - -.. code-block:: Python - - X_train, X_test, y_train, y_test = skore.train_test_split( - X=X, y=y, test_size=0.2, random_state=0 - ) - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - /opt/hostedtoolcache/Python/3.12.7/x64/lib/python3.12/site-packages/skore/sklearn/train_test_split/train_test_split.py:165: HighClassImbalanceWarning: - - It seems that you have a classification problem with a high class imbalance. In this case, using train_test_split may not be a good idea because of high variability in the scores obtained on the test set. To tackle this challenge we suggest to use skore's cross_validate function. - - /opt/hostedtoolcache/Python/3.12.7/x64/lib/python3.12/site-packages/skore/sklearn/train_test_split/train_test_split.py:165: ShuffleTrueWarning: - - We detected that the `shuffle` parameter is set to `True` either explicitly or from its default value. In case of time-ordered events (even if they are independent), this will result in inflated model performance evaluation because natural drift will not be taken into account. We recommend setting the shuffle parameter to `False` in order to ensure the evaluation process is really representative of your production release process. - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 198-200 - -Hence, skore recommends the users to take into account this class imbalance, that -they might have missed, in their modelling strategy. - -.. GENERATED FROM PYTHON SOURCE LINES 202-204 - -Moreover, skore also detects class imbalance with a class that has too few samples -with a ``HighClassImbalanceTooFewExamplesWarning``: - -.. GENERATED FROM PYTHON SOURCE LINES 204-212 - -.. code-block:: Python - - - X = np.arange(400).reshape((200, 2)) - y = [0] * 150 + [1] * 50 - - X_train, X_test, y_train, y_test = skore.train_test_split( - X=X, y=y, test_size=0.2, random_state=0 - ) - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - /opt/hostedtoolcache/Python/3.12.7/x64/lib/python3.12/site-packages/skore/sklearn/train_test_split/train_test_split.py:165: HighClassImbalanceTooFewExamplesWarning: - - It seems that you have a classification problem with at least one class with fewer than 100 examples in the test set. In this case, using train_test_split may not be a good idea because of high variability in the scores obtained on the test set. We suggest three options to tackle this challenge: you can increase test_size, collect more data, or use skore's cross_validate function. - - /opt/hostedtoolcache/Python/3.12.7/x64/lib/python3.12/site-packages/skore/sklearn/train_test_split/train_test_split.py:165: HighClassImbalanceWarning: - - It seems that you have a classification problem with a high class imbalance. In this case, using train_test_split may not be a good idea because of high variability in the scores obtained on the test set. To tackle this challenge we suggest to use skore's cross_validate function. - - /opt/hostedtoolcache/Python/3.12.7/x64/lib/python3.12/site-packages/skore/sklearn/train_test_split/train_test_split.py:165: ShuffleTrueWarning: - - We detected that the `shuffle` parameter is set to `True` either explicitly or from its default value. In case of time-ordered events (even if they are independent), this will result in inflated model performance evaluation because natural drift will not be taken into account. We recommend setting the shuffle parameter to `False` in order to ensure the evaluation process is really representative of your production release process. - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 213-220 - -Shuffling without a random state -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - -For `reproducible results across executions -`_, -skore recommends the use of the ``random_state`` parameter when shuffling -(remember that ``shuffle=True`` by default) with a ``RandomStateUnsetWarning``: - -.. GENERATED FROM PYTHON SOURCE LINES 220-226 - -.. code-block:: Python - - - X = np.arange(10_000).reshape((5_000, 2)) - y = [0] * 2_500 + [1] * 2_500 - - X_train, X_test, y_train, y_test = skore.train_test_split(X=X, y=y, test_size=0.2) - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - /opt/hostedtoolcache/Python/3.12.7/x64/lib/python3.12/site-packages/skore/sklearn/train_test_split/train_test_split.py:165: RandomStateUnsetWarning: - - We recommend setting the parameter `random_state`. This will ensure the reproducibility of your work. - - /opt/hostedtoolcache/Python/3.12.7/x64/lib/python3.12/site-packages/skore/sklearn/train_test_split/train_test_split.py:165: ShuffleTrueWarning: - - We detected that the `shuffle` parameter is set to `True` either explicitly or from its default value. In case of time-ordered events (even if they are independent), this will result in inflated model performance evaluation because natural drift will not be taken into account. We recommend setting the shuffle parameter to `False` in order to ensure the evaluation process is really representative of your production release process. - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 227-229 - -Time series data -^^^^^^^^^^^^^^^^ - -.. GENERATED FROM PYTHON SOURCE LINES 231-237 - -Now, let us assume that we have `time series data -`_: -the data is somewhat time-ordered. -As one can not shuffle time (time only moves in one direction: forward), we -recommend using :func:`sklearn.model_selection.TimeSeriesSplit` instead of -:func:`sklearn.model_selection.train_test_split` (or :func:`skore.train_test_split`). - -.. GENERATED FROM PYTHON SOURCE LINES 239-247 - -.. code-block:: Python - - from datetime import datetime - import pandas as pd - - X = pd.DataFrame( - {"ints": [0, 1], "dates": [datetime(2024, 11, 25), datetime(2024, 11, 26)]} - ) - X_train, X_test = skore.train_test_split(X=X, test_size=0.2, random_state=0) - - - - - -.. rst-class:: sphx-glr-script-out - - .. code-block:: none - - /opt/hostedtoolcache/Python/3.12.7/x64/lib/python3.12/site-packages/skore/sklearn/train_test_split/train_test_split.py:165: TimeBasedColumnWarning: - - We detected some time-based columns (column "dates") in your data. We recommend using scikit-learn's TimeSeriesSplit instead of train_test_split. Otherwise you might train on future data to predict the past, or get inflated model performance evaluation because natural drift will not be taken into account. - - - - - -.. GENERATED FROM PYTHON SOURCE LINES 248-252 - -Cleanup the project -------------------- - -Removing the temporary directory: - -.. GENERATED FROM PYTHON SOURCE LINES 254-255 - -.. code-block:: Python - - temp_dir.cleanup() - - - - - - - - -.. rst-class:: sphx-glr-timing - - **Total running time of the script:** (0 minutes 0.043 seconds) - - -.. _sphx_glr_download_auto_examples_02_diagnose_plot_02_train_test_split.py: - -.. only:: html - - .. container:: sphx-glr-footer sphx-glr-footer-example - - .. container:: sphx-glr-download sphx-glr-download-jupyter - - :download:`Download Jupyter notebook: plot_02_train_test_split.ipynb ` - - .. container:: sphx-glr-download sphx-glr-download-python - - :download:`Download Python source code: plot_02_train_test_split.py ` - - .. container:: sphx-glr-download sphx-glr-download-zip - - :download:`Download zipped: plot_02_train_test_split.zip ` - - -.. only:: html - - .. rst-class:: sphx-glr-signature - - `Gallery generated by Sphinx-Gallery `_ diff --git a/docs/latest/_sources/auto_examples/index.rst.txt b/docs/latest/_sources/auto_examples/index.rst.txt deleted file mode 100644 index a19eb9b3..00000000 --- a/docs/latest/_sources/auto_examples/index.rst.txt +++ /dev/null @@ -1,205 +0,0 @@ -:orphan: - -.. _auto_examples: - -Examples -======== - -Below is a gallery of narrated notebook examples on how and why to use skore. -They also serve as our user guide. - -.. toctree:: - :maxdepth: 1 - :caption: Contents: - - 00_getting_started/README - 01_track/README - 02_diagnose/README - - - -.. raw:: html - -
- -.. thumbnail-parent-div-open - -.. thumbnail-parent-div-close - -.. raw:: html - -
- -Getting started ---------------- - -We recommend first having a look at this example that serves as an overall and gentle -introduction to skore. - - - -.. raw:: html - -
- -.. thumbnail-parent-div-open - -.. raw:: html - -
- -.. only:: html - - .. image:: /auto_examples/00_getting_started/images/thumb/sphx_glr_plot_01_getting_started_thumb.png - :alt: - - :ref:`sphx_glr_auto_examples_00_getting_started_plot_01_getting_started.py` - -.. raw:: html - -
Getting started with skore
-
- - -.. thumbnail-parent-div-close - -.. raw:: html - -
- -Track ------ - -These examples illustrate the skore Project and UI. - - - -.. raw:: html - -
- -.. thumbnail-parent-div-open - -.. raw:: html - -
- -.. only:: html - - .. image:: /auto_examples/01_track/images/thumb/sphx_glr_plot_01_overview_skore_project_thumb.png - :alt: - - :ref:`sphx_glr_auto_examples_01_track_plot_01_overview_skore_project.py` - -.. raw:: html - -
Overview of the skore project
-
- - -.. raw:: html - -
- -.. only:: html - - .. image:: /auto_examples/01_track/images/thumb/sphx_glr_plot_02_tracking_items_thumb.png - :alt: - - :ref:`sphx_glr_auto_examples_01_track_plot_02_tracking_items.py` - -.. raw:: html - -
Tracking items using their history
-
- - -.. thumbnail-parent-div-close - -.. raw:: html - -
- -Diagnose --------- - -These examples illustrate how skore can help data scientists to improve their -machine learning modelling thanks to diagnostics. - - - -.. raw:: html - -
- -.. thumbnail-parent-div-open - -.. raw:: html - -
- -.. only:: html - - .. image:: /auto_examples/02_diagnose/images/thumb/sphx_glr_plot_01_cross_validate_thumb.png - :alt: - - :ref:`sphx_glr_auto_examples_02_diagnose_plot_01_cross_validate.py` - -.. raw:: html - -
Enhancing cross-validation
-
- - -.. raw:: html - -
- -.. only:: html - - .. image:: /auto_examples/02_diagnose/images/thumb/sphx_glr_plot_02_train_test_split_thumb.png - :alt: - - :ref:`sphx_glr_auto_examples_02_diagnose_plot_02_train_test_split.py` - -.. raw:: html - -
Enhancing train-test split
-
- - -.. thumbnail-parent-div-close - -.. raw:: html - -
- - -.. toctree:: - :hidden: - :includehidden: - - - /auto_examples/00_getting_started/index.rst - /auto_examples/01_track/index.rst - /auto_examples/02_diagnose/index.rst - - -.. only:: html - - .. container:: sphx-glr-footer sphx-glr-footer-gallery - - .. container:: sphx-glr-download sphx-glr-download-python - - :download:`Download all examples in Python source code: auto_examples_python.zip ` - - .. container:: sphx-glr-download sphx-glr-download-jupyter - - :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip ` - - -.. only:: html - - .. rst-class:: sphx-glr-signature - - `Gallery generated by Sphinx-Gallery `_ diff --git a/docs/latest/_sources/contributing_link.rst.txt b/docs/latest/_sources/contributing_link.rst.txt deleted file mode 100644 index 3bdd7dc2..00000000 --- a/docs/latest/_sources/contributing_link.rst.txt +++ /dev/null @@ -1 +0,0 @@ -.. include:: ../CONTRIBUTING.rst \ No newline at end of file diff --git a/docs/latest/_sources/generated/skore.Project.rst.txt b/docs/latest/_sources/generated/skore.Project.rst.txt deleted file mode 100644 index 79c49751..00000000 --- a/docs/latest/_sources/generated/skore.Project.rst.txt +++ /dev/null @@ -1,19 +0,0 @@ -:mod:`skore`.Project -=========================== - -.. rst-class:: side_comment - - Usage examples at the bottom of this page. - -.. currentmodule:: skore - -.. autoclass:: Project - :inherited-members: - - - - - -.. raw:: html - -
\ No newline at end of file diff --git a/docs/latest/_sources/generated/skore.create.rst.txt b/docs/latest/_sources/generated/skore.create.rst.txt deleted file mode 100644 index 711facd3..00000000 --- a/docs/latest/_sources/generated/skore.create.rst.txt +++ /dev/null @@ -1,10 +0,0 @@ -:mod:`skore`.create -================================ - -.. currentmodule:: skore - -.. autofunction:: create - -.. raw:: html - -
\ No newline at end of file diff --git a/docs/latest/_sources/generated/skore.cross_validate.rst.txt b/docs/latest/_sources/generated/skore.cross_validate.rst.txt deleted file mode 100644 index 614af248..00000000 --- a/docs/latest/_sources/generated/skore.cross_validate.rst.txt +++ /dev/null @@ -1,10 +0,0 @@ -:mod:`skore`.cross_validate -======================================== - -.. currentmodule:: skore - -.. autofunction:: cross_validate - -.. raw:: html - -
\ No newline at end of file diff --git a/docs/latest/_sources/generated/skore.item.cross_validation_item.CrossValidationItem.rst.txt b/docs/latest/_sources/generated/skore.item.cross_validation_item.CrossValidationItem.rst.txt deleted file mode 100644 index 1230d578..00000000 --- a/docs/latest/_sources/generated/skore.item.cross_validation_item.CrossValidationItem.rst.txt +++ /dev/null @@ -1,19 +0,0 @@ -:mod:`skore.item.cross_validation_item`.CrossValidationItem -================================================================== - -.. rst-class:: side_comment - - Usage examples at the bottom of this page. - -.. currentmodule:: skore.item.cross_validation_item - -.. autoclass:: CrossValidationItem - :inherited-members: - - - - - -.. raw:: html - -
\ No newline at end of file diff --git a/docs/latest/_sources/generated/skore.item.primitive_item.PrimitiveItem.rst.txt b/docs/latest/_sources/generated/skore.item.primitive_item.PrimitiveItem.rst.txt deleted file mode 100644 index 08140b32..00000000 --- a/docs/latest/_sources/generated/skore.item.primitive_item.PrimitiveItem.rst.txt +++ /dev/null @@ -1,19 +0,0 @@ -:mod:`skore.item.primitive_item`.PrimitiveItem -===================================================== - -.. rst-class:: side_comment - - Usage examples at the bottom of this page. - -.. currentmodule:: skore.item.primitive_item - -.. autoclass:: PrimitiveItem - :inherited-members: - - - - - -.. raw:: html - -
\ No newline at end of file diff --git a/docs/latest/_sources/generated/skore.load.rst.txt b/docs/latest/_sources/generated/skore.load.rst.txt deleted file mode 100644 index 5afb3de0..00000000 --- a/docs/latest/_sources/generated/skore.load.rst.txt +++ /dev/null @@ -1,10 +0,0 @@ -:mod:`skore`.load -============================== - -.. currentmodule:: skore - -.. autofunction:: load - -.. raw:: html - -
\ No newline at end of file diff --git a/docs/latest/_sources/generated/skore.train_test_split.rst.txt b/docs/latest/_sources/generated/skore.train_test_split.rst.txt deleted file mode 100644 index 8360f75f..00000000 --- a/docs/latest/_sources/generated/skore.train_test_split.rst.txt +++ /dev/null @@ -1,10 +0,0 @@ -:mod:`skore`.train_test_split -========================================== - -.. currentmodule:: skore - -.. autofunction:: train_test_split - -.. raw:: html - -
\ No newline at end of file diff --git a/docs/latest/_sources/getting_started.rst.txt b/docs/latest/_sources/getting_started.rst.txt deleted file mode 100644 index 7da5a97d..00000000 --- a/docs/latest/_sources/getting_started.rst.txt +++ /dev/null @@ -1,42 +0,0 @@ -.. _getting_started: - -Getting started -=============== - -.. currentmodule:: skore - -.. tip:: - See our :ref:`example_getting_started` example! - -From your shell, initialize a skore project, here named ``my_project``: - -.. code-block:: bash - - skore create "my_project" - -This will create a skore project directory named ``my_project.skore`` in your -current working directory. - -Now that the project file exists, from your Python code (in the same directory), -load the project so that you can read from and write to it, for example you can -store an integer: - -.. code-block:: python - - from skore import load - project = load("my_project.skore") - project.put("my_int", 3) - -Finally, from your shell (in the same directory), start the UI locally: - -.. code-block:: bash - - skore launch "my_project" - -This will automatically open a browser at the UI's location: - -#. On the top left, by default, you can observe that you are in a *View* called ``default``. You can rename this view or create another one. -#. From the *Items* section on the bottom left, you can add stored items to this view, either by clicking on ``+`` or by doing drag-and-drop. - -.. image:: https://raw.githubusercontent.com/sylvaincom/sylvaincom.github.io/master/files/probabl/skore/2024_10_30_skore_demo.gif - :alt: Getting started with ``skore`` demo \ No newline at end of file diff --git a/docs/latest/_sources/index.rst.txt b/docs/latest/_sources/index.rst.txt deleted file mode 100644 index 5dc69e98..00000000 --- a/docs/latest/_sources/index.rst.txt +++ /dev/null @@ -1,46 +0,0 @@ -.. You can adapt this file completely to your liking, but it should at least - contain the root `toctree` directive. - -Welcome to ``skore`` -==================== - -With skore, data scientists can: - -#. Track and visualize their ML/DS results. -#. Get assistance when developing their ML/DS projects. - - - Scikit-learn compatible :func:`skore.cross_validate` and - :func:`skore.train_test_split` provide insights and checks on cross-validation - and train-test-split. - -These are only the initial features: skore is a work in progress and aims to be -an end-to-end library for data scientists. -Stay tuned! -Feedbacks are welcome: please feel free to join our `Discord `_ or `create an issue `_. - -.. admonition:: Where to start? - - See our :ref:`example_getting_started` example! - -We are a product team working at `Probabl `_ and our motto is *Own Your Data Science*. - -- License: MIT -- GitHub repository: https://github.com/probabl-ai/skore -- Discord: http://discord.probabl.ai -- Status: under development, API is subject to change. - -.. image:: https://raw.githubusercontent.com/sylvaincom/sylvaincom.github.io/master/files/probabl/skore/2024_10_31_skore_demo_compressed.gif - :alt: Getting started with skore demo - -.. currentmodule:: skore - -| - -.. toctree:: - :maxdepth: 1 - :caption: Contents: - - install - auto_examples/index - api - contributing_link diff --git a/docs/latest/_sources/install.rst.txt b/docs/latest/_sources/install.rst.txt deleted file mode 100644 index 6c5be95c..00000000 --- a/docs/latest/_sources/install.rst.txt +++ /dev/null @@ -1,21 +0,0 @@ -.. _install: - -Install -======= - -.. currentmodule:: skore - -First of all, we recommend using a `virtual environment (venv) `_. -You need ``python>=3.9``. - -Then, you can install skore by using ``pip``: - -.. code-block:: bash - - pip install -U skore - -You can check skore's latest version on `PyPI `_. - -.. admonition:: What's next? - - See our :ref:`example_getting_started` example! \ No newline at end of file diff --git a/docs/latest/_sources/user_guide.rst.txt b/docs/latest/_sources/user_guide.rst.txt deleted file mode 100644 index 04029d22..00000000 --- a/docs/latest/_sources/user_guide.rst.txt +++ /dev/null @@ -1,11 +0,0 @@ -.. _user_guide: - -User guide -========== - -.. currentmodule:: skore - -.. note:: - - The user guide is currently work in progress and will be released soon, thank you for your patience! - For now, please look into the narrated :ref:`auto_examples` section. \ No newline at end of file diff --git a/docs/latest/_sphinx_design_static/design-tabs.js b/docs/latest/_sphinx_design_static/design-tabs.js deleted file mode 100644 index b25bd6a4..00000000 --- a/docs/latest/_sphinx_design_static/design-tabs.js +++ /dev/null @@ -1,101 +0,0 @@ -// @ts-check - -// Extra JS capability for selected tabs to be synced -// The selection is stored in local storage so that it persists across page loads. - -/** - * @type {Record} - */ -let sd_id_to_elements = {}; -const storageKeyPrefix = "sphinx-design-tab-id-"; - -/** - * Create a key for a tab element. - * @param {HTMLElement} el - The tab element. - * @returns {[string, string, string] | null} - The key. - * - */ -function create_key(el) { - let syncId = el.getAttribute("data-sync-id"); - let syncGroup = el.getAttribute("data-sync-group"); - if (!syncId || !syncGroup) return null; - return [syncGroup, syncId, syncGroup + "--" + syncId]; -} - -/** - * Initialize the tab selection. - * - */ -function ready() { - // Find all tabs with sync data - - /** @type {string[]} */ - let groups = []; - - document.querySelectorAll(".sd-tab-label").forEach((label) => { - if (label instanceof HTMLElement) { - let data = create_key(label); - if (data) { - let [group, id, key] = data; - - // add click event listener - // @ts-ignore - label.onclick = onSDLabelClick; - - // store map of key to elements - if (!sd_id_to_elements[key]) { - sd_id_to_elements[key] = []; - } - sd_id_to_elements[key].push(label); - - if (groups.indexOf(group) === -1) { - groups.push(group); - // Check if a specific tab has been selected via URL parameter - const tabParam = new URLSearchParams(window.location.search).get( - group - ); - if (tabParam) { - console.log( - "sphinx-design: Selecting tab id for group '" + - group + - "' from URL parameter: " + - tabParam - ); - window.sessionStorage.setItem(storageKeyPrefix + group, tabParam); - } - } - - // Check is a specific tab has been selected previously - let previousId = window.sessionStorage.getItem( - storageKeyPrefix + group - ); - if (previousId === id) { - // console.log( - // "sphinx-design: Selecting tab from session storage: " + id - // ); - // @ts-ignore - label.previousElementSibling.checked = true; - } - } - } - }); -} - -/** - * Activate other tabs with the same sync id. - * - * @this {HTMLElement} - The element that was clicked. - */ -function onSDLabelClick() { - let data = create_key(this); - if (!data) return; - let [group, id, key] = data; - for (const label of sd_id_to_elements[key]) { - if (label === this) continue; - // @ts-ignore - label.previousElementSibling.checked = true; - } - window.sessionStorage.setItem(storageKeyPrefix + group, id); -} - 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p.centered { - text-align: center; - margin-top: 25px; -} - -/* -- content of sidebars/topics/admonitions -------------------------------- */ - -div.sidebar > :last-child, -aside.sidebar > :last-child, -nav.contents > :last-child, -aside.topic > :last-child, -div.topic > :last-child, -div.admonition > :last-child { - margin-bottom: 0; -} - -div.sidebar::after, -aside.sidebar::after, -nav.contents::after, -aside.topic::after, -div.topic::after, -div.admonition::after, -blockquote::after { - display: block; - content: ''; - clear: both; -} - -/* -- tables ---------------------------------------------------------------- */ - -table.docutils { - margin-top: 10px; - margin-bottom: 10px; - border: 0; - border-collapse: collapse; -} - -table.align-center { - margin-left: auto; - margin-right: auto; -} - -table.align-default { - margin-left: auto; - margin-right: auto; -} - -table caption span.caption-number { - font-style: italic; -} - -table caption span.caption-text { -} - -table.docutils td, table.docutils th { - padding: 1px 8px 1px 5px; - border-top: 0; - border-left: 0; - border-right: 0; - border-bottom: 1px solid #aaa; -} - -th { - text-align: left; - padding-right: 5px; -} - -table.citation { - border-left: solid 1px gray; - margin-left: 1px; -} - -table.citation td { - border-bottom: none; -} - -th > :first-child, -td > :first-child { - margin-top: 0px; -} - -th > :last-child, -td > :last-child { - margin-bottom: 0px; -} - -/* -- figures --------------------------------------------------------------- */ - -div.figure, figure { - margin: 0.5em; - padding: 0.5em; -} - -div.figure p.caption, figcaption { - padding: 0.3em; -} - -div.figure p.caption span.caption-number, -figcaption span.caption-number { - font-style: italic; -} - -div.figure p.caption span.caption-text, -figcaption span.caption-text { -} - -/* -- field list styles ----------------------------------------------------- */ - -table.field-list td, table.field-list th { - border: 0 !important; -} - -.field-list ul { - margin: 0; - padding-left: 1em; -} - -.field-list p { - margin: 0; -} - -.field-name { - -moz-hyphens: manual; - -ms-hyphens: manual; - -webkit-hyphens: manual; - hyphens: manual; -} - -/* -- hlist styles ---------------------------------------------------------- */ - -table.hlist { - margin: 1em 0; -} - -table.hlist td { - vertical-align: top; -} - -/* -- object description styles --------------------------------------------- */ - -.sig { - font-family: 'Consolas', 'Menlo', 'DejaVu Sans Mono', 'Bitstream Vera Sans Mono', monospace; -} - -.sig-name, code.descname { - background-color: transparent; - font-weight: bold; -} - -.sig-name { - font-size: 1.1em; -} - -code.descname { - font-size: 1.2em; -} - -.sig-prename, code.descclassname { - background-color: transparent; -} - -.optional { - font-size: 1.3em; -} - -.sig-paren { - font-size: larger; -} - -.sig-param.n { - font-style: italic; -} - -/* C++ specific styling */ - -.sig-inline.c-texpr, -.sig-inline.cpp-texpr { - font-family: unset; -} - -.sig.c .k, .sig.c .kt, -.sig.cpp .k, .sig.cpp .kt { - color: #0033B3; -} - -.sig.c .m, -.sig.cpp .m { - color: #1750EB; -} - -.sig.c .s, .sig.c .sc, -.sig.cpp .s, .sig.cpp .sc { - color: #067D17; -} - - -/* -- other body styles ----------------------------------------------------- */ - -ol.arabic { - list-style: decimal; -} - -ol.loweralpha { - list-style: lower-alpha; -} - -ol.upperalpha { - list-style: upper-alpha; -} - -ol.lowerroman { - list-style: lower-roman; -} - -ol.upperroman { - list-style: upper-roman; -} - -:not(li) > ol > li:first-child > :first-child, -:not(li) > ul > li:first-child > :first-child { - margin-top: 0px; -} - -:not(li) > ol > li:last-child > :last-child, -:not(li) > ul > li:last-child > :last-child { - margin-bottom: 0px; -} - -ol.simple ol p, -ol.simple ul p, -ul.simple ol p, -ul.simple ul p { - margin-top: 0; -} - -ol.simple > li:not(:first-child) > p, -ul.simple > li:not(:first-child) > p { - margin-top: 0; -} - -ol.simple p, -ul.simple p { - margin-bottom: 0; -} - -aside.footnote > span, -div.citation > span { - float: left; -} -aside.footnote > span:last-of-type, -div.citation > span:last-of-type { - padding-right: 0.5em; -} -aside.footnote > p { - margin-left: 2em; -} -div.citation > p { - margin-left: 4em; -} -aside.footnote > p:last-of-type, -div.citation > p:last-of-type { - margin-bottom: 0em; -} -aside.footnote > p:last-of-type:after, -div.citation > p:last-of-type:after { - content: ""; - clear: both; -} - -dl.field-list { - display: grid; - grid-template-columns: fit-content(30%) auto; -} - -dl.field-list > dt { - font-weight: bold; - word-break: break-word; - padding-left: 0.5em; - padding-right: 5px; -} - -dl.field-list > dd { - padding-left: 0.5em; - margin-top: 0em; - margin-left: 0em; - margin-bottom: 0em; -} - -dl { - margin-bottom: 15px; -} - -dd > :first-child { - margin-top: 0px; -} - -dd ul, dd table { - margin-bottom: 10px; -} - -dd { - margin-top: 3px; - margin-bottom: 10px; - margin-left: 30px; -} - -.sig dd { - margin-top: 0px; - margin-bottom: 0px; -} - -.sig dl { - margin-top: 0px; - margin-bottom: 0px; -} - -dl > dd:last-child, -dl > dd:last-child > :last-child { - margin-bottom: 0; -} - -dt:target, span.highlighted { - background-color: #fbe54e; -} - -rect.highlighted { - fill: #fbe54e; -} - -dl.glossary dt { - font-weight: bold; - font-size: 1.1em; -} - -.versionmodified { - font-style: italic; -} - -.system-message { - background-color: #fda; - padding: 5px; - border: 3px solid red; -} - -.footnote:target { - background-color: #ffa; -} - -.line-block { - display: block; - margin-top: 1em; - margin-bottom: 1em; -} - -.line-block .line-block { - margin-top: 0; - margin-bottom: 0; - margin-left: 1.5em; -} - -.guilabel, .menuselection { - font-family: sans-serif; -} - -.accelerator { - text-decoration: underline; -} - -.classifier { - font-style: oblique; -} - -.classifier:before { - font-style: normal; - margin: 0 0.5em; - content: ":"; - display: inline-block; -} - -abbr, acronym { - border-bottom: dotted 1px; - cursor: help; -} - -.translated { - background-color: rgba(207, 255, 207, 0.2) -} - -.untranslated { - background-color: rgba(255, 207, 207, 0.2) -} - -/* -- code displays --------------------------------------------------------- */ - -pre { - overflow: auto; - overflow-y: hidden; /* fixes display issues on Chrome browsers */ -} - -pre, div[class*="highlight-"] { - clear: both; -} - -span.pre { - -moz-hyphens: none; - -ms-hyphens: none; - -webkit-hyphens: none; - hyphens: none; - white-space: nowrap; -} - -div[class*="highlight-"] { - margin: 1em 0; -} - -td.linenos pre { - border: 0; - background-color: transparent; - color: #aaa; -} - -table.highlighttable { - display: block; -} - -table.highlighttable tbody { - display: block; -} - -table.highlighttable tr { - display: flex; -} - -table.highlighttable td { - margin: 0; - padding: 0; -} - -table.highlighttable td.linenos { - padding-right: 0.5em; -} - -table.highlighttable td.code { - flex: 1; - overflow: hidden; -} - -.highlight .hll { - display: block; -} - -div.highlight pre, -table.highlighttable pre { - margin: 0; -} - -div.code-block-caption + div { - margin-top: 0; -} - -div.code-block-caption { - margin-top: 1em; - padding: 2px 5px; - font-size: small; -} - -div.code-block-caption code { - background-color: transparent; -} - -table.highlighttable td.linenos, -span.linenos, -div.highlight span.gp { /* gp: Generic.Prompt */ - user-select: none; - -webkit-user-select: text; /* Safari fallback only */ - -webkit-user-select: none; /* Chrome/Safari */ - -moz-user-select: none; /* Firefox */ - -ms-user-select: none; /* IE10+ */ -} - -div.code-block-caption span.caption-number { - padding: 0.1em 0.3em; - font-style: italic; -} - -div.code-block-caption span.caption-text { -} - -div.literal-block-wrapper { - margin: 1em 0; -} - -code.xref, a code { - background-color: transparent; - font-weight: bold; -} - -h1 code, h2 code, h3 code, h4 code, h5 code, h6 code { - background-color: transparent; -} - -.viewcode-link { - float: right; -} - -.viewcode-back { - float: right; - font-family: sans-serif; -} - -div.viewcode-block:target { - margin: -1px -10px; - padding: 0 10px; -} - -/* -- math display ---------------------------------------------------------- */ - -img.math { - vertical-align: middle; -} - -div.body div.math p { - text-align: center; -} - -span.eqno { - float: right; -} - -span.eqno a.headerlink { - position: absolute; - z-index: 1; -} - -div.math:hover a.headerlink { - visibility: visible; -} - -/* -- printout stylesheet --------------------------------------------------- */ - -@media print { - div.document, - div.documentwrapper, - div.bodywrapper { - margin: 0 !important; - width: 100%; - } - - div.sphinxsidebar, - div.related, - div.footer, - #top-link { - display: none; - } -} \ No newline at end of file diff --git a/docs/latest/_static/binder_badge_logo.svg b/docs/latest/_static/binder_badge_logo.svg deleted file mode 100644 index 327f6b63..00000000 --- a/docs/latest/_static/binder_badge_logo.svg +++ /dev/null @@ -1 +0,0 @@ - launchlaunchbinderbinder \ No newline at end of file diff --git a/docs/latest/_static/broken_example.png b/docs/latest/_static/broken_example.png deleted file mode 100644 index 4fea24e7..00000000 Binary files a/docs/latest/_static/broken_example.png and /dev/null differ diff --git a/docs/latest/_static/check-solid.svg b/docs/latest/_static/check-solid.svg deleted file mode 100644 index 92fad4b5..00000000 --- a/docs/latest/_static/check-solid.svg +++ /dev/null @@ -1,4 +0,0 @@ - - - - diff --git a/docs/latest/_static/clipboard.min.js b/docs/latest/_static/clipboard.min.js deleted file mode 100644 index 54b3c463..00000000 --- a/docs/latest/_static/clipboard.min.js +++ /dev/null @@ -1,7 +0,0 @@ -/*! - * clipboard.js v2.0.8 - * https://clipboardjs.com/ - * - * Licensed MIT © Zeno Rocha - */ -!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.amd?define([],e):"object"==typeof exports?exports.ClipboardJS=e():t.ClipboardJS=e()}(this,function(){return n={686:function(t,e,n){"use strict";n.d(e,{default:function(){return o}});var e=n(279),i=n.n(e),e=n(370),u=n.n(e),e=n(817),c=n.n(e);function a(t){try{return document.execCommand(t)}catch(t){return}}var f=function(t){t=c()(t);return a("cut"),t};var l=function(t){var e,n,o,r=1 - - - - diff --git a/docs/latest/_static/copybutton.css b/docs/latest/_static/copybutton.css deleted file mode 100644 index f1916ec7..00000000 --- a/docs/latest/_static/copybutton.css +++ /dev/null @@ -1,94 +0,0 @@ -/* Copy buttons */ -button.copybtn { - position: absolute; - display: flex; - top: .3em; - right: .3em; - width: 1.7em; - height: 1.7em; - opacity: 0; - transition: opacity 0.3s, border .3s, background-color .3s; - user-select: none; - padding: 0; - border: none; - outline: none; - border-radius: 0.4em; - /* The colors that GitHub uses */ - border: #1b1f2426 1px solid; - background-color: #f6f8fa; - color: #57606a; -} - -button.copybtn.success { - border-color: #22863a; - color: #22863a; -} - -button.copybtn svg { - stroke: currentColor; - width: 1.5em; - height: 1.5em; - padding: 0.1em; -} - -div.highlight { - position: relative; -} - -/* Show the copybutton */ -.highlight:hover button.copybtn, button.copybtn.success { - opacity: 1; -} - -.highlight button.copybtn:hover { - background-color: rgb(235, 235, 235); -} - -.highlight button.copybtn:active { - background-color: rgb(187, 187, 187); -} - -/** - * A minimal CSS-only tooltip copied from: - * https://codepen.io/mildrenben/pen/rVBrpK - * - * To use, write HTML like the following: - * - *

Short

- */ - .o-tooltip--left { - position: relative; - } - - .o-tooltip--left:after { - opacity: 0; - visibility: hidden; - position: absolute; - content: attr(data-tooltip); - padding: .2em; - font-size: .8em; - left: -.2em; - background: grey; - color: white; - white-space: nowrap; - z-index: 2; - border-radius: 2px; - transform: translateX(-102%) translateY(0); - transition: opacity 0.2s cubic-bezier(0.64, 0.09, 0.08, 1), transform 0.2s cubic-bezier(0.64, 0.09, 0.08, 1); -} - -.o-tooltip--left:hover:after { - display: block; - opacity: 1; - visibility: visible; - transform: translateX(-100%) translateY(0); - transition: opacity 0.2s cubic-bezier(0.64, 0.09, 0.08, 1), transform 0.2s cubic-bezier(0.64, 0.09, 0.08, 1); - transition-delay: .5s; -} - -/* By default the copy button shouldn't show up when printing a page */ -@media print { - button.copybtn { - display: none; - } -} diff --git a/docs/latest/_static/copybutton.js b/docs/latest/_static/copybutton.js deleted file mode 100644 index ff4aa329..00000000 --- a/docs/latest/_static/copybutton.js +++ /dev/null @@ -1,248 +0,0 @@ -// Localization support -const messages = { - 'en': { - 'copy': 'Copy', - 'copy_to_clipboard': 'Copy to clipboard', - 'copy_success': 'Copied!', - 'copy_failure': 'Failed to copy', - }, - 'es' : { - 'copy': 'Copiar', - 'copy_to_clipboard': 'Copiar al portapapeles', - 'copy_success': '¡Copiado!', - 'copy_failure': 'Error al copiar', - }, - 'de' : { - 'copy': 'Kopieren', - 'copy_to_clipboard': 'In die Zwischenablage kopieren', - 'copy_success': 'Kopiert!', - 'copy_failure': 'Fehler beim Kopieren', - }, - 'fr' : { - 'copy': 'Copier', - 'copy_to_clipboard': 'Copier dans le presse-papier', - 'copy_success': 'Copié !', - 'copy_failure': 'Échec de la copie', - }, - 'ru': { - 'copy': 'Скопировать', - 'copy_to_clipboard': 'Скопировать в буфер', - 'copy_success': 'Скопировано!', - 'copy_failure': 'Не удалось скопировать', - }, - 'zh-CN': { - 'copy': '复制', - 'copy_to_clipboard': '复制到剪贴板', - 'copy_success': '复制成功!', - 'copy_failure': '复制失败', - }, - 'it' : { - 'copy': 'Copiare', - 'copy_to_clipboard': 'Copiato negli appunti', - 'copy_success': 'Copiato!', - 'copy_failure': 'Errore durante la copia', - } -} - -let locale = 'en' -if( document.documentElement.lang !== undefined - && messages[document.documentElement.lang] !== undefined ) { - locale = document.documentElement.lang -} - -let doc_url_root = DOCUMENTATION_OPTIONS.URL_ROOT; -if (doc_url_root == '#') { - doc_url_root = ''; -} - -/** - * SVG files for our copy buttons - */ -let iconCheck = ` - ${messages[locale]['copy_success']} - - -` - -// If the user specified their own SVG use that, otherwise use the default -let iconCopy = ``; -if (!iconCopy) { - iconCopy = ` - ${messages[locale]['copy_to_clipboard']} - - - -` -} - -/** - * Set up copy/paste for code blocks - */ - -const runWhenDOMLoaded = cb => { - if (document.readyState != 'loading') { - cb() - } else if (document.addEventListener) { - document.addEventListener('DOMContentLoaded', cb) - } else { - document.attachEvent('onreadystatechange', function() { - if (document.readyState == 'complete') cb() - }) - } -} - -const codeCellId = index => `codecell${index}` - -// Clears selected text since ClipboardJS will select the text when copying -const clearSelection = () => { - if (window.getSelection) { - window.getSelection().removeAllRanges() - } else if (document.selection) { - document.selection.empty() - } -} - -// Changes tooltip text for a moment, then changes it back -// We want the timeout of our `success` class to be a bit shorter than the -// tooltip and icon change, so that we can hide the icon before changing back. -var timeoutIcon = 2000; -var timeoutSuccessClass = 1500; - -const temporarilyChangeTooltip = (el, oldText, newText) => { - el.setAttribute('data-tooltip', newText) - el.classList.add('success') - // Remove success a little bit sooner than we change the tooltip - // So that we can use CSS to hide the copybutton first - setTimeout(() => el.classList.remove('success'), timeoutSuccessClass) - setTimeout(() => el.setAttribute('data-tooltip', oldText), timeoutIcon) -} - -// Changes the copy button icon for two seconds, then changes it back -const temporarilyChangeIcon = (el) => { - el.innerHTML = iconCheck; - setTimeout(() => {el.innerHTML = iconCopy}, timeoutIcon) -} - -const addCopyButtonToCodeCells = () => { - // If ClipboardJS hasn't loaded, wait a bit and try again. This - // happens because we load ClipboardJS asynchronously. - if (window.ClipboardJS === undefined) { - setTimeout(addCopyButtonToCodeCells, 250) - return - } - - // Add copybuttons to all of our code cells - const COPYBUTTON_SELECTOR = 'div.highlight pre'; - const codeCells = document.querySelectorAll(COPYBUTTON_SELECTOR) - codeCells.forEach((codeCell, index) => { - const id = codeCellId(index) - codeCell.setAttribute('id', id) - - const clipboardButton = id => - `` - codeCell.insertAdjacentHTML('afterend', clipboardButton(id)) - }) - -function escapeRegExp(string) { - return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string -} - -/** - * Removes excluded text from a Node. - * - * @param {Node} target Node to filter. - * @param {string} exclude CSS selector of nodes to exclude. - * @returns {DOMString} Text from `target` with text removed. - */ -function filterText(target, exclude) { - const clone = target.cloneNode(true); // clone as to not modify the live DOM - if (exclude) { - // remove excluded nodes - clone.querySelectorAll(exclude).forEach(node => node.remove()); - } - return clone.innerText; -} - -// Callback when a copy button is clicked. Will be passed the node that was clicked -// should then grab the text and replace pieces of text that shouldn't be used in output -function formatCopyText(textContent, copybuttonPromptText, isRegexp = false, onlyCopyPromptLines = true, removePrompts = true, copyEmptyLines = true, lineContinuationChar = "", hereDocDelim = "") { - var regexp; - var match; - - // Do we check for line continuation characters and "HERE-documents"? - var useLineCont = !!lineContinuationChar - var useHereDoc = !!hereDocDelim - - // create regexp to capture prompt and remaining line - if (isRegexp) { - regexp = new RegExp('^(' + copybuttonPromptText + ')(.*)') - } else { - regexp = new RegExp('^(' + escapeRegExp(copybuttonPromptText) + ')(.*)') - } - - const outputLines = []; - var promptFound = false; - var gotLineCont = false; - var gotHereDoc = false; - const lineGotPrompt = []; - for (const line of textContent.split('\n')) { - match = line.match(regexp) - if (match || gotLineCont || gotHereDoc) { - promptFound = regexp.test(line) - lineGotPrompt.push(promptFound) - if (removePrompts && promptFound) { - outputLines.push(match[2]) - } else { - outputLines.push(line) - } - gotLineCont = line.endsWith(lineContinuationChar) & useLineCont - if (line.includes(hereDocDelim) & useHereDoc) - gotHereDoc = !gotHereDoc - } else if (!onlyCopyPromptLines) { - outputLines.push(line) - } else if (copyEmptyLines && line.trim() === '') { - outputLines.push(line) - } - } - - // If no lines with the prompt were found then just use original lines - if (lineGotPrompt.some(v => v === true)) { - textContent = outputLines.join('\n'); - } - - // Remove a trailing newline to avoid auto-running when pasting - if (textContent.endsWith("\n")) { - textContent = textContent.slice(0, -1) - } - return textContent -} - - -var copyTargetText = (trigger) => { - var target = document.querySelector(trigger.attributes['data-clipboard-target'].value); - - // get filtered text - let exclude = '.linenos'; - - let text = filterText(target, exclude); - return formatCopyText(text, '>>> |\\.\\.\\. |\\$ ', true, true, true, true, '', '') -} - - // Initialize with a callback so we can modify the text before copy - const clipboard = new ClipboardJS('.copybtn', {text: copyTargetText}) - - // Update UI with error/success messages - clipboard.on('success', event => { - clearSelection() - temporarilyChangeTooltip(event.trigger, messages[locale]['copy'], messages[locale]['copy_success']) - temporarilyChangeIcon(event.trigger) - }) - - clipboard.on('error', event => { - temporarilyChangeTooltip(event.trigger, messages[locale]['copy'], messages[locale]['copy_failure']) - }) -} - -runWhenDOMLoaded(addCopyButtonToCodeCells) \ No newline at end of file diff --git a/docs/latest/_static/copybutton_funcs.js b/docs/latest/_static/copybutton_funcs.js deleted file mode 100644 index dbe1aaad..00000000 --- a/docs/latest/_static/copybutton_funcs.js +++ /dev/null @@ -1,73 +0,0 @@ -function escapeRegExp(string) { - return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string -} - -/** - * Removes excluded text from a Node. - * - * @param {Node} target Node to filter. - * @param {string} exclude CSS selector of nodes to exclude. - * @returns {DOMString} Text from `target` with text removed. - */ -export function filterText(target, exclude) { - const clone = target.cloneNode(true); // clone as to not modify the live DOM - if (exclude) { - // remove excluded nodes - clone.querySelectorAll(exclude).forEach(node => node.remove()); - } - return clone.innerText; -} - -// Callback when a copy button is clicked. Will be passed the node that was clicked -// should then grab the text and replace pieces of text that shouldn't be used in output -export function formatCopyText(textContent, copybuttonPromptText, isRegexp = false, onlyCopyPromptLines = true, removePrompts = true, copyEmptyLines = true, lineContinuationChar = "", hereDocDelim = "") { - var regexp; - var match; - - // Do we check for line continuation characters and "HERE-documents"? - var useLineCont = !!lineContinuationChar - var useHereDoc = !!hereDocDelim - - // create regexp to capture prompt and remaining line - if (isRegexp) { - regexp = new RegExp('^(' + copybuttonPromptText + ')(.*)') - } else { - regexp = new RegExp('^(' + escapeRegExp(copybuttonPromptText) + ')(.*)') - } - - const outputLines = []; - var promptFound = false; - var gotLineCont = false; - var gotHereDoc = false; - const lineGotPrompt = []; - for (const line of textContent.split('\n')) { - match = line.match(regexp) - if (match || gotLineCont || gotHereDoc) { - promptFound = regexp.test(line) - lineGotPrompt.push(promptFound) - if (removePrompts && promptFound) { - outputLines.push(match[2]) - } else { - outputLines.push(line) - } - gotLineCont = line.endsWith(lineContinuationChar) & useLineCont - if (line.includes(hereDocDelim) & useHereDoc) - gotHereDoc = !gotHereDoc - } else if (!onlyCopyPromptLines) { - outputLines.push(line) - } else if (copyEmptyLines && line.trim() === '') { - outputLines.push(line) - } - } - - // If no lines with the prompt were found then just use original lines - if (lineGotPrompt.some(v => v === true)) { - textContent = outputLines.join('\n'); - } - - // Remove a trailing newline to avoid auto-running when pasting - if (textContent.endsWith("\n")) { - textContent = textContent.slice(0, -1) - } - return textContent -} diff --git a/docs/latest/_static/css/custom.css b/docs/latest/_static/css/custom.css deleted file mode 100644 index e801435c..00000000 --- a/docs/latest/_static/css/custom.css +++ /dev/null @@ -1,54 +0,0 @@ -div.docutils.container.index-features { - width: 450px; -} - -div.docutils.container.index-box { - background-color: var(--pst-color-white-highlight); - border-radius: 10px; - color: black; - padding: 5px; - margin-left: 15px; - float: right; - width: 400px; -} - -/* Need to be able to have absolute positioning for the div inside */ -.bd-main .bd-content .bd-article-container .bd-article { - position: relative; -} - -@media (min-width: 792px) { - div.docutils.container.index-features { - position: absolute; - top: 10px; - right: 0px; - } -} - -@media (min-width: 1092px) { - div.docutils.container.index-box { - margin-left: 30px; - margin-right: -15px; - } -} - -@media (max-width: 892px) { - div.docutils.container.index-box { - max-width: 500px; - width: unset; - float: unset; - margin-left: auto; - margin-right: auto; - } -} - -/* Download/laucher links and top hint (sphinx-gallery) */ - -.sphx-glr-download-link-note, -.binder-badge, -.lite-badge, -.sphx-glr-download-jupyter, -.sphx-glr-download-python, -.sphx-glr-download-zip { - display: none; -} diff --git a/docs/latest/_static/design-tabs.js b/docs/latest/_static/design-tabs.js deleted file mode 100644 index b25bd6a4..00000000 --- a/docs/latest/_static/design-tabs.js +++ /dev/null @@ -1,101 +0,0 @@ -// @ts-check - -// Extra JS capability for selected tabs to be synced -// The selection is stored in local storage so that it persists across page loads. - -/** - * @type {Record} - */ -let sd_id_to_elements = {}; -const storageKeyPrefix = "sphinx-design-tab-id-"; - -/** - * Create a key for a tab element. - * @param {HTMLElement} el - The tab element. - * @returns {[string, string, string] | null} - The key. - * - */ -function create_key(el) { - let syncId = el.getAttribute("data-sync-id"); - let syncGroup = el.getAttribute("data-sync-group"); - if (!syncId || !syncGroup) return null; - return [syncGroup, syncId, syncGroup + "--" + syncId]; -} - -/** - * Initialize the tab selection. - * - */ -function ready() { - // Find all tabs with sync data - - /** @type {string[]} */ - let groups = []; - - document.querySelectorAll(".sd-tab-label").forEach((label) => { - if (label instanceof HTMLElement) { - let data = create_key(label); - if (data) { - let [group, id, key] = data; - - // add click event listener - // @ts-ignore - label.onclick = onSDLabelClick; - - // store map of key to elements - if (!sd_id_to_elements[key]) { - sd_id_to_elements[key] = []; - } - sd_id_to_elements[key].push(label); - - if (groups.indexOf(group) === -1) { - groups.push(group); - // Check if a specific tab has been selected via URL parameter - const tabParam = new URLSearchParams(window.location.search).get( - group - ); - if (tabParam) { - console.log( - "sphinx-design: Selecting tab id for group '" + - group + - "' from URL parameter: " + - tabParam - ); - window.sessionStorage.setItem(storageKeyPrefix + group, tabParam); - } - } - - // Check is a specific tab has been selected previously - let previousId = window.sessionStorage.getItem( - storageKeyPrefix + group - ); - if (previousId === id) { - // console.log( - // "sphinx-design: Selecting tab from session storage: " + id - // ); - // @ts-ignore - label.previousElementSibling.checked = true; - } - } - } - }); -} - -/** - * Activate other tabs with the same sync id. - * - * @this {HTMLElement} - The element that was clicked. - */ -function onSDLabelClick() { - let data = create_key(this); - if (!data) return; - let [group, id, key] = data; - for (const label of sd_id_to_elements[key]) { - if (label === this) continue; - // @ts-ignore - label.previousElementSibling.checked = true; - } - window.sessionStorage.setItem(storageKeyPrefix + group, id); -} - -document.addEventListener("DOMContentLoaded", ready, false); diff --git a/docs/latest/_static/doctools.js b/docs/latest/_static/doctools.js deleted file mode 100644 index 0398ebb9..00000000 --- a/docs/latest/_static/doctools.js +++ /dev/null @@ -1,149 +0,0 @@ -/* - * Base JavaScript utilities for all Sphinx HTML documentation. - */ -"use strict"; - -const BLACKLISTED_KEY_CONTROL_ELEMENTS = new Set([ - "TEXTAREA", - "INPUT", - "SELECT", - "BUTTON", -]); - -const _ready = (callback) => { - if (document.readyState !== "loading") { - callback(); - } else { - document.addEventListener("DOMContentLoaded", callback); - } -}; - -/** - * Small JavaScript module for the documentation. - */ -const Documentation = { - init: () => { - Documentation.initDomainIndexTable(); - Documentation.initOnKeyListeners(); - }, - - /** - * i18n support - */ - TRANSLATIONS: {}, - PLURAL_EXPR: (n) => (n === 1 ? 0 : 1), - LOCALE: "unknown", - - // gettext and ngettext don't access this so that the functions - // can safely bound to a different name (_ = Documentation.gettext) - gettext: (string) => { - const translated = Documentation.TRANSLATIONS[string]; - switch (typeof translated) { - case "undefined": - return string; // no translation - case "string": - return translated; // translation exists - default: - return translated[0]; // (singular, plural) translation tuple exists - } - }, - - ngettext: (singular, plural, n) => { - const translated = Documentation.TRANSLATIONS[singular]; - if (typeof translated !== "undefined") - return translated[Documentation.PLURAL_EXPR(n)]; - return n === 1 ? singular : plural; - }, - - addTranslations: (catalog) => { - Object.assign(Documentation.TRANSLATIONS, catalog.messages); - Documentation.PLURAL_EXPR = new Function( - "n", - `return (${catalog.plural_expr})` - ); - Documentation.LOCALE = catalog.locale; - }, - - /** - * helper function to focus on search bar - */ - focusSearchBar: () => { - document.querySelectorAll("input[name=q]")[0]?.focus(); - }, - - /** - * Initialise the domain index toggle buttons - */ - initDomainIndexTable: () => { - const toggler = (el) => { - const idNumber = el.id.substr(7); - const toggledRows = document.querySelectorAll(`tr.cg-${idNumber}`); - if (el.src.substr(-9) === "minus.png") { - el.src = `${el.src.substr(0, el.src.length - 9)}plus.png`; - toggledRows.forEach((el) => (el.style.display = "none")); - } else { - el.src = `${el.src.substr(0, el.src.length - 8)}minus.png`; - toggledRows.forEach((el) => (el.style.display = "")); - } - }; - - const togglerElements = document.querySelectorAll("img.toggler"); - togglerElements.forEach((el) => - el.addEventListener("click", (event) => toggler(event.currentTarget)) - ); - togglerElements.forEach((el) => (el.style.display = "")); - if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) togglerElements.forEach(toggler); - }, - - initOnKeyListeners: () => { - // only install a listener if it is really needed - if ( - !DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS && - !DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS - ) - return; - - document.addEventListener("keydown", (event) => { - // bail for input elements - if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return; - // bail with special keys - if (event.altKey || event.ctrlKey || event.metaKey) return; - - if (!event.shiftKey) { - switch (event.key) { - case "ArrowLeft": - if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break; - - const prevLink = document.querySelector('link[rel="prev"]'); - if (prevLink && prevLink.href) { - window.location.href = prevLink.href; - event.preventDefault(); - } - break; - case "ArrowRight": - if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break; - - const nextLink = document.querySelector('link[rel="next"]'); - if (nextLink && nextLink.href) { - window.location.href = nextLink.href; - event.preventDefault(); - } - break; - } - } - - // some keyboard layouts may need Shift to get / - switch (event.key) { - case "/": - if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) break; - Documentation.focusSearchBar(); - event.preventDefault(); - } - }); - }, -}; - -// quick alias for translations -const _ = Documentation.gettext; - -_ready(Documentation.init); diff --git a/docs/latest/_static/documentation_options.js b/docs/latest/_static/documentation_options.js deleted file mode 100644 index 7e4c114f..00000000 --- a/docs/latest/_static/documentation_options.js +++ /dev/null @@ -1,13 +0,0 @@ -const DOCUMENTATION_OPTIONS = { - VERSION: '', - LANGUAGE: 'en', - COLLAPSE_INDEX: false, - BUILDER: 'html', - FILE_SUFFIX: '.html', - LINK_SUFFIX: '.html', - HAS_SOURCE: true, - SOURCELINK_SUFFIX: '.txt', - NAVIGATION_WITH_KEYS: false, - SHOW_SEARCH_SUMMARY: true, - ENABLE_SEARCH_SHORTCUTS: true, -}; \ No newline at end of file diff --git a/docs/latest/_static/file.png b/docs/latest/_static/file.png deleted file mode 100644 index a858a410..00000000 Binary files a/docs/latest/_static/file.png and /dev/null differ diff --git a/docs/latest/_static/js/sg_plotly_resize.js b/docs/latest/_static/js/sg_plotly_resize.js deleted file mode 100644 index 6e614bf3..00000000 --- a/docs/latest/_static/js/sg_plotly_resize.js +++ /dev/null @@ -1,15 +0,0 @@ -function resizePlotlyGraphs() { - // Find all plotly graph divs - const plotlyDivs = document.getElementsByClassName("plotly-graph-div"); - - // Iterate through each div and resize - for (const div of plotlyDivs) { - Plotly.Plots.resize(div); - } -} - -// Call resize when window is resized -window.addEventListener("resize", resizePlotlyGraphs); - -// Initial resize call after plots are created -document.addEventListener("DOMContentLoaded", resizePlotlyGraphs); diff --git a/docs/latest/_static/jupyterlite_badge_logo.svg b/docs/latest/_static/jupyterlite_badge_logo.svg deleted file mode 100644 index 5de36d7f..00000000 --- a/docs/latest/_static/jupyterlite_badge_logo.svg +++ /dev/null @@ -1,3 +0,0 @@ - - -launchlaunchlitelite \ No newline at end of file diff --git a/docs/latest/_static/language_data.js b/docs/latest/_static/language_data.js deleted file mode 100644 index c7fe6c6f..00000000 --- a/docs/latest/_static/language_data.js +++ /dev/null @@ -1,192 +0,0 @@ -/* - * This script contains the language-specific data used by searchtools.js, - * namely the list of stopwords, stemmer, scorer and splitter. - */ - -var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"]; - - -/* Non-minified version is copied as a separate JS file, if available */ - -/** - * Porter Stemmer - */ -var Stemmer = function() { - - var step2list = { - ational: 'ate', - tional: 'tion', - enci: 'ence', - anci: 'ance', - izer: 'ize', - bli: 'ble', - alli: 'al', - entli: 'ent', - eli: 'e', - ousli: 'ous', - ization: 'ize', - ation: 'ate', - ator: 'ate', - alism: 'al', - iveness: 'ive', - fulness: 'ful', - ousness: 'ous', - aliti: 'al', - iviti: 'ive', - biliti: 'ble', - logi: 'log' - }; - - var step3list = { - icate: 'ic', - ative: '', - alize: 'al', - iciti: 'ic', - ical: 'ic', - ful: '', - ness: '' - }; - - var c = "[^aeiou]"; // consonant - var v = "[aeiouy]"; // vowel - var C = c + "[^aeiouy]*"; // consonant sequence - var V = v + "[aeiou]*"; // vowel sequence - - var mgr0 = "^(" + C + ")?" + V + C; // [C]VC... is m>0 - var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$"; // [C]VC[V] is m=1 - var mgr1 = "^(" + C + ")?" + V + C + V + C; // [C]VCVC... is m>1 - var s_v = "^(" + C + ")?" + v; // vowel in stem - - this.stemWord = function (w) { - var stem; - var suffix; - var firstch; - var origword = w; - - if (w.length < 3) - return w; - - var re; - var re2; - var re3; - var re4; - - firstch = w.substr(0,1); - if (firstch == "y") - w = firstch.toUpperCase() + w.substr(1); - - // Step 1a - re = /^(.+?)(ss|i)es$/; - re2 = /^(.+?)([^s])s$/; - - if (re.test(w)) - w = w.replace(re,"$1$2"); - else if (re2.test(w)) - w = w.replace(re2,"$1$2"); - - // Step 1b - re = /^(.+?)eed$/; - re2 = /^(.+?)(ed|ing)$/; - if (re.test(w)) { - var fp = re.exec(w); - re = new RegExp(mgr0); - if (re.test(fp[1])) { - re = /.$/; - w = w.replace(re,""); - } - } - else if (re2.test(w)) { - var fp = re2.exec(w); - stem = fp[1]; - re2 = new RegExp(s_v); - if (re2.test(stem)) { - w = stem; - re2 = /(at|bl|iz)$/; - re3 = new RegExp("([^aeiouylsz])\\1$"); - re4 = new RegExp("^" + C + v + "[^aeiouwxy]$"); - if (re2.test(w)) - w = w + "e"; - else if (re3.test(w)) { - re = /.$/; - w = w.replace(re,""); - } - else if (re4.test(w)) - w = w + "e"; - } - } - - // Step 1c - re = /^(.+?)y$/; - if (re.test(w)) { - var fp = re.exec(w); - stem = fp[1]; - re = new RegExp(s_v); - if (re.test(stem)) - w = stem + "i"; - } - - // Step 2 - re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/; - if (re.test(w)) { - var fp = re.exec(w); - stem = fp[1]; - suffix = fp[2]; - re = new RegExp(mgr0); - if (re.test(stem)) - w = stem + step2list[suffix]; - } - - // Step 3 - re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/; - if (re.test(w)) { - var fp = re.exec(w); - stem = fp[1]; - suffix = fp[2]; - re = new RegExp(mgr0); - if (re.test(stem)) - w = stem + step3list[suffix]; - } - - // Step 4 - re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/; - re2 = /^(.+?)(s|t)(ion)$/; - if (re.test(w)) { - var fp = re.exec(w); - stem = fp[1]; - re = new RegExp(mgr1); - if (re.test(stem)) - w = stem; - } - else if (re2.test(w)) { - var fp = re2.exec(w); - stem = fp[1] + fp[2]; - re2 = new RegExp(mgr1); - if (re2.test(stem)) - w = stem; - } - - // Step 5 - re = /^(.+?)e$/; - if (re.test(w)) { - var fp = re.exec(w); - stem = fp[1]; - re = new RegExp(mgr1); - re2 = new RegExp(meq1); - re3 = new RegExp("^" + C + v + "[^aeiouwxy]$"); - if (re.test(stem) || (re2.test(stem) && !(re3.test(stem)))) - w = stem; - } - re = /ll$/; - re2 = new RegExp(mgr1); - if (re.test(w) && re2.test(w)) { - re = /.$/; - w = w.replace(re,""); - } - - // and turn initial Y back to y - if (firstch == "y") - w = firstch.toLowerCase() + w.substr(1); - return w; - } -} - diff --git a/docs/latest/_static/minus.png b/docs/latest/_static/minus.png deleted file mode 100644 index d96755fd..00000000 Binary files a/docs/latest/_static/minus.png and /dev/null differ diff --git a/docs/latest/_static/no_image.png b/docs/latest/_static/no_image.png deleted file mode 100644 index 8c2d48d5..00000000 Binary files a/docs/latest/_static/no_image.png and /dev/null differ diff --git a/docs/latest/_static/plus.png b/docs/latest/_static/plus.png deleted file mode 100644 index 7107cec9..00000000 Binary files a/docs/latest/_static/plus.png and /dev/null differ diff --git a/docs/latest/_static/pygments.css b/docs/latest/_static/pygments.css deleted file mode 100644 index 012e6a00..00000000 --- a/docs/latest/_static/pygments.css +++ /dev/null @@ -1,152 +0,0 @@ -html[data-theme="light"] .highlight pre { line-height: 125%; } -html[data-theme="light"] .highlight td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; } -html[data-theme="light"] .highlight span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; } -html[data-theme="light"] .highlight td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; } -html[data-theme="light"] .highlight span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; } -html[data-theme="light"] .highlight .hll { background-color: #fae4c2 } -html[data-theme="light"] .highlight { background: #fefefe; color: #080808 } -html[data-theme="light"] .highlight .c { color: #515151 } /* Comment */ -html[data-theme="light"] .highlight .err { color: #a12236 } /* Error */ -html[data-theme="light"] .highlight .k { color: #6730c5 } /* Keyword */ -html[data-theme="light"] .highlight .l { color: #7f4707 } /* Literal */ -html[data-theme="light"] .highlight .n { color: #080808 } /* Name */ -html[data-theme="light"] .highlight .o { color: #00622f } /* Operator */ -html[data-theme="light"] .highlight .p { color: #080808 } /* Punctuation */ -html[data-theme="light"] .highlight .ch { color: #515151 } /* Comment.Hashbang */ -html[data-theme="light"] .highlight .cm { color: #515151 } /* Comment.Multiline */ -html[data-theme="light"] .highlight .cp { color: #515151 } /* Comment.Preproc */ -html[data-theme="light"] .highlight .cpf { color: #515151 } /* Comment.PreprocFile */ -html[data-theme="light"] .highlight .c1 { color: #515151 } /* Comment.Single */ -html[data-theme="light"] .highlight .cs { color: #515151 } /* Comment.Special */ -html[data-theme="light"] .highlight .gd { color: #005b82 } /* Generic.Deleted */ -html[data-theme="light"] .highlight .ge { font-style: italic } /* Generic.Emph */ -html[data-theme="light"] .highlight .gh { color: #005b82 } /* Generic.Heading */ -html[data-theme="light"] .highlight .gs { font-weight: bold } /* Generic.Strong */ -html[data-theme="light"] .highlight .gu { color: #005b82 } /* Generic.Subheading */ -html[data-theme="light"] .highlight .kc { color: #6730c5 } /* Keyword.Constant */ -html[data-theme="light"] .highlight .kd { color: #6730c5 } /* Keyword.Declaration */ -html[data-theme="light"] .highlight .kn { color: #6730c5 } /* Keyword.Namespace */ -html[data-theme="light"] .highlight .kp { color: #6730c5 } /* Keyword.Pseudo */ -html[data-theme="light"] .highlight .kr { color: #6730c5 } /* Keyword.Reserved */ -html[data-theme="light"] .highlight .kt { color: #7f4707 } /* Keyword.Type */ -html[data-theme="light"] .highlight .ld { color: #7f4707 } /* Literal.Date */ -html[data-theme="light"] .highlight .m { color: #7f4707 } /* Literal.Number */ -html[data-theme="light"] .highlight .s { color: #00622f } /* Literal.String */ -html[data-theme="light"] .highlight .na { color: #912583 } /* Name.Attribute */ -html[data-theme="light"] .highlight .nb { color: #7f4707 } /* Name.Builtin */ -html[data-theme="light"] .highlight .nc { color: #005b82 } /* Name.Class */ -html[data-theme="light"] 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ve{constructor(t,e){super(t,e),this._interval=null,this._activeElement=null,this._isSliding=!1,this.touchTimeout=null,this._swipeHelper=null,this._indicatorsElement=we.findOne(".carousel-indicators",this._element),this._addEventListeners(),this._config.ride===ti&&this.cycle()}static get Default(){return ri}static get DefaultType(){return ai}static get NAME(){return"carousel"}next(){this._slide(ze)}nextWhenVisible(){!document.hidden&&Bt(this._element)&&this.next()}prev(){this._slide(Re)}pause(){this._isSliding&&jt(this._element),this._clearInterval()}cycle(){this._clearInterval(),this._updateInterval(),this._interval=setInterval((()=>this.nextWhenVisible()),this._config.interval)}_maybeEnableCycle(){this._config.ride&&(this._isSliding?fe.one(this._element,Ke,(()=>this.cycle())):this.cycle())}to(t){const e=this._getItems();if(t>e.length-1||t<0)return;if(this._isSliding)return void fe.one(this._element,Ke,(()=>this.to(t)));const i=this._getItemIndex(this._getActive());if(i===t)return;const n=t>i?ze:Re;this._slide(n,e[t])}dispose(){this._swipeHelper&&this._swipeHelper.dispose(),super.dispose()}_configAfterMerge(t){return t.defaultInterval=t.interval,t}_addEventListeners(){this._config.keyboard&&fe.on(this._element,Qe,(t=>this._keydown(t))),"hover"===this._config.pause&&(fe.on(this._element,Xe,(()=>this.pause())),fe.on(this._element,Ue,(()=>this._maybeEnableCycle()))),this._config.touch&&je.isSupported()&&this._addTouchEventListeners()}_addTouchEventListeners(){for(const t of we.find(".carousel-item img",this._element))fe.on(t,Ge,(t=>t.preventDefault()));const t={leftCallback:()=>this._slide(this._directionToOrder(qe)),rightCallback:()=>this._slide(this._directionToOrder(Ve)),endCallback:()=>{"hover"===this._config.pause&&(this.pause(),this.touchTimeout&&clearTimeout(this.touchTimeout),this.touchTimeout=setTimeout((()=>this._maybeEnableCycle()),500+this._config.interval))}};this._swipeHelper=new je(this._element,t)}_keydown(t){if(/input|textarea/i.test(t.target.tagName))return;const e=oi[t.key];e&&(t.preventDefault(),this._slide(this._directionToOrder(e)))}_getItemIndex(t){return this._getItems().indexOf(t)}_setActiveIndicatorElement(t){if(!this._indicatorsElement)return;const e=we.findOne(ii,this._indicatorsElement);e.classList.remove(ei),e.removeAttribute("aria-current");const i=we.findOne(`[data-bs-slide-to="${t}"]`,this._indicatorsElement);i&&(i.classList.add(ei),i.setAttribute("aria-current","true"))}_updateInterval(){const t=this._activeElement||this._getActive();if(!t)return;const e=Number.parseInt(t.getAttribute("data-bs-interval"),10);this._config.interval=e||this._config.defaultInterval}_slide(t,e=null){if(this._isSliding)return;const i=this._getActive(),n=t===ze,s=e||Gt(this._getItems(),i,n,this._config.wrap);if(s===i)return;const 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.collapse.collapsing").filter((t=>t!==this._element)).map((t=>Ei.getOrCreateInstance(t,{toggle:!1})))),t.length&&t[0]._isTransitioning)return;if(fe.trigger(this._element,hi).defaultPrevented)return;for(const e of t)e.hide();const e=this._getDimension();this._element.classList.remove(gi),this._element.classList.add(_i),this._element.style[e]=0,this._addAriaAndCollapsedClass(this._triggerArray,!0),this._isTransitioning=!0;const i=`scroll${e[0].toUpperCase()+e.slice(1)}`;this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(_i),this._element.classList.add(gi,mi),this._element.style[e]="",fe.trigger(this._element,di)}),this._element,!0),this._element.style[e]=`${this._element[i]}px`}hide(){if(this._isTransitioning||!this._isShown())return;if(fe.trigger(this._element,ui).defaultPrevented)return;const t=this._getDimension();this._element.style[t]=`${this._element.getBoundingClientRect()[t]}px`,qt(this._element),this._element.classList.add(_i),this._element.classList.remove(gi,mi);for(const t of this._triggerArray){const e=we.getElementFromSelector(t);e&&!this._isShown(e)&&this._addAriaAndCollapsedClass([t],!1)}this._isTransitioning=!0,this._element.style[t]="",this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(_i),this._element.classList.add(gi),fe.trigger(this._element,fi)}),this._element,!0)}_isShown(t=this._element){return t.classList.contains(mi)}_configAfterMerge(t){return t.toggle=Boolean(t.toggle),t.parent=Ht(t.parent),t}_getDimension(){return this._element.classList.contains("collapse-horizontal")?"width":"height"}_initializeChildren(){if(!this._config.parent)return;const t=this._getFirstLevelChildren(vi);for(const e of t){const t=we.getElementFromSelector(e);t&&this._addAriaAndCollapsedClass([e],this._isShown(t))}}_getFirstLevelChildren(t){const e=we.find(bi,this._config.parent);return we.find(t,this._config.parent).filter((t=>!e.includes(t)))}_addAriaAndCollapsedClass(t,e){if(t.length)for(const i of t)i.classList.toggle("collapsed",!e),i.setAttribute("aria-expanded",e)}static jQueryInterface(t){const e={};return"string"==typeof t&&/show|hide/.test(t)&&(e.toggle=!1),this.each((function(){const i=Ei.getOrCreateInstance(this,e);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t]()}}))}}fe.on(document,pi,vi,(function(t){("A"===t.target.tagName||t.delegateTarget&&"A"===t.delegateTarget.tagName)&&t.preventDefault();for(const t of we.getMultipleElementsFromSelector(this))Ei.getOrCreateInstance(t,{toggle:!1}).toggle()})),Qt(Ei);const Ai="dropdown",Ti=".bs.dropdown",Ci=".data-api",Oi="ArrowUp",xi="ArrowDown",ki=`hide${Ti}`,Li=`hidden${Ti}`,Si=`show${Ti}`,Di=`shown${Ti}`,$i=`click${Ti}${Ci}`,Ii=`keydown${Ti}${Ci}`,Ni=`keyup${Ti}${Ci}`,Pi="show",Mi='[data-bs-toggle="dropdown"]:not(.disabled):not(:disabled)',ji=`${Mi}.${Pi}`,Fi=".dropdown-menu",Hi=Kt()?"top-end":"top-start",Bi=Kt()?"top-start":"top-end",Wi=Kt()?"bottom-end":"bottom-start",zi=Kt()?"bottom-start":"bottom-end",Ri=Kt()?"left-start":"right-start",qi=Kt()?"right-start":"left-start",Vi={autoClose:!0,boundary:"clippingParents",display:"dynamic",offset:[0,2],popperConfig:null,reference:"toggle"},Yi={autoClose:"(boolean|string)",boundary:"(string|element)",display:"string",offset:"(array|string|function)",popperConfig:"(null|object|function)",reference:"(string|element|object)"};class Ki extends ve{constructor(t,e){super(t,e),this._popper=null,this._parent=this._element.parentNode,this._menu=we.next(this._element,Fi)[0]||we.prev(this._element,Fi)[0]||we.findOne(Fi,this._parent),this._inNavbar=this._detectNavbar()}static get Default(){return Vi}static get DefaultType(){return Yi}static get NAME(){return Ai}toggle(){return this._isShown()?this.hide():this.show()}show(){if(Wt(this._element)||this._isShown())return;const t={relatedTarget:this._element};if(!fe.trigger(this._element,Si,t).defaultPrevented){if(this._createPopper(),"ontouchstart"in document.documentElement&&!this._parent.closest(".navbar-nav"))for(const t of[].concat(...document.body.children))fe.on(t,"mouseover",Rt);this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Pi),this._element.classList.add(Pi),fe.trigger(this._element,Di,t)}}hide(){if(Wt(this._element)||!this._isShown())return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){if(!fe.trigger(this._element,ki,t).defaultPrevented){if("ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))fe.off(t,"mouseover",Rt);this._popper&&this._popper.destroy(),this._menu.classList.remove(Pi),this._element.classList.remove(Pi),this._element.setAttribute("aria-expanded","false"),_e.removeDataAttribute(this._menu,"popper"),fe.trigger(this._element,Li,t)}}_getConfig(t){if("object"==typeof(t=super._getConfig(t)).reference&&!Ft(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${Ai.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(){if(void 0===e)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let t=this._element;"parent"===this._config.reference?t=this._parent:Ft(this._config.reference)?t=Ht(this._config.reference):"object"==typeof this._config.reference&&(t=this._config.reference);const i=this._getPopperConfig();this._popper=Dt(t,this._menu,i)}_isShown(){return this._menu.classList.contains(Pi)}_getPlacement(){const t=this._parent;if(t.classList.contains("dropend"))return Ri;if(t.classList.contains("dropstart"))return qi;if(t.classList.contains("dropup-center"))return"top";if(t.classList.contains("dropdown-center"))return"bottom";const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?Bi:Hi:e?zi:Wi}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return(this._inNavbar||"static"===this._config.display)&&(_e.setDataAttribute(this._menu,"popper","static"),t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,...Xt(this._config.popperConfig,[t])}}_selectMenuItem({key:t,target:e}){const i=we.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter((t=>Bt(t)));i.length&&Gt(i,e,t===xi,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=Ki.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(2===t.button||"keyup"===t.type&&"Tab"!==t.key)return;const e=we.find(ji);for(const i of e){const e=Ki.getInstance(i);if(!e||!1===e._config.autoClose)continue;const n=t.composedPath(),s=n.includes(e._menu);if(n.includes(e._element)||"inside"===e._config.autoClose&&!s||"outside"===e._config.autoClose&&s)continue;if(e._menu.contains(t.target)&&("keyup"===t.type&&"Tab"===t.key||/input|select|option|textarea|form/i.test(t.target.tagName)))continue;const o={relatedTarget:e._element};"click"===t.type&&(o.clickEvent=t),e._completeHide(o)}}static dataApiKeydownHandler(t){const e=/input|textarea/i.test(t.target.tagName),i="Escape"===t.key,n=[Oi,xi].includes(t.key);if(!n&&!i)return;if(e&&!i)return;t.preventDefault();const s=this.matches(Mi)?this:we.prev(this,Mi)[0]||we.next(this,Mi)[0]||we.findOne(Mi,t.delegateTarget.parentNode),o=Ki.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&&(t.stopPropagation(),o.hide(),s.focus())}}fe.on(document,Ii,Mi,Ki.dataApiKeydownHandler),fe.on(document,Ii,Fi,Ki.dataApiKeydownHandler),fe.on(document,$i,Ki.clearMenus),fe.on(document,Ni,Ki.clearMenus),fe.on(document,$i,Mi,(function(t){t.preventDefault(),Ki.getOrCreateInstance(this).toggle()})),Qt(Ki);const Qi="backdrop",Xi="show",Ui=`mousedown.bs.${Qi}`,Gi={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},Ji={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class Zi extends be{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return Gi}static get DefaultType(){return Ji}static get NAME(){return Qi}show(t){if(!this._config.isVisible)return void Xt(t);this._append();const e=this._getElement();this._config.isAnimated&&qt(e),e.classList.add(Xi),this._emulateAnimation((()=>{Xt(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Xi),this._emulateAnimation((()=>{this.dispose(),Xt(t)}))):Xt(t)}dispose(){this._isAppended&&(fe.off(this._element,Ui),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=Ht(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),fe.on(t,Ui,(()=>{Xt(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){Ut(t,this._getElement(),this._config.isAnimated)}}const tn=".bs.focustrap",en=`focusin${tn}`,nn=`keydown.tab${tn}`,sn="backward",on={autofocus:!0,trapElement:null},rn={autofocus:"boolean",trapElement:"element"};class an extends be{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return on}static get DefaultType(){return rn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),fe.off(document,tn),fe.on(document,en,(t=>this._handleFocusin(t))),fe.on(document,nn,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,fe.off(document,tn))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=we.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===sn?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?sn:"forward")}}const ln=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",cn=".sticky-top",hn="padding-right",dn="margin-right";class un{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,hn,(e=>e+t)),this._setElementAttributes(ln,hn,(e=>e+t)),this._setElementAttributes(cn,dn,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,hn),this._resetElementAttributes(ln,hn),this._resetElementAttributes(cn,dn)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&_e.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=_e.getDataAttribute(t,e);null!==i?(_e.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(Ft(t))e(t);else for(const i of we.find(t,this._element))e(i)}}const fn=".bs.modal",pn=`hide${fn}`,mn=`hidePrevented${fn}`,gn=`hidden${fn}`,_n=`show${fn}`,bn=`shown${fn}`,vn=`resize${fn}`,yn=`click.dismiss${fn}`,wn=`mousedown.dismiss${fn}`,En=`keydown.dismiss${fn}`,An=`click${fn}.data-api`,Tn="modal-open",Cn="show",On="modal-static",xn={backdrop:!0,focus:!0,keyboard:!0},kn={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class Ln extends ve{constructor(t,e){super(t,e),this._dialog=we.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new un,this._addEventListeners()}static get Default(){return xn}static get DefaultType(){return kn}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||fe.trigger(this._element,_n,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(Tn),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(fe.trigger(this._element,pn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(Cn),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){fe.off(window,fn),fe.off(this._dialog,fn),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new Zi({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new an({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=we.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),qt(this._element),this._element.classList.add(Cn),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,fe.trigger(this._element,bn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){fe.on(this._element,En,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():this._triggerBackdropTransition())})),fe.on(window,vn,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),fe.on(this._element,wn,(t=>{fe.one(this._element,yn,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(Tn),this._resetAdjustments(),this._scrollBar.reset(),fe.trigger(this._element,gn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(fe.trigger(this._element,mn).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(On)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(On),this._queueCallback((()=>{this._element.classList.remove(On),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=Kt()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=Kt()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=Ln.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}fe.on(document,An,'[data-bs-toggle="modal"]',(function(t){const e=we.getElementFromSelector(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),fe.one(e,_n,(t=>{t.defaultPrevented||fe.one(e,gn,(()=>{Bt(this)&&this.focus()}))}));const i=we.findOne(".modal.show");i&&Ln.getInstance(i).hide(),Ln.getOrCreateInstance(e).toggle(this)})),Ee(Ln),Qt(Ln);const Sn=".bs.offcanvas",Dn=".data-api",$n=`load${Sn}${Dn}`,In="show",Nn="showing",Pn="hiding",Mn=".offcanvas.show",jn=`show${Sn}`,Fn=`shown${Sn}`,Hn=`hide${Sn}`,Bn=`hidePrevented${Sn}`,Wn=`hidden${Sn}`,zn=`resize${Sn}`,Rn=`click${Sn}${Dn}`,qn=`keydown.dismiss${Sn}`,Vn={backdrop:!0,keyboard:!0,scroll:!1},Yn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class Kn extends ve{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return Vn}static get DefaultType(){return Yn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||fe.trigger(this._element,jn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new un).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Nn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(In),this._element.classList.remove(Nn),fe.trigger(this._element,Fn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(fe.trigger(this._element,Hn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add(Pn),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove(In,Pn),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new un).reset(),fe.trigger(this._element,Wn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new Zi({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():fe.trigger(this._element,Bn)}:null})}_initializeFocusTrap(){return new an({trapElement:this._element})}_addEventListeners(){fe.on(this._element,qn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():fe.trigger(this._element,Bn))}))}static jQueryInterface(t){return this.each((function(){const e=Kn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}fe.on(document,Rn,'[data-bs-toggle="offcanvas"]',(function(t){const e=we.getElementFromSelector(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),Wt(this))return;fe.one(e,Wn,(()=>{Bt(this)&&this.focus()}));const i=we.findOne(Mn);i&&i!==e&&Kn.getInstance(i).hide(),Kn.getOrCreateInstance(e).toggle(this)})),fe.on(window,$n,(()=>{for(const t of we.find(Mn))Kn.getOrCreateInstance(t).show()})),fe.on(window,zn,(()=>{for(const t of we.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&Kn.getOrCreateInstance(t).hide()})),Ee(Kn),Qt(Kn);const Qn={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],dd:[],div:[],dl:[],dt:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Xn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Un=/^(?!javascript:)(?:[a-z0-9+.-]+:|[^&:/?#]*(?:[/?#]|$))/i,Gn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Xn.has(i)||Boolean(Un.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Jn={allowList:Qn,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"
"},Zn={allowList:"object",content:"object",extraClass:"(string|function)",html:"boolean",sanitize:"boolean",sanitizeFn:"(null|function)",template:"string"},ts={entry:"(string|element|function|null)",selector:"(string|element)"};class es extends be{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Jn}static get DefaultType(){return Zn}static get NAME(){return"TemplateFactory"}getContent(){return Object.values(this._config.content).map((t=>this._resolvePossibleFunction(t))).filter(Boolean)}hasContent(){return this.getContent().length>0}changeContent(t){return this._checkContent(t),this._config.content={...this._config.content,...t},this}toHtml(){const t=document.createElement("div");t.innerHTML=this._maybeSanitize(this._config.template);for(const[e,i]of Object.entries(this._config.content))this._setContent(t,i,e);const e=t.children[0],i=this._resolvePossibleFunction(this._config.extraClass);return i&&e.classList.add(...i.split(" ")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},ts)}_setContent(t,e,i){const n=we.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?Ft(e)?this._putElementInTemplate(Ht(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Gn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return Xt(t,[this])}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const is=new Set(["sanitize","allowList","sanitizeFn"]),ns="fade",ss="show",os=".tooltip-inner",rs=".modal",as="hide.bs.modal",ls="hover",cs="focus",hs={AUTO:"auto",TOP:"top",RIGHT:Kt()?"left":"right",BOTTOM:"bottom",LEFT:Kt()?"right":"left"},ds={allowList:Qn,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,6],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'',title:"",trigger:"hover focus"},us={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class fs extends ve{constructor(t,i){if(void 0===e)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,i),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return ds}static get DefaultType(){return us}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),fe.off(this._element.closest(rs),as,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=fe.trigger(this._element,this.constructor.eventName("show")),e=(zt(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),fe.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(ss),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))fe.on(t,"mouseover",Rt);this._queueCallback((()=>{fe.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!fe.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(ss),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))fe.off(t,"mouseover",Rt);this._activeTrigger.click=!1,this._activeTrigger[cs]=!1,this._activeTrigger[ls]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),fe.trigger(this._element,this.constructor.eventName("hidden")))}),this.tip,this._isAnimated())}}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(ns,ss),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(ns),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new es({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{[os]:this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(ns)}_isShown(){return this.tip&&this.tip.classList.contains(ss)}_createPopper(t){const e=Xt(this._config.placement,[this,t,this._element]),i=hs[e.toUpperCase()];return Dt(this._element,t,this._getPopperConfig(i))}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return Xt(t,[this._element])}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"preSetPlacement",enabled:!0,phase:"beforeMain",fn:t=>{this._getTipElement().setAttribute("data-popper-placement",t.state.placement)}}]};return{...e,...Xt(this._config.popperConfig,[e])}}_setListeners(){const t=this._config.trigger.split(" ");for(const e of t)if("click"===e)fe.on(this._element,this.constructor.eventName("click"),this._config.selector,(t=>{this._initializeOnDelegatedTarget(t).toggle()}));else if("manual"!==e){const t=e===ls?this.constructor.eventName("mouseenter"):this.constructor.eventName("focusin"),i=e===ls?this.constructor.eventName("mouseleave"):this.constructor.eventName("focusout");fe.on(this._element,t,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusin"===t.type?cs:ls]=!0,e._enter()})),fe.on(this._element,i,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusout"===t.type?cs:ls]=e._element.contains(t.relatedTarget),e._leave()}))}this._hideModalHandler=()=>{this._element&&this.hide()},fe.on(this._element.closest(rs),as,this._hideModalHandler)}_fixTitle(){const t=this._element.getAttribute("title");t&&(this._element.getAttribute("aria-label")||this._element.textContent.trim()||this._element.setAttribute("aria-label",t),this._element.setAttribute("data-bs-original-title",t),this._element.removeAttribute("title"))}_enter(){this._isShown()||this._isHovered?this._isHovered=!0:(this._isHovered=!0,this._setTimeout((()=>{this._isHovered&&this.show()}),this._config.delay.show))}_leave(){this._isWithActiveTrigger()||(this._isHovered=!1,this._setTimeout((()=>{this._isHovered||this.hide()}),this._config.delay.hide))}_setTimeout(t,e){clearTimeout(this._timeout),this._timeout=setTimeout(t,e)}_isWithActiveTrigger(){return Object.values(this._activeTrigger).includes(!0)}_getConfig(t){const e=_e.getDataAttributes(this._element);for(const t of Object.keys(e))is.has(t)&&delete e[t];return t={...e,..."object"==typeof t&&t?t:{}},t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return t.container=!1===t.container?document.body:Ht(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),t}_getDelegateConfig(){const t={};for(const[e,i]of Object.entries(this._config))this.constructor.Default[e]!==i&&(t[e]=i);return t.selector=!1,t.trigger="manual",t}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null),this.tip&&(this.tip.remove(),this.tip=null)}static jQueryInterface(t){return this.each((function(){const e=fs.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}Qt(fs);const ps=".popover-header",ms=".popover-body",gs={...fs.Default,content:"",offset:[0,8],placement:"right",template:'',trigger:"click"},_s={...fs.DefaultType,content:"(null|string|element|function)"};class bs extends fs{static get Default(){return gs}static get 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Map,this._rootElement="visible"===getComputedStyle(this._element).overflowY?null:this._element,this._activeTarget=null,this._observer=null,this._previousScrollData={visibleEntryTop:0,parentScrollTop:0},this.refresh()}static get Default(){return xs}static get DefaultType(){return ks}static get NAME(){return"scrollspy"}refresh(){this._initializeTargetsAndObservables(),this._maybeEnableSmoothScroll(),this._observer?this._observer.disconnect():this._observer=this._getNewObserver();for(const t of this._observableSections.values())this._observer.observe(t)}dispose(){this._observer.disconnect(),super.dispose()}_configAfterMerge(t){return t.target=Ht(t.target)||document.body,t.rootMargin=t.offset?`${t.offset}px 0px -30%`:t.rootMargin,"string"==typeof t.threshold&&(t.threshold=t.threshold.split(",").map((t=>Number.parseFloat(t)))),t}_maybeEnableSmoothScroll(){this._config.smoothScroll&&(fe.off(this._config.target,ws),fe.on(this._config.target,ws,Ts,(t=>{const e=this._observableSections.get(t.target.hash);if(e){t.preventDefault();const i=this._rootElement||window,n=e.offsetTop-this._element.offsetTop;if(i.scrollTo)return void i.scrollTo({top:n,behavior:"smooth"});i.scrollTop=n}})))}_getNewObserver(){const t={root:this._rootElement,threshold:this._config.threshold,rootMargin:this._config.rootMargin};return new IntersectionObserver((t=>this._observerCallback(t)),t)}_observerCallback(t){const e=t=>this._targetLinks.get(`#${t.target.id}`),i=t=>{this._previousScrollData.visibleEntryTop=t.target.offsetTop,this._process(e(t))},n=(this._rootElement||document.documentElement).scrollTop,s=n>=this._previousScrollData.parentScrollTop;this._previousScrollData.parentScrollTop=n;for(const o of t){if(!o.isIntersecting){this._activeTarget=null,this._clearActiveClass(e(o));continue}const t=o.target.offsetTop>=this._previousScrollData.visibleEntryTop;if(s&&t){if(i(o),!n)return}else s||t||i(o)}}_initializeTargetsAndObservables(){this._targetLinks=new Map,this._observableSections=new Map;const t=we.find(Ts,this._config.target);for(const e of t){if(!e.hash||Wt(e))continue;const t=we.findOne(decodeURI(e.hash),this._element);Bt(t)&&(this._targetLinks.set(decodeURI(e.hash),e),this._observableSections.set(e.hash,t))}}_process(t){this._activeTarget!==t&&(this._clearActiveClass(this._config.target),this._activeTarget=t,t.classList.add(As),this._activateParents(t),fe.trigger(this._element,ys,{relatedTarget:t}))}_activateParents(t){if(t.classList.contains("dropdown-item"))we.findOne(".dropdown-toggle",t.closest(".dropdown")).classList.add(As);else for(const e of we.parents(t,".nav, .list-group"))for(const t of we.prev(e,Os))t.classList.add(As)}_clearActiveClass(t){t.classList.remove(As);const e=we.find(`${Ts}.${As}`,t);for(const t of e)t.classList.remove(As)}static jQueryInterface(t){return this.each((function(){const e=Ls.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}))}}fe.on(window,Es,(()=>{for(const t of we.find('[data-bs-spy="scroll"]'))Ls.getOrCreateInstance(t)})),Qt(Ls);const Ss=".bs.tab",Ds=`hide${Ss}`,$s=`hidden${Ss}`,Is=`show${Ss}`,Ns=`shown${Ss}`,Ps=`click${Ss}`,Ms=`keydown${Ss}`,js=`load${Ss}`,Fs="ArrowLeft",Hs="ArrowRight",Bs="ArrowUp",Ws="ArrowDown",zs="Home",Rs="End",qs="active",Vs="fade",Ys="show",Ks=".dropdown-toggle",Qs=`:not(${Ks})`,Xs='[data-bs-toggle="tab"], [data-bs-toggle="pill"], [data-bs-toggle="list"]',Us=`.nav-link${Qs}, .list-group-item${Qs}, [role="tab"]${Qs}, ${Xs}`,Gs=`.${qs}[data-bs-toggle="tab"], .${qs}[data-bs-toggle="pill"], .${qs}[data-bs-toggle="list"]`;class Js extends ve{constructor(t){super(t),this._parent=this._element.closest('.list-group, .nav, [role="tablist"]'),this._parent&&(this._setInitialAttributes(this._parent,this._getChildren()),fe.on(this._element,Ms,(t=>this._keydown(t))))}static get NAME(){return"tab"}show(){const t=this._element;if(this._elemIsActive(t))return;const e=this._getActiveElem(),i=e?fe.trigger(e,Ds,{relatedTarget:t}):null;fe.trigger(t,Is,{relatedTarget:e}).defaultPrevented||i&&i.defaultPrevented||(this._deactivate(e,t),this._activate(t,e))}_activate(t,e){t&&(t.classList.add(qs),this._activate(we.getElementFromSelector(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.removeAttribute("tabindex"),t.setAttribute("aria-selected",!0),this._toggleDropDown(t,!0),fe.trigger(t,Ns,{relatedTarget:e})):t.classList.add(Ys)}),t,t.classList.contains(Vs)))}_deactivate(t,e){t&&(t.classList.remove(qs),t.blur(),this._deactivate(we.getElementFromSelector(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.setAttribute("aria-selected",!1),t.setAttribute("tabindex","-1"),this._toggleDropDown(t,!1),fe.trigger(t,$s,{relatedTarget:e})):t.classList.remove(Ys)}),t,t.classList.contains(Vs)))}_keydown(t){if(![Fs,Hs,Bs,Ws,zs,Rs].includes(t.key))return;t.stopPropagation(),t.preventDefault();const e=this._getChildren().filter((t=>!Wt(t)));let i;if([zs,Rs].includes(t.key))i=e[t.key===zs?0:e.length-1];else{const n=[Hs,Ws].includes(t.key);i=Gt(e,t.target,n,!0)}i&&(i.focus({preventScroll:!0}),Js.getOrCreateInstance(i).show())}_getChildren(){return we.find(Us,this._parent)}_getActiveElem(){return this._getChildren().find((t=>this._elemIsActive(t)))||null}_setInitialAttributes(t,e){this._setAttributeIfNotExists(t,"role","tablist");for(const t of e)this._setInitialAttributesOnChild(t)}_setInitialAttributesOnChild(t){t=this._getInnerElement(t);const e=this._elemIsActive(t),i=this._getOuterElement(t);t.setAttribute("aria-selected",e),i!==t&&this._setAttributeIfNotExists(i,"role","presentation"),e||t.setAttribute("tabindex","-1"),this._setAttributeIfNotExists(t,"role","tab"),this._setInitialAttributesOnTargetPanel(t)}_setInitialAttributesOnTargetPanel(t){const e=we.getElementFromSelector(t);e&&(this._setAttributeIfNotExists(e,"role","tabpanel"),t.id&&this._setAttributeIfNotExists(e,"aria-labelledby",`${t.id}`))}_toggleDropDown(t,e){const i=this._getOuterElement(t);if(!i.classList.contains("dropdown"))return;const n=(t,n)=>{const s=we.findOne(t,i);s&&s.classList.toggle(n,e)};n(Ks,qs),n(".dropdown-menu",Ys),i.setAttribute("aria-expanded",e)}_setAttributeIfNotExists(t,e,i){t.hasAttribute(e)||t.setAttribute(e,i)}_elemIsActive(t){return t.classList.contains(qs)}_getInnerElement(t){return t.matches(Us)?t:we.findOne(Us,t)}_getOuterElement(t){return t.closest(".nav-item, .list-group-item")||t}static jQueryInterface(t){return this.each((function(){const e=Js.getOrCreateInstance(this);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}))}}fe.on(document,Ps,Xs,(function(t){["A","AREA"].includes(this.tagName)&&t.preventDefault(),Wt(this)||Js.getOrCreateInstance(this).show()})),fe.on(window,js,(()=>{for(const t of we.find(Gs))Js.getOrCreateInstance(t)})),Qt(Js);const Zs=".bs.toast",to=`mouseover${Zs}`,eo=`mouseout${Zs}`,io=`focusin${Zs}`,no=`focusout${Zs}`,so=`hide${Zs}`,oo=`hidden${Zs}`,ro=`show${Zs}`,ao=`shown${Zs}`,lo="hide",co="show",ho="showing",uo={animation:"boolean",autohide:"boolean",delay:"number"},fo={animation:!0,autohide:!0,delay:5e3};class po extends ve{constructor(t,e){super(t,e),this._timeout=null,this._hasMouseInteraction=!1,this._hasKeyboardInteraction=!1,this._setListeners()}static get Default(){return fo}static get DefaultType(){return uo}static get NAME(){return"toast"}show(){fe.trigger(this._element,ro).defaultPrevented||(this._clearTimeout(),this._config.animation&&this._element.classList.add("fade"),this._element.classList.remove(lo),qt(this._element),this._element.classList.add(co,ho),this._queueCallback((()=>{this._element.classList.remove(ho),fe.trigger(this._element,ao),this._maybeScheduleHide()}),this._element,this._config.animation))}hide(){this.isShown()&&(fe.trigger(this._element,so).defaultPrevented||(this._element.classList.add(ho),this._queueCallback((()=>{this._element.classList.add(lo),this._element.classList.remove(ho,co),fe.trigger(this._element,oo)}),this._element,this._config.animation)))}dispose(){this._clearTimeout(),this.isShown()&&this._element.classList.remove(co),super.dispose()}isShown(){return this._element.classList.contains(co)}_maybeScheduleHide(){this._config.autohide&&(this._hasMouseInteraction||this._hasKeyboardInteraction||(this._timeout=setTimeout((()=>{this.hide()}),this._config.delay)))}_onInteraction(t,e){switch(t.type){case"mouseover":case"mouseout":this._hasMouseInteraction=e;break;case"focusin":case"focusout":this._hasKeyboardInteraction=e}if(e)return void this._clearTimeout();const i=t.relatedTarget;this._element===i||this._element.contains(i)||this._maybeScheduleHide()}_setListeners(){fe.on(this._element,to,(t=>this._onInteraction(t,!0))),fe.on(this._element,eo,(t=>this._onInteraction(t,!1))),fe.on(this._element,io,(t=>this._onInteraction(t,!0))),fe.on(this._element,no,(t=>this._onInteraction(t,!1)))}_clearTimeout(){clearTimeout(this._timeout),this._timeout=null}static jQueryInterface(t){return this.each((function(){const e=po.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named 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(element.nodeName || '').toLowerCase() : null;\n}","export default function getWindow(node) {\n if (node == null) {\n return window;\n }\n\n if (node.toString() !== '[object Window]') {\n var ownerDocument = node.ownerDocument;\n return ownerDocument ? ownerDocument.defaultView || window : window;\n }\n\n return node;\n}","import getWindow from \"./getWindow.js\";\n\nfunction isElement(node) {\n var OwnElement = getWindow(node).Element;\n return node instanceof OwnElement || node instanceof Element;\n}\n\nfunction isHTMLElement(node) {\n var OwnElement = getWindow(node).HTMLElement;\n return node instanceof OwnElement || node instanceof HTMLElement;\n}\n\nfunction isShadowRoot(node) {\n // IE 11 has no ShadowRoot\n if (typeof ShadowRoot === 'undefined') {\n return false;\n }\n\n var OwnElement = getWindow(node).ShadowRoot;\n return node instanceof OwnElement || node instanceof ShadowRoot;\n}\n\nexport { isElement, isHTMLElement, isShadowRoot };","import getNodeName from \"../dom-utils/getNodeName.js\";\nimport { isHTMLElement } from \"../dom-utils/instanceOf.js\"; // This modifier takes the styles prepared by the `computeStyles` modifier\n// and applies them to the HTMLElements such as popper and arrow\n\nfunction applyStyles(_ref) {\n var state = _ref.state;\n Object.keys(state.elements).forEach(function (name) {\n var style = state.styles[name] || {};\n var attributes = state.attributes[name] || {};\n var element = state.elements[name]; // arrow is optional + virtual elements\n\n if (!isHTMLElement(element) || !getNodeName(element)) {\n return;\n } // Flow doesn't support to extend this property, but it's the most\n // effective way to apply styles to an HTMLElement\n // $FlowFixMe[cannot-write]\n\n\n Object.assign(element.style, style);\n Object.keys(attributes).forEach(function (name) {\n var value = attributes[name];\n\n if (value === false) {\n element.removeAttribute(name);\n } else {\n element.setAttribute(name, value === true ? '' : value);\n }\n });\n });\n}\n\nfunction effect(_ref2) {\n var state = _ref2.state;\n var initialStyles = {\n popper: {\n position: state.options.strategy,\n left: '0',\n top: '0',\n margin: '0'\n },\n arrow: {\n position: 'absolute'\n },\n reference: {}\n };\n Object.assign(state.elements.popper.style, initialStyles.popper);\n state.styles = initialStyles;\n\n if (state.elements.arrow) {\n Object.assign(state.elements.arrow.style, initialStyles.arrow);\n }\n\n return function () {\n Object.keys(state.elements).forEach(function (name) {\n var element = state.elements[name];\n var attributes = state.attributes[name] || {};\n var styleProperties = Object.keys(state.styles.hasOwnProperty(name) ? state.styles[name] : initialStyles[name]); // Set all values to an empty string to unset them\n\n var style = styleProperties.reduce(function (style, property) {\n style[property] = '';\n return style;\n }, {}); // arrow is optional + virtual elements\n\n if (!isHTMLElement(element) || !getNodeName(element)) {\n return;\n }\n\n Object.assign(element.style, style);\n Object.keys(attributes).forEach(function (attribute) {\n element.removeAttribute(attribute);\n });\n });\n };\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'applyStyles',\n enabled: true,\n phase: 'write',\n fn: applyStyles,\n effect: effect,\n requires: ['computeStyles']\n};","import { auto } from \"../enums.js\";\nexport default function getBasePlacement(placement) {\n return placement.split('-')[0];\n}","export var max = Math.max;\nexport var min = Math.min;\nexport var round = Math.round;","export default function getUAString() {\n var uaData = navigator.userAgentData;\n\n if (uaData != null && uaData.brands && Array.isArray(uaData.brands)) {\n return uaData.brands.map(function (item) {\n return item.brand + \"/\" + item.version;\n }).join(' ');\n }\n\n return navigator.userAgent;\n}","import getUAString from \"../utils/userAgent.js\";\nexport default function isLayoutViewport() {\n return !/^((?!chrome|android).)*safari/i.test(getUAString());\n}","import { isElement, isHTMLElement } from \"./instanceOf.js\";\nimport { round } from \"../utils/math.js\";\nimport getWindow from \"./getWindow.js\";\nimport isLayoutViewport from \"./isLayoutViewport.js\";\nexport default function getBoundingClientRect(element, includeScale, isFixedStrategy) {\n if (includeScale === void 0) {\n includeScale = false;\n }\n\n if (isFixedStrategy === void 0) {\n isFixedStrategy = false;\n }\n\n var clientRect = element.getBoundingClientRect();\n var scaleX = 1;\n var scaleY = 1;\n\n if (includeScale && isHTMLElement(element)) {\n scaleX = element.offsetWidth > 0 ? round(clientRect.width) / element.offsetWidth || 1 : 1;\n scaleY = element.offsetHeight > 0 ? round(clientRect.height) / element.offsetHeight || 1 : 1;\n }\n\n var _ref = isElement(element) ? getWindow(element) : window,\n visualViewport = _ref.visualViewport;\n\n var addVisualOffsets = !isLayoutViewport() && isFixedStrategy;\n var x = (clientRect.left + (addVisualOffsets && visualViewport ? visualViewport.offsetLeft : 0)) / scaleX;\n var y = (clientRect.top + (addVisualOffsets && visualViewport ? visualViewport.offsetTop : 0)) / scaleY;\n var width = clientRect.width / scaleX;\n var height = clientRect.height / scaleY;\n return {\n width: width,\n height: height,\n top: y,\n right: x + width,\n bottom: y + height,\n left: x,\n x: x,\n y: y\n };\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\"; // Returns the layout rect of an element relative to its offsetParent. Layout\n// means it doesn't take into account transforms.\n\nexport default function getLayoutRect(element) {\n var clientRect = getBoundingClientRect(element); // Use the clientRect sizes if it's not been transformed.\n // Fixes https://github.com/popperjs/popper-core/issues/1223\n\n var width = element.offsetWidth;\n var height = element.offsetHeight;\n\n if (Math.abs(clientRect.width - width) <= 1) {\n width = clientRect.width;\n }\n\n if (Math.abs(clientRect.height - height) <= 1) {\n height = clientRect.height;\n }\n\n return {\n x: element.offsetLeft,\n y: element.offsetTop,\n width: width,\n height: height\n };\n}","import { isShadowRoot } from \"./instanceOf.js\";\nexport default function contains(parent, child) {\n var rootNode = child.getRootNode && child.getRootNode(); // First, attempt with faster native method\n\n if (parent.contains(child)) {\n return true;\n } // then fallback to custom implementation with Shadow DOM support\n else if (rootNode && isShadowRoot(rootNode)) {\n var next = child;\n\n do {\n if (next && parent.isSameNode(next)) {\n return true;\n } // $FlowFixMe[prop-missing]: need a better way to handle this...\n\n\n next = next.parentNode || next.host;\n } while (next);\n } // Give up, the result is false\n\n\n return false;\n}","import getWindow from \"./getWindow.js\";\nexport default function getComputedStyle(element) {\n return getWindow(element).getComputedStyle(element);\n}","import getNodeName from \"./getNodeName.js\";\nexport default function isTableElement(element) {\n return ['table', 'td', 'th'].indexOf(getNodeName(element)) >= 0;\n}","import { isElement } from \"./instanceOf.js\";\nexport default function getDocumentElement(element) {\n // $FlowFixMe[incompatible-return]: assume body is always available\n return ((isElement(element) ? element.ownerDocument : // $FlowFixMe[prop-missing]\n element.document) || window.document).documentElement;\n}","import getNodeName from \"./getNodeName.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport { isShadowRoot } from \"./instanceOf.js\";\nexport default function getParentNode(element) {\n if (getNodeName(element) === 'html') {\n return element;\n }\n\n return (// this is a quicker (but less type safe) way to save quite some bytes from the bundle\n // $FlowFixMe[incompatible-return]\n // $FlowFixMe[prop-missing]\n element.assignedSlot || // step into the shadow DOM of the parent of a slotted node\n element.parentNode || ( // DOM Element detected\n isShadowRoot(element) ? element.host : null) || // ShadowRoot detected\n // $FlowFixMe[incompatible-call]: HTMLElement is a Node\n getDocumentElement(element) // fallback\n\n );\n}","import getWindow from \"./getWindow.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport { isHTMLElement, isShadowRoot } from \"./instanceOf.js\";\nimport isTableElement from \"./isTableElement.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport getUAString from \"../utils/userAgent.js\";\n\nfunction getTrueOffsetParent(element) {\n if (!isHTMLElement(element) || // https://github.com/popperjs/popper-core/issues/837\n getComputedStyle(element).position === 'fixed') {\n return null;\n }\n\n return element.offsetParent;\n} // `.offsetParent` reports `null` for fixed elements, while absolute elements\n// return the containing block\n\n\nfunction getContainingBlock(element) {\n var isFirefox = /firefox/i.test(getUAString());\n var isIE = /Trident/i.test(getUAString());\n\n if (isIE && isHTMLElement(element)) {\n // In IE 9, 10 and 11 fixed elements containing block is always established by the viewport\n var elementCss = getComputedStyle(element);\n\n if (elementCss.position === 'fixed') {\n return null;\n }\n }\n\n var currentNode = getParentNode(element);\n\n if (isShadowRoot(currentNode)) {\n currentNode = currentNode.host;\n }\n\n while (isHTMLElement(currentNode) && ['html', 'body'].indexOf(getNodeName(currentNode)) < 0) {\n var css = getComputedStyle(currentNode); // This is non-exhaustive but covers the most common CSS properties that\n // create a containing block.\n // https://developer.mozilla.org/en-US/docs/Web/CSS/Containing_block#identifying_the_containing_block\n\n if (css.transform !== 'none' || css.perspective !== 'none' || css.contain === 'paint' || ['transform', 'perspective'].indexOf(css.willChange) !== -1 || isFirefox && css.willChange === 'filter' || isFirefox && css.filter && css.filter !== 'none') {\n return currentNode;\n } else {\n currentNode = currentNode.parentNode;\n }\n }\n\n return null;\n} // Gets the closest ancestor positioned element. Handles some edge cases,\n// such as table ancestors and cross browser bugs.\n\n\nexport default function getOffsetParent(element) {\n var window = getWindow(element);\n var offsetParent = getTrueOffsetParent(element);\n\n while (offsetParent && isTableElement(offsetParent) && getComputedStyle(offsetParent).position === 'static') {\n offsetParent = getTrueOffsetParent(offsetParent);\n }\n\n if (offsetParent && (getNodeName(offsetParent) === 'html' || getNodeName(offsetParent) === 'body' && getComputedStyle(offsetParent).position === 'static')) {\n return window;\n }\n\n return offsetParent || getContainingBlock(element) || window;\n}","export default function getMainAxisFromPlacement(placement) {\n return ['top', 'bottom'].indexOf(placement) >= 0 ? 'x' : 'y';\n}","import { max as mathMax, min as mathMin } from \"./math.js\";\nexport function within(min, value, max) {\n return mathMax(min, mathMin(value, max));\n}\nexport function withinMaxClamp(min, value, max) {\n var v = within(min, value, max);\n return v > max ? max : v;\n}","import getFreshSideObject from \"./getFreshSideObject.js\";\nexport default function mergePaddingObject(paddingObject) {\n return Object.assign({}, getFreshSideObject(), paddingObject);\n}","export default function getFreshSideObject() {\n return {\n top: 0,\n right: 0,\n bottom: 0,\n left: 0\n };\n}","export default function expandToHashMap(value, keys) {\n return keys.reduce(function (hashMap, key) {\n hashMap[key] = value;\n return hashMap;\n }, {});\n}","import getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getLayoutRect from \"../dom-utils/getLayoutRect.js\";\nimport contains from \"../dom-utils/contains.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport getMainAxisFromPlacement from \"../utils/getMainAxisFromPlacement.js\";\nimport { within } from \"../utils/within.js\";\nimport mergePaddingObject from \"../utils/mergePaddingObject.js\";\nimport expandToHashMap from \"../utils/expandToHashMap.js\";\nimport { left, right, basePlacements, top, bottom } from \"../enums.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar toPaddingObject = function toPaddingObject(padding, state) {\n padding = typeof padding === 'function' ? padding(Object.assign({}, state.rects, {\n placement: state.placement\n })) : padding;\n return mergePaddingObject(typeof padding !== 'number' ? padding : expandToHashMap(padding, basePlacements));\n};\n\nfunction arrow(_ref) {\n var _state$modifiersData$;\n\n var state = _ref.state,\n name = _ref.name,\n options = _ref.options;\n var arrowElement = state.elements.arrow;\n var popperOffsets = state.modifiersData.popperOffsets;\n var basePlacement = getBasePlacement(state.placement);\n var axis = getMainAxisFromPlacement(basePlacement);\n var isVertical = [left, right].indexOf(basePlacement) >= 0;\n var len = isVertical ? 'height' : 'width';\n\n if (!arrowElement || !popperOffsets) {\n return;\n }\n\n var paddingObject = toPaddingObject(options.padding, state);\n var arrowRect = getLayoutRect(arrowElement);\n var minProp = axis === 'y' ? top : left;\n var maxProp = axis === 'y' ? bottom : right;\n var endDiff = state.rects.reference[len] + state.rects.reference[axis] - popperOffsets[axis] - state.rects.popper[len];\n var startDiff = popperOffsets[axis] - state.rects.reference[axis];\n var arrowOffsetParent = getOffsetParent(arrowElement);\n var clientSize = arrowOffsetParent ? axis === 'y' ? arrowOffsetParent.clientHeight || 0 : arrowOffsetParent.clientWidth || 0 : 0;\n var centerToReference = endDiff / 2 - startDiff / 2; // Make sure the arrow doesn't overflow the popper if the center point is\n // outside of the popper bounds\n\n var min = paddingObject[minProp];\n var max = clientSize - arrowRect[len] - paddingObject[maxProp];\n var center = clientSize / 2 - arrowRect[len] / 2 + centerToReference;\n var offset = within(min, center, max); // Prevents breaking syntax highlighting...\n\n var axisProp = axis;\n state.modifiersData[name] = (_state$modifiersData$ = {}, _state$modifiersData$[axisProp] = offset, _state$modifiersData$.centerOffset = offset - center, _state$modifiersData$);\n}\n\nfunction effect(_ref2) {\n var state = _ref2.state,\n options = _ref2.options;\n var _options$element = options.element,\n arrowElement = _options$element === void 0 ? '[data-popper-arrow]' : _options$element;\n\n if (arrowElement == null) {\n return;\n } // CSS selector\n\n\n if (typeof arrowElement === 'string') {\n arrowElement = state.elements.popper.querySelector(arrowElement);\n\n if (!arrowElement) {\n return;\n }\n }\n\n if (!contains(state.elements.popper, arrowElement)) {\n return;\n }\n\n state.elements.arrow = arrowElement;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'arrow',\n enabled: true,\n phase: 'main',\n fn: arrow,\n effect: effect,\n requires: ['popperOffsets'],\n requiresIfExists: ['preventOverflow']\n};","export default function getVariation(placement) {\n return placement.split('-')[1];\n}","import { top, left, right, bottom, end } from \"../enums.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport getWindow from \"../dom-utils/getWindow.js\";\nimport getDocumentElement from \"../dom-utils/getDocumentElement.js\";\nimport getComputedStyle from \"../dom-utils/getComputedStyle.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getVariation from \"../utils/getVariation.js\";\nimport { round } from \"../utils/math.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar unsetSides = {\n top: 'auto',\n right: 'auto',\n bottom: 'auto',\n left: 'auto'\n}; // Round the offsets to the nearest suitable subpixel based on the DPR.\n// Zooming can change the DPR, but it seems to report a value that will\n// cleanly divide the values into the appropriate subpixels.\n\nfunction roundOffsetsByDPR(_ref, win) {\n var x = _ref.x,\n y = _ref.y;\n var dpr = win.devicePixelRatio || 1;\n return {\n x: round(x * dpr) / dpr || 0,\n y: round(y * dpr) / dpr || 0\n };\n}\n\nexport function mapToStyles(_ref2) {\n var _Object$assign2;\n\n var popper = _ref2.popper,\n popperRect = _ref2.popperRect,\n placement = _ref2.placement,\n variation = _ref2.variation,\n offsets = _ref2.offsets,\n position = _ref2.position,\n gpuAcceleration = _ref2.gpuAcceleration,\n adaptive = _ref2.adaptive,\n roundOffsets = _ref2.roundOffsets,\n isFixed = _ref2.isFixed;\n var _offsets$x = offsets.x,\n x = _offsets$x === void 0 ? 0 : _offsets$x,\n _offsets$y = offsets.y,\n y = _offsets$y === void 0 ? 0 : _offsets$y;\n\n var _ref3 = typeof roundOffsets === 'function' ? roundOffsets({\n x: x,\n y: y\n }) : {\n x: x,\n y: y\n };\n\n x = _ref3.x;\n y = _ref3.y;\n var hasX = offsets.hasOwnProperty('x');\n var hasY = offsets.hasOwnProperty('y');\n var sideX = left;\n var sideY = top;\n var win = window;\n\n if (adaptive) {\n var offsetParent = getOffsetParent(popper);\n var heightProp = 'clientHeight';\n var widthProp = 'clientWidth';\n\n if (offsetParent === getWindow(popper)) {\n offsetParent = getDocumentElement(popper);\n\n if (getComputedStyle(offsetParent).position !== 'static' && position === 'absolute') {\n heightProp = 'scrollHeight';\n widthProp = 'scrollWidth';\n }\n } // $FlowFixMe[incompatible-cast]: force type refinement, we compare offsetParent with window above, but Flow doesn't detect it\n\n\n offsetParent = offsetParent;\n\n if (placement === top || (placement === left || placement === right) && variation === end) {\n sideY = bottom;\n var offsetY = isFixed && offsetParent === win && win.visualViewport ? win.visualViewport.height : // $FlowFixMe[prop-missing]\n offsetParent[heightProp];\n y -= offsetY - popperRect.height;\n y *= gpuAcceleration ? 1 : -1;\n }\n\n if (placement === left || (placement === top || placement === bottom) && variation === end) {\n sideX = right;\n var offsetX = isFixed && offsetParent === win && win.visualViewport ? win.visualViewport.width : // $FlowFixMe[prop-missing]\n offsetParent[widthProp];\n x -= offsetX - popperRect.width;\n x *= gpuAcceleration ? 1 : -1;\n }\n }\n\n var commonStyles = Object.assign({\n position: position\n }, adaptive && unsetSides);\n\n var _ref4 = roundOffsets === true ? roundOffsetsByDPR({\n x: x,\n y: y\n }, getWindow(popper)) : {\n x: x,\n y: y\n };\n\n x = _ref4.x;\n y = _ref4.y;\n\n if (gpuAcceleration) {\n var _Object$assign;\n\n return Object.assign({}, commonStyles, (_Object$assign = {}, _Object$assign[sideY] = hasY ? '0' : '', _Object$assign[sideX] = hasX ? '0' : '', _Object$assign.transform = (win.devicePixelRatio || 1) <= 1 ? \"translate(\" + x + \"px, \" + y + \"px)\" : \"translate3d(\" + x + \"px, \" + y + \"px, 0)\", _Object$assign));\n }\n\n return Object.assign({}, commonStyles, (_Object$assign2 = {}, _Object$assign2[sideY] = hasY ? y + \"px\" : '', _Object$assign2[sideX] = hasX ? x + \"px\" : '', _Object$assign2.transform = '', _Object$assign2));\n}\n\nfunction computeStyles(_ref5) {\n var state = _ref5.state,\n options = _ref5.options;\n var _options$gpuAccelerat = options.gpuAcceleration,\n gpuAcceleration = _options$gpuAccelerat === void 0 ? true : _options$gpuAccelerat,\n _options$adaptive = options.adaptive,\n adaptive = _options$adaptive === void 0 ? true : _options$adaptive,\n _options$roundOffsets = options.roundOffsets,\n roundOffsets = _options$roundOffsets === void 0 ? true : _options$roundOffsets;\n var commonStyles = {\n placement: getBasePlacement(state.placement),\n variation: getVariation(state.placement),\n popper: state.elements.popper,\n popperRect: state.rects.popper,\n gpuAcceleration: gpuAcceleration,\n isFixed: state.options.strategy === 'fixed'\n };\n\n if (state.modifiersData.popperOffsets != null) {\n state.styles.popper = Object.assign({}, state.styles.popper, mapToStyles(Object.assign({}, commonStyles, {\n offsets: state.modifiersData.popperOffsets,\n position: state.options.strategy,\n adaptive: adaptive,\n roundOffsets: roundOffsets\n })));\n }\n\n if (state.modifiersData.arrow != null) {\n state.styles.arrow = Object.assign({}, state.styles.arrow, mapToStyles(Object.assign({}, commonStyles, {\n offsets: state.modifiersData.arrow,\n position: 'absolute',\n adaptive: false,\n roundOffsets: roundOffsets\n })));\n }\n\n state.attributes.popper = Object.assign({}, state.attributes.popper, {\n 'data-popper-placement': state.placement\n });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'computeStyles',\n enabled: true,\n phase: 'beforeWrite',\n fn: computeStyles,\n data: {}\n};","import getWindow from \"../dom-utils/getWindow.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar passive = {\n passive: true\n};\n\nfunction effect(_ref) {\n var state = _ref.state,\n instance = _ref.instance,\n options = _ref.options;\n var _options$scroll = options.scroll,\n scroll = _options$scroll === void 0 ? true : _options$scroll,\n _options$resize = options.resize,\n resize = _options$resize === void 0 ? true : _options$resize;\n var window = getWindow(state.elements.popper);\n var scrollParents = [].concat(state.scrollParents.reference, state.scrollParents.popper);\n\n if (scroll) {\n scrollParents.forEach(function (scrollParent) {\n scrollParent.addEventListener('scroll', instance.update, passive);\n });\n }\n\n if (resize) {\n window.addEventListener('resize', instance.update, passive);\n }\n\n return function () {\n if (scroll) {\n scrollParents.forEach(function (scrollParent) {\n scrollParent.removeEventListener('scroll', instance.update, passive);\n });\n }\n\n if (resize) {\n window.removeEventListener('resize', instance.update, passive);\n }\n };\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'eventListeners',\n enabled: true,\n phase: 'write',\n fn: function fn() {},\n effect: effect,\n data: {}\n};","var hash = {\n left: 'right',\n right: 'left',\n bottom: 'top',\n top: 'bottom'\n};\nexport default function getOppositePlacement(placement) {\n return placement.replace(/left|right|bottom|top/g, function (matched) {\n return hash[matched];\n });\n}","var hash = {\n start: 'end',\n end: 'start'\n};\nexport default function getOppositeVariationPlacement(placement) {\n return placement.replace(/start|end/g, function (matched) {\n return hash[matched];\n });\n}","import getWindow from \"./getWindow.js\";\nexport default function getWindowScroll(node) {\n var win = getWindow(node);\n var scrollLeft = win.pageXOffset;\n var scrollTop = win.pageYOffset;\n return {\n scrollLeft: scrollLeft,\n scrollTop: scrollTop\n };\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getWindowScroll from \"./getWindowScroll.js\";\nexport default function getWindowScrollBarX(element) {\n // If has a CSS width greater than the viewport, then this will be\n // incorrect for RTL.\n // Popper 1 is broken in this case and never had a bug report so let's assume\n // it's not an issue. I don't think anyone ever specifies width on \n // anyway.\n // Browsers where the left scrollbar doesn't cause an issue report `0` for\n // this (e.g. Edge 2019, IE11, Safari)\n return getBoundingClientRect(getDocumentElement(element)).left + getWindowScroll(element).scrollLeft;\n}","import getComputedStyle from \"./getComputedStyle.js\";\nexport default function isScrollParent(element) {\n // Firefox wants us to check `-x` and `-y` variations as well\n var _getComputedStyle = getComputedStyle(element),\n overflow = _getComputedStyle.overflow,\n overflowX = _getComputedStyle.overflowX,\n overflowY = _getComputedStyle.overflowY;\n\n return /auto|scroll|overlay|hidden/.test(overflow + overflowY + overflowX);\n}","import getParentNode from \"./getParentNode.js\";\nimport isScrollParent from \"./isScrollParent.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nexport default function getScrollParent(node) {\n if (['html', 'body', '#document'].indexOf(getNodeName(node)) >= 0) {\n // $FlowFixMe[incompatible-return]: assume body is always available\n return node.ownerDocument.body;\n }\n\n if (isHTMLElement(node) && isScrollParent(node)) {\n return node;\n }\n\n return getScrollParent(getParentNode(node));\n}","import getScrollParent from \"./getScrollParent.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport getWindow from \"./getWindow.js\";\nimport isScrollParent from \"./isScrollParent.js\";\n/*\ngiven a DOM element, return the list of all scroll parents, up the list of ancesors\nuntil we get to the top window object. This list is what we attach scroll listeners\nto, because if any of these parent elements scroll, we'll need to re-calculate the\nreference element's position.\n*/\n\nexport default function listScrollParents(element, list) {\n var _element$ownerDocumen;\n\n if (list === void 0) {\n list = [];\n }\n\n var scrollParent = getScrollParent(element);\n var isBody = scrollParent === ((_element$ownerDocumen = element.ownerDocument) == null ? void 0 : _element$ownerDocumen.body);\n var win = getWindow(scrollParent);\n var target = isBody ? [win].concat(win.visualViewport || [], isScrollParent(scrollParent) ? scrollParent : []) : scrollParent;\n var updatedList = list.concat(target);\n return isBody ? updatedList : // $FlowFixMe[incompatible-call]: isBody tells us target will be an HTMLElement here\n updatedList.concat(listScrollParents(getParentNode(target)));\n}","export default function rectToClientRect(rect) {\n return Object.assign({}, rect, {\n left: rect.x,\n top: rect.y,\n right: rect.x + rect.width,\n bottom: rect.y + rect.height\n });\n}","import { viewport } from \"../enums.js\";\nimport getViewportRect from \"./getViewportRect.js\";\nimport getDocumentRect from \"./getDocumentRect.js\";\nimport listScrollParents from \"./listScrollParents.js\";\nimport getOffsetParent from \"./getOffsetParent.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport { isElement, isHTMLElement } from \"./instanceOf.js\";\nimport getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport contains from \"./contains.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport rectToClientRect from \"../utils/rectToClientRect.js\";\nimport { max, min } from \"../utils/math.js\";\n\nfunction getInnerBoundingClientRect(element, strategy) {\n var rect = getBoundingClientRect(element, false, strategy === 'fixed');\n rect.top = rect.top + element.clientTop;\n rect.left = rect.left + element.clientLeft;\n rect.bottom = rect.top + element.clientHeight;\n rect.right = rect.left + element.clientWidth;\n rect.width = element.clientWidth;\n rect.height = element.clientHeight;\n rect.x = rect.left;\n rect.y = rect.top;\n return rect;\n}\n\nfunction getClientRectFromMixedType(element, clippingParent, strategy) {\n return clippingParent === viewport ? rectToClientRect(getViewportRect(element, strategy)) : isElement(clippingParent) ? getInnerBoundingClientRect(clippingParent, strategy) : rectToClientRect(getDocumentRect(getDocumentElement(element)));\n} // A \"clipping parent\" is an overflowable container with the characteristic of\n// clipping (or hiding) overflowing elements with a position different from\n// `initial`\n\n\nfunction getClippingParents(element) {\n var clippingParents = listScrollParents(getParentNode(element));\n var canEscapeClipping = ['absolute', 'fixed'].indexOf(getComputedStyle(element).position) >= 0;\n var clipperElement = canEscapeClipping && isHTMLElement(element) ? getOffsetParent(element) : element;\n\n if (!isElement(clipperElement)) {\n return [];\n } // $FlowFixMe[incompatible-return]: https://github.com/facebook/flow/issues/1414\n\n\n return clippingParents.filter(function (clippingParent) {\n return isElement(clippingParent) && contains(clippingParent, clipperElement) && getNodeName(clippingParent) !== 'body';\n });\n} // Gets the maximum area that the element is visible in due to any number of\n// clipping parents\n\n\nexport default function getClippingRect(element, boundary, rootBoundary, strategy) {\n var mainClippingParents = boundary === 'clippingParents' ? getClippingParents(element) : [].concat(boundary);\n var clippingParents = [].concat(mainClippingParents, [rootBoundary]);\n var firstClippingParent = clippingParents[0];\n var clippingRect = clippingParents.reduce(function (accRect, clippingParent) {\n var rect = getClientRectFromMixedType(element, clippingParent, strategy);\n accRect.top = max(rect.top, accRect.top);\n accRect.right = min(rect.right, accRect.right);\n accRect.bottom = min(rect.bottom, accRect.bottom);\n accRect.left = max(rect.left, accRect.left);\n return accRect;\n }, getClientRectFromMixedType(element, firstClippingParent, strategy));\n clippingRect.width = clippingRect.right - clippingRect.left;\n clippingRect.height = clippingRect.bottom - clippingRect.top;\n clippingRect.x = clippingRect.left;\n clippingRect.y = clippingRect.top;\n return clippingRect;\n}","import getWindow from \"./getWindow.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport isLayoutViewport from \"./isLayoutViewport.js\";\nexport default function getViewportRect(element, strategy) {\n var win = getWindow(element);\n var html = getDocumentElement(element);\n var visualViewport = win.visualViewport;\n var width = html.clientWidth;\n var height = html.clientHeight;\n var x = 0;\n var y = 0;\n\n if (visualViewport) {\n width = visualViewport.width;\n height = visualViewport.height;\n var layoutViewport = isLayoutViewport();\n\n if (layoutViewport || !layoutViewport && strategy === 'fixed') {\n x = visualViewport.offsetLeft;\n y = visualViewport.offsetTop;\n }\n }\n\n return {\n width: width,\n height: height,\n x: x + getWindowScrollBarX(element),\n y: y\n };\n}","import getDocumentElement from \"./getDocumentElement.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport getWindowScroll from \"./getWindowScroll.js\";\nimport { max } from \"../utils/math.js\"; // Gets the entire size of the scrollable document area, even extending outside\n// of the `` and `` rect bounds if horizontally scrollable\n\nexport default function getDocumentRect(element) {\n var _element$ownerDocumen;\n\n var html = getDocumentElement(element);\n var winScroll = getWindowScroll(element);\n var body = (_element$ownerDocumen = element.ownerDocument) == null ? void 0 : _element$ownerDocumen.body;\n var width = max(html.scrollWidth, html.clientWidth, body ? body.scrollWidth : 0, body ? body.clientWidth : 0);\n var height = max(html.scrollHeight, html.clientHeight, body ? body.scrollHeight : 0, body ? body.clientHeight : 0);\n var x = -winScroll.scrollLeft + getWindowScrollBarX(element);\n var y = -winScroll.scrollTop;\n\n if (getComputedStyle(body || html).direction === 'rtl') {\n x += max(html.clientWidth, body ? body.clientWidth : 0) - width;\n }\n\n return {\n width: width,\n height: height,\n x: x,\n y: y\n };\n}","import getBasePlacement from \"./getBasePlacement.js\";\nimport getVariation from \"./getVariation.js\";\nimport getMainAxisFromPlacement from \"./getMainAxisFromPlacement.js\";\nimport { top, right, bottom, left, start, end } from \"../enums.js\";\nexport default function computeOffsets(_ref) {\n var reference = _ref.reference,\n element = _ref.element,\n placement = _ref.placement;\n var basePlacement = placement ? getBasePlacement(placement) : null;\n var variation = placement ? getVariation(placement) : null;\n var commonX = reference.x + reference.width / 2 - element.width / 2;\n var commonY = reference.y + reference.height / 2 - element.height / 2;\n var offsets;\n\n switch (basePlacement) {\n case top:\n offsets = {\n x: commonX,\n y: reference.y - element.height\n };\n break;\n\n case bottom:\n offsets = {\n x: commonX,\n y: reference.y + reference.height\n };\n break;\n\n case right:\n offsets = {\n x: reference.x + reference.width,\n y: commonY\n };\n break;\n\n case left:\n offsets = {\n x: reference.x - element.width,\n y: commonY\n };\n break;\n\n default:\n offsets = {\n x: reference.x,\n y: reference.y\n };\n }\n\n var mainAxis = basePlacement ? getMainAxisFromPlacement(basePlacement) : null;\n\n if (mainAxis != null) {\n var len = mainAxis === 'y' ? 'height' : 'width';\n\n switch (variation) {\n case start:\n offsets[mainAxis] = offsets[mainAxis] - (reference[len] / 2 - element[len] / 2);\n break;\n\n case end:\n offsets[mainAxis] = offsets[mainAxis] + (reference[len] / 2 - element[len] / 2);\n break;\n\n default:\n }\n }\n\n return offsets;\n}","import getClippingRect from \"../dom-utils/getClippingRect.js\";\nimport getDocumentElement from \"../dom-utils/getDocumentElement.js\";\nimport getBoundingClientRect from \"../dom-utils/getBoundingClientRect.js\";\nimport computeOffsets from \"./computeOffsets.js\";\nimport rectToClientRect from \"./rectToClientRect.js\";\nimport { clippingParents, reference, popper, bottom, top, right, basePlacements, viewport } from \"../enums.js\";\nimport { isElement } from \"../dom-utils/instanceOf.js\";\nimport mergePaddingObject from \"./mergePaddingObject.js\";\nimport expandToHashMap from \"./expandToHashMap.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport default function detectOverflow(state, options) {\n if (options === void 0) {\n options = {};\n }\n\n var _options = options,\n _options$placement = _options.placement,\n placement = _options$placement === void 0 ? state.placement : _options$placement,\n _options$strategy = _options.strategy,\n strategy = _options$strategy === void 0 ? state.strategy : _options$strategy,\n _options$boundary = _options.boundary,\n boundary = _options$boundary === void 0 ? clippingParents : _options$boundary,\n _options$rootBoundary = _options.rootBoundary,\n rootBoundary = _options$rootBoundary === void 0 ? viewport : _options$rootBoundary,\n _options$elementConte = _options.elementContext,\n elementContext = _options$elementConte === void 0 ? popper : _options$elementConte,\n _options$altBoundary = _options.altBoundary,\n altBoundary = _options$altBoundary === void 0 ? false : _options$altBoundary,\n _options$padding = _options.padding,\n padding = _options$padding === void 0 ? 0 : _options$padding;\n var paddingObject = mergePaddingObject(typeof padding !== 'number' ? padding : expandToHashMap(padding, basePlacements));\n var altContext = elementContext === popper ? reference : popper;\n var popperRect = state.rects.popper;\n var element = state.elements[altBoundary ? altContext : elementContext];\n var clippingClientRect = getClippingRect(isElement(element) ? element : element.contextElement || getDocumentElement(state.elements.popper), boundary, rootBoundary, strategy);\n var referenceClientRect = getBoundingClientRect(state.elements.reference);\n var popperOffsets = computeOffsets({\n reference: referenceClientRect,\n element: popperRect,\n strategy: 'absolute',\n placement: placement\n });\n var popperClientRect = rectToClientRect(Object.assign({}, popperRect, popperOffsets));\n var elementClientRect = elementContext === popper ? popperClientRect : referenceClientRect; // positive = overflowing the clipping rect\n // 0 or negative = within the clipping rect\n\n var overflowOffsets = {\n top: clippingClientRect.top - elementClientRect.top + paddingObject.top,\n bottom: elementClientRect.bottom - clippingClientRect.bottom + paddingObject.bottom,\n left: clippingClientRect.left - elementClientRect.left + paddingObject.left,\n right: elementClientRect.right - clippingClientRect.right + paddingObject.right\n };\n var offsetData = state.modifiersData.offset; // Offsets can be applied only to the popper element\n\n if (elementContext === popper && offsetData) {\n var offset = offsetData[placement];\n Object.keys(overflowOffsets).forEach(function (key) {\n var multiply = [right, bottom].indexOf(key) >= 0 ? 1 : -1;\n var axis = [top, bottom].indexOf(key) >= 0 ? 'y' : 'x';\n overflowOffsets[key] += offset[axis] * multiply;\n });\n }\n\n return overflowOffsets;\n}","import getOppositePlacement from \"../utils/getOppositePlacement.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getOppositeVariationPlacement from \"../utils/getOppositeVariationPlacement.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\nimport computeAutoPlacement from \"../utils/computeAutoPlacement.js\";\nimport { bottom, top, start, right, left, auto } from \"../enums.js\";\nimport getVariation from \"../utils/getVariation.js\"; // eslint-disable-next-line import/no-unused-modules\n\nfunction getExpandedFallbackPlacements(placement) {\n if (getBasePlacement(placement) === auto) {\n return [];\n }\n\n var oppositePlacement = getOppositePlacement(placement);\n return [getOppositeVariationPlacement(placement), oppositePlacement, getOppositeVariationPlacement(oppositePlacement)];\n}\n\nfunction flip(_ref) {\n var state = _ref.state,\n options = _ref.options,\n name = _ref.name;\n\n if (state.modifiersData[name]._skip) {\n return;\n }\n\n var _options$mainAxis = options.mainAxis,\n checkMainAxis = _options$mainAxis === void 0 ? true : _options$mainAxis,\n _options$altAxis = options.altAxis,\n checkAltAxis = _options$altAxis === void 0 ? true : _options$altAxis,\n specifiedFallbackPlacements = options.fallbackPlacements,\n padding = options.padding,\n boundary = options.boundary,\n rootBoundary = options.rootBoundary,\n altBoundary = options.altBoundary,\n _options$flipVariatio = options.flipVariations,\n flipVariations = _options$flipVariatio === void 0 ? true : _options$flipVariatio,\n allowedAutoPlacements = options.allowedAutoPlacements;\n var preferredPlacement = state.options.placement;\n var basePlacement = getBasePlacement(preferredPlacement);\n var isBasePlacement = basePlacement === preferredPlacement;\n var fallbackPlacements = specifiedFallbackPlacements || (isBasePlacement || !flipVariations ? [getOppositePlacement(preferredPlacement)] : getExpandedFallbackPlacements(preferredPlacement));\n var placements = [preferredPlacement].concat(fallbackPlacements).reduce(function (acc, placement) {\n return acc.concat(getBasePlacement(placement) === auto ? computeAutoPlacement(state, {\n placement: placement,\n boundary: boundary,\n rootBoundary: rootBoundary,\n padding: padding,\n flipVariations: flipVariations,\n allowedAutoPlacements: allowedAutoPlacements\n }) : placement);\n }, []);\n var referenceRect = state.rects.reference;\n var popperRect = state.rects.popper;\n var checksMap = new Map();\n var makeFallbackChecks = true;\n var firstFittingPlacement = placements[0];\n\n for (var i = 0; i < placements.length; i++) {\n var placement = placements[i];\n\n var _basePlacement = getBasePlacement(placement);\n\n var isStartVariation = getVariation(placement) === start;\n var isVertical = [top, bottom].indexOf(_basePlacement) >= 0;\n var len = isVertical ? 'width' : 'height';\n var overflow = detectOverflow(state, {\n placement: placement,\n boundary: boundary,\n rootBoundary: rootBoundary,\n altBoundary: altBoundary,\n padding: padding\n });\n var mainVariationSide = isVertical ? isStartVariation ? right : left : isStartVariation ? bottom : top;\n\n if (referenceRect[len] > popperRect[len]) {\n mainVariationSide = getOppositePlacement(mainVariationSide);\n }\n\n var altVariationSide = getOppositePlacement(mainVariationSide);\n var checks = [];\n\n if (checkMainAxis) {\n checks.push(overflow[_basePlacement] <= 0);\n }\n\n if (checkAltAxis) {\n checks.push(overflow[mainVariationSide] <= 0, overflow[altVariationSide] <= 0);\n }\n\n if (checks.every(function (check) {\n return check;\n })) {\n firstFittingPlacement = placement;\n makeFallbackChecks = false;\n break;\n }\n\n checksMap.set(placement, checks);\n }\n\n if (makeFallbackChecks) {\n // `2` may be desired in some cases – research later\n var numberOfChecks = flipVariations ? 3 : 1;\n\n var _loop = function _loop(_i) {\n var fittingPlacement = placements.find(function (placement) {\n var checks = checksMap.get(placement);\n\n if (checks) {\n return checks.slice(0, _i).every(function (check) {\n return check;\n });\n }\n });\n\n if (fittingPlacement) {\n firstFittingPlacement = fittingPlacement;\n return \"break\";\n }\n };\n\n for (var _i = numberOfChecks; _i > 0; _i--) {\n var _ret = _loop(_i);\n\n if (_ret === \"break\") break;\n }\n }\n\n if (state.placement !== firstFittingPlacement) {\n state.modifiersData[name]._skip = true;\n state.placement = firstFittingPlacement;\n state.reset = true;\n }\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'flip',\n enabled: true,\n phase: 'main',\n fn: flip,\n requiresIfExists: ['offset'],\n data: {\n _skip: false\n }\n};","import getVariation from \"./getVariation.js\";\nimport { variationPlacements, basePlacements, placements as allPlacements } from \"../enums.js\";\nimport detectOverflow from \"./detectOverflow.js\";\nimport getBasePlacement from \"./getBasePlacement.js\";\nexport default function computeAutoPlacement(state, options) {\n if (options === void 0) {\n options = {};\n }\n\n var _options = options,\n placement = _options.placement,\n boundary = _options.boundary,\n rootBoundary = _options.rootBoundary,\n padding = _options.padding,\n flipVariations = _options.flipVariations,\n _options$allowedAutoP = _options.allowedAutoPlacements,\n allowedAutoPlacements = _options$allowedAutoP === void 0 ? allPlacements : _options$allowedAutoP;\n var variation = getVariation(placement);\n var placements = variation ? flipVariations ? variationPlacements : variationPlacements.filter(function (placement) {\n return getVariation(placement) === variation;\n }) : basePlacements;\n var allowedPlacements = placements.filter(function (placement) {\n return allowedAutoPlacements.indexOf(placement) >= 0;\n });\n\n if (allowedPlacements.length === 0) {\n allowedPlacements = placements;\n } // $FlowFixMe[incompatible-type]: Flow seems to have problems with two array unions...\n\n\n var overflows = allowedPlacements.reduce(function (acc, placement) {\n acc[placement] = detectOverflow(state, {\n placement: placement,\n boundary: boundary,\n rootBoundary: rootBoundary,\n padding: padding\n })[getBasePlacement(placement)];\n return acc;\n }, {});\n return Object.keys(overflows).sort(function (a, b) {\n return overflows[a] - overflows[b];\n });\n}","import { top, bottom, left, right } from \"../enums.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\n\nfunction getSideOffsets(overflow, rect, preventedOffsets) {\n if (preventedOffsets === void 0) {\n preventedOffsets = {\n x: 0,\n y: 0\n };\n }\n\n return {\n top: overflow.top - rect.height - preventedOffsets.y,\n right: overflow.right - rect.width + preventedOffsets.x,\n bottom: overflow.bottom - rect.height + preventedOffsets.y,\n left: overflow.left - rect.width - preventedOffsets.x\n };\n}\n\nfunction isAnySideFullyClipped(overflow) {\n return [top, right, bottom, left].some(function (side) {\n return overflow[side] >= 0;\n });\n}\n\nfunction hide(_ref) {\n var state = _ref.state,\n name = _ref.name;\n var referenceRect = state.rects.reference;\n var popperRect = state.rects.popper;\n var preventedOffsets = state.modifiersData.preventOverflow;\n var referenceOverflow = detectOverflow(state, {\n elementContext: 'reference'\n });\n var popperAltOverflow = detectOverflow(state, {\n altBoundary: true\n });\n var referenceClippingOffsets = getSideOffsets(referenceOverflow, referenceRect);\n var popperEscapeOffsets = getSideOffsets(popperAltOverflow, popperRect, preventedOffsets);\n var isReferenceHidden = isAnySideFullyClipped(referenceClippingOffsets);\n var hasPopperEscaped = isAnySideFullyClipped(popperEscapeOffsets);\n state.modifiersData[name] = {\n referenceClippingOffsets: referenceClippingOffsets,\n popperEscapeOffsets: popperEscapeOffsets,\n isReferenceHidden: isReferenceHidden,\n hasPopperEscaped: hasPopperEscaped\n };\n state.attributes.popper = Object.assign({}, state.attributes.popper, {\n 'data-popper-reference-hidden': isReferenceHidden,\n 'data-popper-escaped': hasPopperEscaped\n });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'hide',\n enabled: true,\n phase: 'main',\n requiresIfExists: ['preventOverflow'],\n fn: hide\n};","import getBasePlacement from \"../utils/getBasePlacement.js\";\nimport { top, left, right, placements } from \"../enums.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport function distanceAndSkiddingToXY(placement, rects, offset) {\n var basePlacement = getBasePlacement(placement);\n var invertDistance = [left, top].indexOf(basePlacement) >= 0 ? -1 : 1;\n\n var _ref = typeof offset === 'function' ? offset(Object.assign({}, rects, {\n placement: placement\n })) : offset,\n skidding = _ref[0],\n distance = _ref[1];\n\n skidding = skidding || 0;\n distance = (distance || 0) * invertDistance;\n return [left, right].indexOf(basePlacement) >= 0 ? {\n x: distance,\n y: skidding\n } : {\n x: skidding,\n y: distance\n };\n}\n\nfunction offset(_ref2) {\n var state = _ref2.state,\n options = _ref2.options,\n name = _ref2.name;\n var _options$offset = options.offset,\n offset = _options$offset === void 0 ? [0, 0] : _options$offset;\n var data = placements.reduce(function (acc, placement) {\n acc[placement] = distanceAndSkiddingToXY(placement, state.rects, offset);\n return acc;\n }, {});\n var _data$state$placement = data[state.placement],\n x = _data$state$placement.x,\n y = _data$state$placement.y;\n\n if (state.modifiersData.popperOffsets != null) {\n state.modifiersData.popperOffsets.x += x;\n state.modifiersData.popperOffsets.y += y;\n }\n\n state.modifiersData[name] = data;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'offset',\n enabled: true,\n phase: 'main',\n requires: ['popperOffsets'],\n fn: offset\n};","import computeOffsets from \"../utils/computeOffsets.js\";\n\nfunction popperOffsets(_ref) {\n var state = _ref.state,\n name = _ref.name;\n // Offsets are the actual position the popper needs to have to be\n // properly positioned near its reference element\n // This is the most basic placement, and will be adjusted by\n // the modifiers in the next step\n state.modifiersData[name] = computeOffsets({\n reference: state.rects.reference,\n element: state.rects.popper,\n strategy: 'absolute',\n placement: state.placement\n });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'popperOffsets',\n enabled: true,\n phase: 'read',\n fn: popperOffsets,\n data: {}\n};","import { top, left, right, bottom, start } from \"../enums.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getMainAxisFromPlacement from \"../utils/getMainAxisFromPlacement.js\";\nimport getAltAxis from \"../utils/getAltAxis.js\";\nimport { within, withinMaxClamp } from \"../utils/within.js\";\nimport getLayoutRect from \"../dom-utils/getLayoutRect.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\nimport getVariation from \"../utils/getVariation.js\";\nimport getFreshSideObject from \"../utils/getFreshSideObject.js\";\nimport { min as mathMin, max as mathMax } from \"../utils/math.js\";\n\nfunction preventOverflow(_ref) {\n var state = _ref.state,\n options = _ref.options,\n name = _ref.name;\n var _options$mainAxis = options.mainAxis,\n checkMainAxis = _options$mainAxis === void 0 ? true : _options$mainAxis,\n _options$altAxis = options.altAxis,\n checkAltAxis = _options$altAxis === void 0 ? false : _options$altAxis,\n boundary = options.boundary,\n rootBoundary = options.rootBoundary,\n altBoundary = options.altBoundary,\n padding = options.padding,\n _options$tether = options.tether,\n tether = _options$tether === void 0 ? true : _options$tether,\n _options$tetherOffset = options.tetherOffset,\n tetherOffset = _options$tetherOffset === void 0 ? 0 : _options$tetherOffset;\n var overflow = detectOverflow(state, {\n boundary: boundary,\n rootBoundary: rootBoundary,\n padding: padding,\n altBoundary: altBoundary\n });\n var basePlacement = getBasePlacement(state.placement);\n var variation = getVariation(state.placement);\n var isBasePlacement = !variation;\n var mainAxis = getMainAxisFromPlacement(basePlacement);\n var altAxis = getAltAxis(mainAxis);\n var popperOffsets = state.modifiersData.popperOffsets;\n var referenceRect = state.rects.reference;\n var popperRect = state.rects.popper;\n var tetherOffsetValue = typeof tetherOffset === 'function' ? tetherOffset(Object.assign({}, state.rects, {\n placement: state.placement\n })) : tetherOffset;\n var normalizedTetherOffsetValue = typeof tetherOffsetValue === 'number' ? {\n mainAxis: tetherOffsetValue,\n altAxis: tetherOffsetValue\n } : Object.assign({\n mainAxis: 0,\n altAxis: 0\n }, tetherOffsetValue);\n var offsetModifierState = state.modifiersData.offset ? state.modifiersData.offset[state.placement] : null;\n var data = {\n x: 0,\n y: 0\n };\n\n if (!popperOffsets) {\n return;\n }\n\n if (checkMainAxis) {\n var _offsetModifierState$;\n\n var mainSide = mainAxis === 'y' ? top : left;\n var altSide = mainAxis === 'y' ? bottom : right;\n var len = mainAxis === 'y' ? 'height' : 'width';\n var offset = popperOffsets[mainAxis];\n var min = offset + overflow[mainSide];\n var max = offset - overflow[altSide];\n var additive = tether ? -popperRect[len] / 2 : 0;\n var minLen = variation === start ? referenceRect[len] : popperRect[len];\n var maxLen = variation === start ? -popperRect[len] : -referenceRect[len]; // We need to include the arrow in the calculation so the arrow doesn't go\n // outside the reference bounds\n\n var arrowElement = state.elements.arrow;\n var arrowRect = tether && arrowElement ? getLayoutRect(arrowElement) : {\n width: 0,\n height: 0\n };\n var arrowPaddingObject = state.modifiersData['arrow#persistent'] ? state.modifiersData['arrow#persistent'].padding : getFreshSideObject();\n var arrowPaddingMin = arrowPaddingObject[mainSide];\n var arrowPaddingMax = arrowPaddingObject[altSide]; // If the reference length is smaller than the arrow length, we don't want\n // to include its full size in the calculation. If the reference is small\n // and near the edge of a boundary, the popper can overflow even if the\n // reference is not overflowing as well (e.g. virtual elements with no\n // width or height)\n\n var arrowLen = within(0, referenceRect[len], arrowRect[len]);\n var minOffset = isBasePlacement ? referenceRect[len] / 2 - additive - arrowLen - arrowPaddingMin - normalizedTetherOffsetValue.mainAxis : minLen - arrowLen - arrowPaddingMin - normalizedTetherOffsetValue.mainAxis;\n var maxOffset = isBasePlacement ? -referenceRect[len] / 2 + additive + arrowLen + arrowPaddingMax + normalizedTetherOffsetValue.mainAxis : maxLen + arrowLen + arrowPaddingMax + normalizedTetherOffsetValue.mainAxis;\n var arrowOffsetParent = state.elements.arrow && getOffsetParent(state.elements.arrow);\n var clientOffset = arrowOffsetParent ? mainAxis === 'y' ? arrowOffsetParent.clientTop || 0 : arrowOffsetParent.clientLeft || 0 : 0;\n var offsetModifierValue = (_offsetModifierState$ = offsetModifierState == null ? void 0 : offsetModifierState[mainAxis]) != null ? _offsetModifierState$ : 0;\n var tetherMin = offset + minOffset - offsetModifierValue - clientOffset;\n var tetherMax = offset + maxOffset - offsetModifierValue;\n var preventedOffset = within(tether ? mathMin(min, tetherMin) : min, offset, tether ? mathMax(max, tetherMax) : max);\n popperOffsets[mainAxis] = preventedOffset;\n data[mainAxis] = preventedOffset - offset;\n }\n\n if (checkAltAxis) {\n var _offsetModifierState$2;\n\n var _mainSide = mainAxis === 'x' ? top : left;\n\n var _altSide = mainAxis === 'x' ? bottom : right;\n\n var _offset = popperOffsets[altAxis];\n\n var _len = altAxis === 'y' ? 'height' : 'width';\n\n var _min = _offset + overflow[_mainSide];\n\n var _max = _offset - overflow[_altSide];\n\n var isOriginSide = [top, left].indexOf(basePlacement) !== -1;\n\n var _offsetModifierValue = (_offsetModifierState$2 = offsetModifierState == null ? void 0 : offsetModifierState[altAxis]) != null ? _offsetModifierState$2 : 0;\n\n var _tetherMin = isOriginSide ? _min : _offset - referenceRect[_len] - popperRect[_len] - _offsetModifierValue + normalizedTetherOffsetValue.altAxis;\n\n var _tetherMax = isOriginSide ? _offset + referenceRect[_len] + popperRect[_len] - _offsetModifierValue - normalizedTetherOffsetValue.altAxis : _max;\n\n var _preventedOffset = tether && isOriginSide ? withinMaxClamp(_tetherMin, _offset, _tetherMax) : within(tether ? _tetherMin : _min, _offset, tether ? _tetherMax : _max);\n\n popperOffsets[altAxis] = _preventedOffset;\n data[altAxis] = _preventedOffset - _offset;\n }\n\n state.modifiersData[name] = data;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'preventOverflow',\n enabled: true,\n phase: 'main',\n fn: preventOverflow,\n requiresIfExists: ['offset']\n};","export default function getAltAxis(axis) {\n return axis === 'x' ? 'y' : 'x';\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getNodeScroll from \"./getNodeScroll.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport isScrollParent from \"./isScrollParent.js\";\nimport { round } from \"../utils/math.js\";\n\nfunction isElementScaled(element) {\n var rect = element.getBoundingClientRect();\n var scaleX = round(rect.width) / element.offsetWidth || 1;\n var scaleY = round(rect.height) / element.offsetHeight || 1;\n return scaleX !== 1 || scaleY !== 1;\n} // Returns the composite rect of an element relative to its offsetParent.\n// Composite means it takes into account transforms as well as layout.\n\n\nexport default function getCompositeRect(elementOrVirtualElement, offsetParent, isFixed) {\n if (isFixed === void 0) {\n isFixed = false;\n }\n\n var isOffsetParentAnElement = isHTMLElement(offsetParent);\n var offsetParentIsScaled = isHTMLElement(offsetParent) && isElementScaled(offsetParent);\n var documentElement = getDocumentElement(offsetParent);\n var rect = getBoundingClientRect(elementOrVirtualElement, offsetParentIsScaled, isFixed);\n var scroll = {\n scrollLeft: 0,\n scrollTop: 0\n };\n var offsets = {\n x: 0,\n y: 0\n };\n\n if (isOffsetParentAnElement || !isOffsetParentAnElement && !isFixed) {\n if (getNodeName(offsetParent) !== 'body' || // https://github.com/popperjs/popper-core/issues/1078\n isScrollParent(documentElement)) {\n scroll = getNodeScroll(offsetParent);\n }\n\n if (isHTMLElement(offsetParent)) {\n offsets = getBoundingClientRect(offsetParent, true);\n offsets.x += offsetParent.clientLeft;\n offsets.y += offsetParent.clientTop;\n } else if (documentElement) {\n offsets.x = getWindowScrollBarX(documentElement);\n }\n }\n\n return {\n x: rect.left + scroll.scrollLeft - offsets.x,\n y: rect.top + scroll.scrollTop - offsets.y,\n width: rect.width,\n height: rect.height\n };\n}","import getWindowScroll from \"./getWindowScroll.js\";\nimport getWindow from \"./getWindow.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nimport getHTMLElementScroll from \"./getHTMLElementScroll.js\";\nexport default function getNodeScroll(node) {\n if (node === getWindow(node) || !isHTMLElement(node)) {\n return getWindowScroll(node);\n } else {\n return getHTMLElementScroll(node);\n }\n}","export default function getHTMLElementScroll(element) {\n return {\n scrollLeft: element.scrollLeft,\n scrollTop: element.scrollTop\n };\n}","import { modifierPhases } from \"../enums.js\"; // source: https://stackoverflow.com/questions/49875255\n\nfunction order(modifiers) {\n var map = new Map();\n var visited = new Set();\n var result = [];\n modifiers.forEach(function (modifier) {\n map.set(modifier.name, modifier);\n }); // On visiting object, check for its dependencies and visit them recursively\n\n function sort(modifier) {\n visited.add(modifier.name);\n var requires = [].concat(modifier.requires || [], modifier.requiresIfExists || []);\n requires.forEach(function (dep) {\n if (!visited.has(dep)) {\n var depModifier = map.get(dep);\n\n if (depModifier) {\n sort(depModifier);\n }\n }\n });\n result.push(modifier);\n }\n\n modifiers.forEach(function (modifier) {\n if (!visited.has(modifier.name)) {\n // check for visited object\n sort(modifier);\n }\n });\n return result;\n}\n\nexport default function orderModifiers(modifiers) {\n // order based on dependencies\n var orderedModifiers = order(modifiers); // order based on phase\n\n return modifierPhases.reduce(function (acc, phase) {\n return acc.concat(orderedModifiers.filter(function (modifier) {\n return modifier.phase === phase;\n }));\n }, []);\n}","import getCompositeRect from \"./dom-utils/getCompositeRect.js\";\nimport getLayoutRect from \"./dom-utils/getLayoutRect.js\";\nimport listScrollParents from \"./dom-utils/listScrollParents.js\";\nimport getOffsetParent from \"./dom-utils/getOffsetParent.js\";\nimport orderModifiers from \"./utils/orderModifiers.js\";\nimport debounce from \"./utils/debounce.js\";\nimport mergeByName from \"./utils/mergeByName.js\";\nimport detectOverflow from \"./utils/detectOverflow.js\";\nimport { isElement } from \"./dom-utils/instanceOf.js\";\nvar DEFAULT_OPTIONS = {\n placement: 'bottom',\n modifiers: [],\n strategy: 'absolute'\n};\n\nfunction areValidElements() {\n for (var _len = arguments.length, args = new Array(_len), _key = 0; _key < _len; _key++) {\n args[_key] = arguments[_key];\n }\n\n return !args.some(function (element) {\n return !(element && typeof element.getBoundingClientRect === 'function');\n });\n}\n\nexport function popperGenerator(generatorOptions) {\n if (generatorOptions === void 0) {\n generatorOptions = {};\n }\n\n var _generatorOptions = generatorOptions,\n _generatorOptions$def = _generatorOptions.defaultModifiers,\n defaultModifiers = _generatorOptions$def === void 0 ? [] : _generatorOptions$def,\n _generatorOptions$def2 = _generatorOptions.defaultOptions,\n defaultOptions = _generatorOptions$def2 === void 0 ? DEFAULT_OPTIONS : _generatorOptions$def2;\n return function createPopper(reference, popper, options) {\n if (options === void 0) {\n options = defaultOptions;\n }\n\n var state = {\n placement: 'bottom',\n orderedModifiers: [],\n options: Object.assign({}, DEFAULT_OPTIONS, defaultOptions),\n modifiersData: {},\n elements: {\n reference: reference,\n popper: popper\n },\n attributes: {},\n styles: {}\n };\n var effectCleanupFns = [];\n var isDestroyed = false;\n var instance = {\n state: state,\n setOptions: function setOptions(setOptionsAction) {\n var options = typeof setOptionsAction === 'function' ? setOptionsAction(state.options) : setOptionsAction;\n cleanupModifierEffects();\n state.options = Object.assign({}, defaultOptions, state.options, options);\n state.scrollParents = {\n reference: isElement(reference) ? listScrollParents(reference) : reference.contextElement ? listScrollParents(reference.contextElement) : [],\n popper: listScrollParents(popper)\n }; // Orders the modifiers based on their dependencies and `phase`\n // properties\n\n var orderedModifiers = orderModifiers(mergeByName([].concat(defaultModifiers, state.options.modifiers))); // Strip out disabled modifiers\n\n state.orderedModifiers = orderedModifiers.filter(function (m) {\n return m.enabled;\n });\n runModifierEffects();\n return instance.update();\n },\n // Sync update – it will always be executed, even if not necessary. This\n // is useful for low frequency updates where sync behavior simplifies the\n // logic.\n // For high frequency updates (e.g. `resize` and `scroll` events), always\n // prefer the async Popper#update method\n forceUpdate: function forceUpdate() {\n if (isDestroyed) {\n return;\n }\n\n var _state$elements = state.elements,\n reference = _state$elements.reference,\n popper = _state$elements.popper; // Don't proceed if `reference` or `popper` are not valid elements\n // anymore\n\n if (!areValidElements(reference, popper)) {\n return;\n } // Store the reference and popper rects to be read by modifiers\n\n\n state.rects = {\n reference: getCompositeRect(reference, getOffsetParent(popper), state.options.strategy === 'fixed'),\n popper: getLayoutRect(popper)\n }; // Modifiers have the ability to reset the current update cycle. The\n // most common use case for this is the `flip` modifier changing the\n // placement, which then needs to re-run all the modifiers, because the\n // logic was previously ran for the previous placement and is therefore\n // stale/incorrect\n\n state.reset = false;\n state.placement = state.options.placement; // On each update cycle, the `modifiersData` property for each modifier\n // is filled with the initial data specified by the modifier. This means\n // it doesn't persist and is fresh on each update.\n // To ensure persistent data, use `${name}#persistent`\n\n state.orderedModifiers.forEach(function (modifier) {\n return state.modifiersData[modifier.name] = Object.assign({}, modifier.data);\n });\n\n for (var index = 0; index < state.orderedModifiers.length; index++) {\n if (state.reset === true) {\n state.reset = false;\n index = -1;\n continue;\n }\n\n var _state$orderedModifie = state.orderedModifiers[index],\n fn = _state$orderedModifie.fn,\n _state$orderedModifie2 = _state$orderedModifie.options,\n _options = _state$orderedModifie2 === void 0 ? {} : _state$orderedModifie2,\n name = _state$orderedModifie.name;\n\n if (typeof fn === 'function') {\n state = fn({\n state: state,\n options: _options,\n name: name,\n instance: instance\n }) || state;\n }\n }\n },\n // Async and optimistically optimized update – it will not be executed if\n // not necessary (debounced to run at most once-per-tick)\n update: debounce(function () {\n return new Promise(function (resolve) {\n instance.forceUpdate();\n resolve(state);\n });\n }),\n destroy: function destroy() {\n cleanupModifierEffects();\n isDestroyed = true;\n }\n };\n\n if (!areValidElements(reference, popper)) {\n return instance;\n }\n\n instance.setOptions(options).then(function (state) {\n if (!isDestroyed && options.onFirstUpdate) {\n options.onFirstUpdate(state);\n }\n }); // Modifiers have the ability to execute arbitrary code before the first\n // update cycle runs. They will be executed in the same order as the update\n // cycle. This is useful when a modifier adds some persistent data that\n // other modifiers need to use, but the modifier is run after the dependent\n // one.\n\n function runModifierEffects() {\n state.orderedModifiers.forEach(function (_ref) {\n var name = _ref.name,\n _ref$options = _ref.options,\n options = _ref$options === void 0 ? {} : _ref$options,\n effect = _ref.effect;\n\n if (typeof effect === 'function') {\n var cleanupFn = effect({\n state: state,\n name: name,\n instance: instance,\n options: options\n });\n\n var noopFn = function noopFn() {};\n\n effectCleanupFns.push(cleanupFn || noopFn);\n }\n });\n }\n\n function cleanupModifierEffects() {\n effectCleanupFns.forEach(function (fn) {\n return fn();\n });\n effectCleanupFns = [];\n }\n\n return instance;\n };\n}\nexport var createPopper = /*#__PURE__*/popperGenerator(); // eslint-disable-next-line import/no-unused-modules\n\nexport { detectOverflow };","export default function debounce(fn) {\n var pending;\n return function () {\n if (!pending) {\n pending = new Promise(function (resolve) {\n Promise.resolve().then(function () {\n pending = undefined;\n resolve(fn());\n });\n });\n }\n\n return pending;\n };\n}","export default function mergeByName(modifiers) {\n var merged = modifiers.reduce(function (merged, current) {\n var existing = merged[current.name];\n merged[current.name] = existing ? Object.assign({}, existing, current, {\n options: Object.assign({}, existing.options, current.options),\n data: Object.assign({}, existing.data, current.data)\n }) : current;\n return merged;\n }, {}); // IE11 does not support Object.values\n\n return Object.keys(merged).map(function (key) {\n return merged[key];\n });\n}","import { popperGenerator, detectOverflow } from \"./createPopper.js\";\nimport eventListeners from \"./modifiers/eventListeners.js\";\nimport popperOffsets from \"./modifiers/popperOffsets.js\";\nimport computeStyles from \"./modifiers/computeStyles.js\";\nimport applyStyles from \"./modifiers/applyStyles.js\";\nimport offset from \"./modifiers/offset.js\";\nimport flip from \"./modifiers/flip.js\";\nimport preventOverflow from \"./modifiers/preventOverflow.js\";\nimport arrow from \"./modifiers/arrow.js\";\nimport hide from \"./modifiers/hide.js\";\nvar defaultModifiers = [eventListeners, popperOffsets, computeStyles, applyStyles, offset, flip, preventOverflow, arrow, hide];\nvar createPopper = /*#__PURE__*/popperGenerator({\n defaultModifiers: defaultModifiers\n}); // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper, popperGenerator, defaultModifiers, detectOverflow }; // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper as createPopperLite } from \"./popper-lite.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport * from \"./modifiers/index.js\";","import { popperGenerator, detectOverflow } from \"./createPopper.js\";\nimport eventListeners from \"./modifiers/eventListeners.js\";\nimport popperOffsets from \"./modifiers/popperOffsets.js\";\nimport computeStyles from \"./modifiers/computeStyles.js\";\nimport applyStyles from \"./modifiers/applyStyles.js\";\nvar defaultModifiers = [eventListeners, popperOffsets, computeStyles, applyStyles];\nvar createPopper = /*#__PURE__*/popperGenerator({\n defaultModifiers: defaultModifiers\n}); // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper, popperGenerator, defaultModifiers, detectOverflow };","/*!\n * Bootstrap v5.3.3 (https://getbootstrap.com/)\n * Copyright 2011-2024 The Bootstrap Authors (https://github.com/twbs/bootstrap/graphs/contributors)\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n */\nimport * as Popper from '@popperjs/core';\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap dom/data.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n/**\n * Constants\n */\n\nconst elementMap = new Map();\nconst Data = {\n set(element, key, instance) {\n if (!elementMap.has(element)) {\n elementMap.set(element, new Map());\n }\n const instanceMap = elementMap.get(element);\n\n // make it clear we only want one instance per element\n // can be removed later when multiple key/instances are fine to be used\n if (!instanceMap.has(key) && instanceMap.size !== 0) {\n // eslint-disable-next-line no-console\n console.error(`Bootstrap doesn't allow more than one instance per element. Bound instance: ${Array.from(instanceMap.keys())[0]}.`);\n return;\n }\n instanceMap.set(key, instance);\n },\n get(element, key) {\n if (elementMap.has(element)) {\n return elementMap.get(element).get(key) || null;\n }\n return null;\n },\n remove(element, key) {\n if (!elementMap.has(element)) {\n return;\n }\n const instanceMap = elementMap.get(element);\n instanceMap.delete(key);\n\n // free up element references if there are no instances left for an element\n if (instanceMap.size === 0) {\n elementMap.delete(element);\n }\n }\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/index.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nconst MAX_UID = 1000000;\nconst MILLISECONDS_MULTIPLIER = 1000;\nconst TRANSITION_END = 'transitionend';\n\n/**\n * Properly escape IDs selectors to handle weird IDs\n * @param {string} selector\n * @returns {string}\n */\nconst parseSelector = selector => {\n if (selector && window.CSS && window.CSS.escape) {\n // document.querySelector needs escaping to handle IDs (html5+) containing for instance /\n selector = selector.replace(/#([^\\s\"#']+)/g, (match, id) => `#${CSS.escape(id)}`);\n }\n return selector;\n};\n\n// Shout-out Angus Croll (https://goo.gl/pxwQGp)\nconst toType = object => {\n if (object === null || object === undefined) {\n return `${object}`;\n }\n return Object.prototype.toString.call(object).match(/\\s([a-z]+)/i)[1].toLowerCase();\n};\n\n/**\n * Public Util API\n */\n\nconst getUID = prefix => {\n do {\n prefix += Math.floor(Math.random() * MAX_UID);\n } while (document.getElementById(prefix));\n return prefix;\n};\nconst getTransitionDurationFromElement = element => {\n if (!element) {\n return 0;\n }\n\n // Get transition-duration of the element\n let {\n transitionDuration,\n transitionDelay\n } = window.getComputedStyle(element);\n const floatTransitionDuration = Number.parseFloat(transitionDuration);\n const floatTransitionDelay = Number.parseFloat(transitionDelay);\n\n // Return 0 if element or transition duration is not found\n if (!floatTransitionDuration && !floatTransitionDelay) {\n return 0;\n }\n\n // If multiple durations are defined, take the first\n transitionDuration = transitionDuration.split(',')[0];\n transitionDelay = transitionDelay.split(',')[0];\n return (Number.parseFloat(transitionDuration) + Number.parseFloat(transitionDelay)) * MILLISECONDS_MULTIPLIER;\n};\nconst triggerTransitionEnd = element => {\n element.dispatchEvent(new Event(TRANSITION_END));\n};\nconst isElement = object => {\n if (!object || typeof object !== 'object') {\n return false;\n }\n if (typeof object.jquery !== 'undefined') {\n object = object[0];\n }\n return typeof object.nodeType !== 'undefined';\n};\nconst getElement = object => {\n // it's a jQuery object or a node element\n if (isElement(object)) {\n return object.jquery ? object[0] : object;\n }\n if (typeof object === 'string' && object.length > 0) {\n return document.querySelector(parseSelector(object));\n }\n return null;\n};\nconst isVisible = element => {\n if (!isElement(element) || element.getClientRects().length === 0) {\n return false;\n }\n const elementIsVisible = getComputedStyle(element).getPropertyValue('visibility') === 'visible';\n // Handle `details` element as its content may falsie appear visible when it is closed\n const closedDetails = element.closest('details:not([open])');\n if (!closedDetails) {\n return elementIsVisible;\n }\n if (closedDetails !== element) {\n const summary = element.closest('summary');\n if (summary && summary.parentNode !== closedDetails) {\n return false;\n }\n if (summary === null) {\n return false;\n }\n }\n return elementIsVisible;\n};\nconst isDisabled = element => {\n if (!element || element.nodeType !== Node.ELEMENT_NODE) {\n return true;\n }\n if (element.classList.contains('disabled')) {\n return true;\n }\n if (typeof element.disabled !== 'undefined') {\n return element.disabled;\n }\n return element.hasAttribute('disabled') && element.getAttribute('disabled') !== 'false';\n};\nconst findShadowRoot = element => {\n if (!document.documentElement.attachShadow) {\n return null;\n }\n\n // Can find the shadow root otherwise it'll return the document\n if (typeof element.getRootNode === 'function') {\n const root = element.getRootNode();\n return root instanceof ShadowRoot ? root : null;\n }\n if (element instanceof ShadowRoot) {\n return element;\n }\n\n // when we don't find a shadow root\n if (!element.parentNode) {\n return null;\n }\n return findShadowRoot(element.parentNode);\n};\nconst noop = () => {};\n\n/**\n * Trick to restart an element's animation\n *\n * @param {HTMLElement} element\n * @return void\n *\n * @see https://www.charistheo.io/blog/2021/02/restart-a-css-animation-with-javascript/#restarting-a-css-animation\n */\nconst reflow = element => {\n element.offsetHeight; // eslint-disable-line no-unused-expressions\n};\nconst getjQuery = () => {\n if (window.jQuery && !document.body.hasAttribute('data-bs-no-jquery')) {\n return window.jQuery;\n }\n return null;\n};\nconst DOMContentLoadedCallbacks = [];\nconst onDOMContentLoaded = callback => {\n if (document.readyState === 'loading') {\n // add listener on the first call when the document is in loading state\n if (!DOMContentLoadedCallbacks.length) {\n document.addEventListener('DOMContentLoaded', () => {\n for (const callback of DOMContentLoadedCallbacks) {\n callback();\n }\n });\n }\n DOMContentLoadedCallbacks.push(callback);\n } else {\n callback();\n }\n};\nconst isRTL = () => document.documentElement.dir === 'rtl';\nconst defineJQueryPlugin = plugin => {\n onDOMContentLoaded(() => {\n const $ = getjQuery();\n /* istanbul ignore if */\n if ($) {\n const name = plugin.NAME;\n const JQUERY_NO_CONFLICT = $.fn[name];\n $.fn[name] = plugin.jQueryInterface;\n $.fn[name].Constructor = plugin;\n $.fn[name].noConflict = () => {\n $.fn[name] = JQUERY_NO_CONFLICT;\n return plugin.jQueryInterface;\n };\n }\n });\n};\nconst execute = (possibleCallback, args = [], defaultValue = possibleCallback) => {\n return typeof possibleCallback === 'function' ? possibleCallback(...args) : defaultValue;\n};\nconst executeAfterTransition = (callback, transitionElement, waitForTransition = true) => {\n if (!waitForTransition) {\n execute(callback);\n return;\n }\n const durationPadding = 5;\n const emulatedDuration = getTransitionDurationFromElement(transitionElement) + durationPadding;\n let called = false;\n const handler = ({\n target\n }) => {\n if (target !== transitionElement) {\n return;\n }\n called = true;\n transitionElement.removeEventListener(TRANSITION_END, handler);\n execute(callback);\n };\n transitionElement.addEventListener(TRANSITION_END, handler);\n setTimeout(() => {\n if (!called) {\n triggerTransitionEnd(transitionElement);\n }\n }, emulatedDuration);\n};\n\n/**\n * Return the previous/next element of a list.\n *\n * @param {array} list The list of elements\n * @param activeElement The active element\n * @param shouldGetNext Choose to get next or previous element\n * @param isCycleAllowed\n * @return {Element|elem} The proper element\n */\nconst getNextActiveElement = (list, activeElement, shouldGetNext, isCycleAllowed) => {\n const listLength = list.length;\n let index = list.indexOf(activeElement);\n\n // if the element does not exist in the list return an element\n // depending on the direction and if cycle is allowed\n if (index === -1) {\n return !shouldGetNext && isCycleAllowed ? list[listLength - 1] : list[0];\n }\n index += shouldGetNext ? 1 : -1;\n if (isCycleAllowed) {\n index = (index + listLength) % listLength;\n }\n return list[Math.max(0, Math.min(index, listLength - 1))];\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap dom/event-handler.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst namespaceRegex = /[^.]*(?=\\..*)\\.|.*/;\nconst stripNameRegex = /\\..*/;\nconst stripUidRegex = /::\\d+$/;\nconst eventRegistry = {}; // Events storage\nlet uidEvent = 1;\nconst customEvents = {\n mouseenter: 'mouseover',\n mouseleave: 'mouseout'\n};\nconst nativeEvents = new Set(['click', 'dblclick', 'mouseup', 'mousedown', 'contextmenu', 'mousewheel', 'DOMMouseScroll', 'mouseover', 'mouseout', 'mousemove', 'selectstart', 'selectend', 'keydown', 'keypress', 'keyup', 'orientationchange', 'touchstart', 'touchmove', 'touchend', 'touchcancel', 'pointerdown', 'pointermove', 'pointerup', 'pointerleave', 'pointercancel', 'gesturestart', 'gesturechange', 'gestureend', 'focus', 'blur', 'change', 'reset', 'select', 'submit', 'focusin', 'focusout', 'load', 'unload', 'beforeunload', 'resize', 'move', 'DOMContentLoaded', 'readystatechange', 'error', 'abort', 'scroll']);\n\n/**\n * Private methods\n */\n\nfunction makeEventUid(element, uid) {\n return uid && `${uid}::${uidEvent++}` || element.uidEvent || uidEvent++;\n}\nfunction getElementEvents(element) {\n const uid = makeEventUid(element);\n element.uidEvent = uid;\n eventRegistry[uid] = eventRegistry[uid] || {};\n return eventRegistry[uid];\n}\nfunction bootstrapHandler(element, fn) {\n return function handler(event) {\n hydrateObj(event, {\n delegateTarget: element\n });\n if (handler.oneOff) {\n EventHandler.off(element, event.type, fn);\n }\n return fn.apply(element, [event]);\n };\n}\nfunction bootstrapDelegationHandler(element, selector, fn) {\n return function handler(event) {\n const domElements = element.querySelectorAll(selector);\n for (let {\n target\n } = event; target && target !== this; target = target.parentNode) {\n for (const domElement of domElements) {\n if (domElement !== target) {\n continue;\n }\n hydrateObj(event, {\n delegateTarget: target\n });\n if (handler.oneOff) {\n EventHandler.off(element, event.type, selector, fn);\n }\n return fn.apply(target, [event]);\n }\n }\n };\n}\nfunction findHandler(events, callable, delegationSelector = null) {\n return Object.values(events).find(event => event.callable === callable && event.delegationSelector === delegationSelector);\n}\nfunction normalizeParameters(originalTypeEvent, handler, delegationFunction) {\n const isDelegated = typeof handler === 'string';\n // TODO: tooltip passes `false` instead of selector, so we need to check\n const callable = isDelegated ? delegationFunction : handler || delegationFunction;\n let typeEvent = getTypeEvent(originalTypeEvent);\n if (!nativeEvents.has(typeEvent)) {\n typeEvent = originalTypeEvent;\n }\n return [isDelegated, callable, typeEvent];\n}\nfunction addHandler(element, originalTypeEvent, handler, delegationFunction, oneOff) {\n if (typeof originalTypeEvent !== 'string' || !element) {\n return;\n }\n let [isDelegated, callable, typeEvent] = normalizeParameters(originalTypeEvent, handler, delegationFunction);\n\n // in case of mouseenter or mouseleave wrap the handler within a function that checks for its DOM position\n // this prevents the handler from being dispatched the same way as mouseover or mouseout does\n if (originalTypeEvent in customEvents) {\n const wrapFunction = fn => {\n return function (event) {\n if (!event.relatedTarget || event.relatedTarget !== event.delegateTarget && !event.delegateTarget.contains(event.relatedTarget)) {\n return fn.call(this, event);\n }\n };\n };\n callable = wrapFunction(callable);\n }\n const events = getElementEvents(element);\n const handlers = events[typeEvent] || (events[typeEvent] = {});\n const previousFunction = findHandler(handlers, callable, isDelegated ? handler : null);\n if (previousFunction) {\n previousFunction.oneOff = previousFunction.oneOff && oneOff;\n return;\n }\n const uid = makeEventUid(callable, originalTypeEvent.replace(namespaceRegex, ''));\n const fn = isDelegated ? bootstrapDelegationHandler(element, handler, callable) : bootstrapHandler(element, callable);\n fn.delegationSelector = isDelegated ? handler : null;\n fn.callable = callable;\n fn.oneOff = oneOff;\n fn.uidEvent = uid;\n handlers[uid] = fn;\n element.addEventListener(typeEvent, fn, isDelegated);\n}\nfunction removeHandler(element, events, typeEvent, handler, delegationSelector) {\n const fn = findHandler(events[typeEvent], handler, delegationSelector);\n if (!fn) {\n return;\n }\n element.removeEventListener(typeEvent, fn, Boolean(delegationSelector));\n delete events[typeEvent][fn.uidEvent];\n}\nfunction removeNamespacedHandlers(element, events, typeEvent, namespace) {\n const storeElementEvent = events[typeEvent] || {};\n for (const [handlerKey, event] of Object.entries(storeElementEvent)) {\n if (handlerKey.includes(namespace)) {\n removeHandler(element, events, typeEvent, event.callable, event.delegationSelector);\n }\n }\n}\nfunction getTypeEvent(event) {\n // allow to get the native events from namespaced events ('click.bs.button' --> 'click')\n event = event.replace(stripNameRegex, '');\n return customEvents[event] || event;\n}\nconst EventHandler = {\n on(element, event, handler, delegationFunction) {\n addHandler(element, event, handler, delegationFunction, false);\n },\n one(element, event, handler, delegationFunction) {\n addHandler(element, event, handler, delegationFunction, true);\n },\n off(element, originalTypeEvent, handler, delegationFunction) {\n if (typeof originalTypeEvent !== 'string' || !element) {\n return;\n }\n const [isDelegated, callable, typeEvent] = normalizeParameters(originalTypeEvent, handler, delegationFunction);\n const inNamespace = typeEvent !== originalTypeEvent;\n const events = getElementEvents(element);\n const storeElementEvent = events[typeEvent] || {};\n const isNamespace = originalTypeEvent.startsWith('.');\n if (typeof callable !== 'undefined') {\n // Simplest case: handler is passed, remove that listener ONLY.\n if (!Object.keys(storeElementEvent).length) {\n return;\n }\n removeHandler(element, events, typeEvent, callable, isDelegated ? handler : null);\n return;\n }\n if (isNamespace) {\n for (const elementEvent of Object.keys(events)) {\n removeNamespacedHandlers(element, events, elementEvent, originalTypeEvent.slice(1));\n }\n }\n for (const [keyHandlers, event] of Object.entries(storeElementEvent)) {\n const handlerKey = keyHandlers.replace(stripUidRegex, '');\n if (!inNamespace || originalTypeEvent.includes(handlerKey)) {\n removeHandler(element, events, typeEvent, event.callable, event.delegationSelector);\n }\n }\n },\n trigger(element, event, args) {\n if (typeof event !== 'string' || !element) {\n return null;\n }\n const $ = getjQuery();\n const typeEvent = getTypeEvent(event);\n const inNamespace = event !== typeEvent;\n let jQueryEvent = null;\n let bubbles = true;\n let nativeDispatch = true;\n let defaultPrevented = false;\n if (inNamespace && $) {\n jQueryEvent = $.Event(event, args);\n $(element).trigger(jQueryEvent);\n bubbles = !jQueryEvent.isPropagationStopped();\n nativeDispatch = !jQueryEvent.isImmediatePropagationStopped();\n defaultPrevented = jQueryEvent.isDefaultPrevented();\n }\n const evt = hydrateObj(new Event(event, {\n bubbles,\n cancelable: true\n }), args);\n if (defaultPrevented) {\n evt.preventDefault();\n }\n if (nativeDispatch) {\n element.dispatchEvent(evt);\n }\n if (evt.defaultPrevented && jQueryEvent) {\n jQueryEvent.preventDefault();\n }\n return evt;\n }\n};\nfunction hydrateObj(obj, meta = {}) {\n for (const [key, value] of Object.entries(meta)) {\n try {\n obj[key] = value;\n } catch (_unused) {\n Object.defineProperty(obj, key, {\n configurable: true,\n get() {\n return value;\n }\n });\n }\n }\n return obj;\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap dom/manipulator.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nfunction normalizeData(value) {\n if (value === 'true') {\n return true;\n }\n if (value === 'false') {\n return false;\n }\n if (value === Number(value).toString()) {\n return Number(value);\n }\n if (value === '' || value === 'null') {\n return null;\n }\n if (typeof value !== 'string') {\n return value;\n }\n try {\n return JSON.parse(decodeURIComponent(value));\n } catch (_unused) {\n return value;\n }\n}\nfunction normalizeDataKey(key) {\n return key.replace(/[A-Z]/g, chr => `-${chr.toLowerCase()}`);\n}\nconst Manipulator = {\n setDataAttribute(element, key, value) {\n element.setAttribute(`data-bs-${normalizeDataKey(key)}`, value);\n },\n removeDataAttribute(element, key) {\n element.removeAttribute(`data-bs-${normalizeDataKey(key)}`);\n },\n getDataAttributes(element) {\n if (!element) {\n return {};\n }\n const attributes = {};\n const bsKeys = Object.keys(element.dataset).filter(key => key.startsWith('bs') && !key.startsWith('bsConfig'));\n for (const key of bsKeys) {\n let pureKey = key.replace(/^bs/, '');\n pureKey = pureKey.charAt(0).toLowerCase() + pureKey.slice(1, pureKey.length);\n attributes[pureKey] = normalizeData(element.dataset[key]);\n }\n return attributes;\n },\n getDataAttribute(element, key) {\n return normalizeData(element.getAttribute(`data-bs-${normalizeDataKey(key)}`));\n }\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/config.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Class definition\n */\n\nclass Config {\n // Getters\n static get Default() {\n return {};\n }\n static get DefaultType() {\n return {};\n }\n static get NAME() {\n throw new Error('You have to implement the static method \"NAME\", for each component!');\n }\n _getConfig(config) {\n config = this._mergeConfigObj(config);\n config = this._configAfterMerge(config);\n this._typeCheckConfig(config);\n return config;\n }\n _configAfterMerge(config) {\n return config;\n }\n _mergeConfigObj(config, element) {\n const jsonConfig = isElement(element) ? Manipulator.getDataAttribute(element, 'config') : {}; // try to parse\n\n return {\n ...this.constructor.Default,\n ...(typeof jsonConfig === 'object' ? jsonConfig : {}),\n ...(isElement(element) ? Manipulator.getDataAttributes(element) : {}),\n ...(typeof config === 'object' ? config : {})\n };\n }\n _typeCheckConfig(config, configTypes = this.constructor.DefaultType) {\n for (const [property, expectedTypes] of Object.entries(configTypes)) {\n const value = config[property];\n const valueType = isElement(value) ? 'element' : toType(value);\n if (!new RegExp(expectedTypes).test(valueType)) {\n throw new TypeError(`${this.constructor.NAME.toUpperCase()}: Option \"${property}\" provided type \"${valueType}\" but expected type \"${expectedTypes}\".`);\n }\n }\n }\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap base-component.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst VERSION = '5.3.3';\n\n/**\n * Class definition\n */\n\nclass BaseComponent extends Config {\n constructor(element, config) {\n super();\n element = getElement(element);\n if (!element) {\n return;\n }\n this._element = element;\n this._config = this._getConfig(config);\n Data.set(this._element, this.constructor.DATA_KEY, this);\n }\n\n // Public\n dispose() {\n Data.remove(this._element, this.constructor.DATA_KEY);\n EventHandler.off(this._element, this.constructor.EVENT_KEY);\n for (const propertyName of Object.getOwnPropertyNames(this)) {\n this[propertyName] = null;\n }\n }\n _queueCallback(callback, element, isAnimated = true) {\n executeAfterTransition(callback, element, isAnimated);\n }\n _getConfig(config) {\n config = this._mergeConfigObj(config, this._element);\n config = this._configAfterMerge(config);\n this._typeCheckConfig(config);\n return config;\n }\n\n // Static\n static getInstance(element) {\n return Data.get(getElement(element), this.DATA_KEY);\n }\n static getOrCreateInstance(element, config = {}) {\n return this.getInstance(element) || new this(element, typeof config === 'object' ? config : null);\n }\n static get VERSION() {\n return VERSION;\n }\n static get DATA_KEY() {\n return `bs.${this.NAME}`;\n }\n static get EVENT_KEY() {\n return `.${this.DATA_KEY}`;\n }\n static eventName(name) {\n return `${name}${this.EVENT_KEY}`;\n }\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap dom/selector-engine.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nconst getSelector = element => {\n let selector = element.getAttribute('data-bs-target');\n if (!selector || selector === '#') {\n let hrefAttribute = element.getAttribute('href');\n\n // The only valid content that could double as a selector are IDs or classes,\n // so everything starting with `#` or `.`. If a \"real\" URL is used as the selector,\n // `document.querySelector` will rightfully complain it is invalid.\n // See https://github.com/twbs/bootstrap/issues/32273\n if (!hrefAttribute || !hrefAttribute.includes('#') && !hrefAttribute.startsWith('.')) {\n return null;\n }\n\n // Just in case some CMS puts out a full URL with the anchor appended\n if (hrefAttribute.includes('#') && !hrefAttribute.startsWith('#')) {\n hrefAttribute = `#${hrefAttribute.split('#')[1]}`;\n }\n selector = hrefAttribute && hrefAttribute !== '#' ? hrefAttribute.trim() : null;\n }\n return selector ? selector.split(',').map(sel => parseSelector(sel)).join(',') : null;\n};\nconst SelectorEngine = {\n find(selector, element = document.documentElement) {\n return [].concat(...Element.prototype.querySelectorAll.call(element, selector));\n },\n findOne(selector, element = document.documentElement) {\n return Element.prototype.querySelector.call(element, selector);\n },\n children(element, selector) {\n return [].concat(...element.children).filter(child => child.matches(selector));\n },\n parents(element, selector) {\n const parents = [];\n let ancestor = element.parentNode.closest(selector);\n while (ancestor) {\n parents.push(ancestor);\n ancestor = ancestor.parentNode.closest(selector);\n }\n return parents;\n },\n prev(element, selector) {\n let previous = element.previousElementSibling;\n while (previous) {\n if (previous.matches(selector)) {\n return [previous];\n }\n previous = previous.previousElementSibling;\n }\n return [];\n },\n // TODO: this is now unused; remove later along with prev()\n next(element, selector) {\n let next = element.nextElementSibling;\n while (next) {\n if (next.matches(selector)) {\n return [next];\n }\n next = next.nextElementSibling;\n }\n return [];\n },\n focusableChildren(element) {\n const focusables = ['a', 'button', 'input', 'textarea', 'select', 'details', '[tabindex]', '[contenteditable=\"true\"]'].map(selector => `${selector}:not([tabindex^=\"-\"])`).join(',');\n return this.find(focusables, element).filter(el => !isDisabled(el) && isVisible(el));\n },\n getSelectorFromElement(element) {\n const selector = getSelector(element);\n if (selector) {\n return SelectorEngine.findOne(selector) ? selector : null;\n }\n return null;\n },\n getElementFromSelector(element) {\n const selector = getSelector(element);\n return selector ? SelectorEngine.findOne(selector) : null;\n },\n getMultipleElementsFromSelector(element) {\n const selector = getSelector(element);\n return selector ? SelectorEngine.find(selector) : [];\n }\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/component-functions.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nconst enableDismissTrigger = (component, method = 'hide') => {\n const clickEvent = `click.dismiss${component.EVENT_KEY}`;\n const name = component.NAME;\n EventHandler.on(document, clickEvent, `[data-bs-dismiss=\"${name}\"]`, function (event) {\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault();\n }\n if (isDisabled(this)) {\n return;\n }\n const target = SelectorEngine.getElementFromSelector(this) || this.closest(`.${name}`);\n const instance = component.getOrCreateInstance(target);\n\n // Method argument is left, for Alert and only, as it doesn't implement the 'hide' method\n instance[method]();\n });\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap alert.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$f = 'alert';\nconst DATA_KEY$a = 'bs.alert';\nconst EVENT_KEY$b = `.${DATA_KEY$a}`;\nconst EVENT_CLOSE = `close${EVENT_KEY$b}`;\nconst EVENT_CLOSED = `closed${EVENT_KEY$b}`;\nconst CLASS_NAME_FADE$5 = 'fade';\nconst CLASS_NAME_SHOW$8 = 'show';\n\n/**\n * Class definition\n */\n\nclass Alert extends BaseComponent {\n // Getters\n static get NAME() {\n return NAME$f;\n }\n\n // Public\n close() {\n const closeEvent = EventHandler.trigger(this._element, EVENT_CLOSE);\n if (closeEvent.defaultPrevented) {\n return;\n }\n this._element.classList.remove(CLASS_NAME_SHOW$8);\n const isAnimated = this._element.classList.contains(CLASS_NAME_FADE$5);\n this._queueCallback(() => this._destroyElement(), this._element, isAnimated);\n }\n\n // Private\n _destroyElement() {\n this._element.remove();\n EventHandler.trigger(this._element, EVENT_CLOSED);\n this.dispose();\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Alert.getOrCreateInstance(this);\n if (typeof config !== 'string') {\n return;\n }\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n data[config](this);\n });\n }\n}\n\n/**\n * Data API implementation\n */\n\nenableDismissTrigger(Alert, 'close');\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Alert);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap button.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$e = 'button';\nconst DATA_KEY$9 = 'bs.button';\nconst EVENT_KEY$a = `.${DATA_KEY$9}`;\nconst DATA_API_KEY$6 = '.data-api';\nconst CLASS_NAME_ACTIVE$3 = 'active';\nconst SELECTOR_DATA_TOGGLE$5 = '[data-bs-toggle=\"button\"]';\nconst EVENT_CLICK_DATA_API$6 = `click${EVENT_KEY$a}${DATA_API_KEY$6}`;\n\n/**\n * Class definition\n */\n\nclass Button extends BaseComponent {\n // Getters\n static get NAME() {\n return NAME$e;\n }\n\n // Public\n toggle() {\n // Toggle class and sync the `aria-pressed` attribute with the return value of the `.toggle()` method\n this._element.setAttribute('aria-pressed', this._element.classList.toggle(CLASS_NAME_ACTIVE$3));\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Button.getOrCreateInstance(this);\n if (config === 'toggle') {\n data[config]();\n }\n });\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$6, SELECTOR_DATA_TOGGLE$5, event => {\n event.preventDefault();\n const button = event.target.closest(SELECTOR_DATA_TOGGLE$5);\n const data = Button.getOrCreateInstance(button);\n data.toggle();\n});\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Button);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/swipe.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$d = 'swipe';\nconst EVENT_KEY$9 = '.bs.swipe';\nconst EVENT_TOUCHSTART = `touchstart${EVENT_KEY$9}`;\nconst EVENT_TOUCHMOVE = `touchmove${EVENT_KEY$9}`;\nconst EVENT_TOUCHEND = `touchend${EVENT_KEY$9}`;\nconst EVENT_POINTERDOWN = `pointerdown${EVENT_KEY$9}`;\nconst EVENT_POINTERUP = `pointerup${EVENT_KEY$9}`;\nconst POINTER_TYPE_TOUCH = 'touch';\nconst POINTER_TYPE_PEN = 'pen';\nconst CLASS_NAME_POINTER_EVENT = 'pointer-event';\nconst SWIPE_THRESHOLD = 40;\nconst Default$c = {\n endCallback: null,\n leftCallback: null,\n rightCallback: null\n};\nconst DefaultType$c = {\n endCallback: '(function|null)',\n leftCallback: '(function|null)',\n rightCallback: '(function|null)'\n};\n\n/**\n * Class definition\n */\n\nclass Swipe extends Config {\n constructor(element, config) {\n super();\n this._element = element;\n if (!element || !Swipe.isSupported()) {\n return;\n }\n this._config = this._getConfig(config);\n this._deltaX = 0;\n this._supportPointerEvents = Boolean(window.PointerEvent);\n this._initEvents();\n }\n\n // Getters\n static get Default() {\n return Default$c;\n }\n static get DefaultType() {\n return DefaultType$c;\n }\n static get NAME() {\n return NAME$d;\n }\n\n // Public\n dispose() {\n EventHandler.off(this._element, EVENT_KEY$9);\n }\n\n // Private\n _start(event) {\n if (!this._supportPointerEvents) {\n this._deltaX = event.touches[0].clientX;\n return;\n }\n if (this._eventIsPointerPenTouch(event)) {\n this._deltaX = event.clientX;\n }\n }\n _end(event) {\n if (this._eventIsPointerPenTouch(event)) {\n this._deltaX = event.clientX - this._deltaX;\n }\n this._handleSwipe();\n execute(this._config.endCallback);\n }\n _move(event) {\n this._deltaX = event.touches && event.touches.length > 1 ? 0 : event.touches[0].clientX - this._deltaX;\n }\n _handleSwipe() {\n const absDeltaX = Math.abs(this._deltaX);\n if (absDeltaX <= SWIPE_THRESHOLD) {\n return;\n }\n const direction = absDeltaX / this._deltaX;\n this._deltaX = 0;\n if (!direction) {\n return;\n }\n execute(direction > 0 ? this._config.rightCallback : this._config.leftCallback);\n }\n _initEvents() {\n if (this._supportPointerEvents) {\n EventHandler.on(this._element, EVENT_POINTERDOWN, event => this._start(event));\n EventHandler.on(this._element, EVENT_POINTERUP, event => this._end(event));\n this._element.classList.add(CLASS_NAME_POINTER_EVENT);\n } else {\n EventHandler.on(this._element, EVENT_TOUCHSTART, event => this._start(event));\n EventHandler.on(this._element, EVENT_TOUCHMOVE, event => this._move(event));\n EventHandler.on(this._element, EVENT_TOUCHEND, event => this._end(event));\n }\n }\n _eventIsPointerPenTouch(event) {\n return this._supportPointerEvents && (event.pointerType === POINTER_TYPE_PEN || event.pointerType === POINTER_TYPE_TOUCH);\n }\n\n // Static\n static isSupported() {\n return 'ontouchstart' in document.documentElement || navigator.maxTouchPoints > 0;\n }\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap carousel.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$c = 'carousel';\nconst DATA_KEY$8 = 'bs.carousel';\nconst EVENT_KEY$8 = `.${DATA_KEY$8}`;\nconst DATA_API_KEY$5 = '.data-api';\nconst ARROW_LEFT_KEY$1 = 'ArrowLeft';\nconst ARROW_RIGHT_KEY$1 = 'ArrowRight';\nconst TOUCHEVENT_COMPAT_WAIT = 500; // Time for mouse compat events to fire after touch\n\nconst ORDER_NEXT = 'next';\nconst ORDER_PREV = 'prev';\nconst DIRECTION_LEFT = 'left';\nconst DIRECTION_RIGHT = 'right';\nconst EVENT_SLIDE = `slide${EVENT_KEY$8}`;\nconst EVENT_SLID = `slid${EVENT_KEY$8}`;\nconst EVENT_KEYDOWN$1 = `keydown${EVENT_KEY$8}`;\nconst EVENT_MOUSEENTER$1 = `mouseenter${EVENT_KEY$8}`;\nconst EVENT_MOUSELEAVE$1 = `mouseleave${EVENT_KEY$8}`;\nconst EVENT_DRAG_START = `dragstart${EVENT_KEY$8}`;\nconst EVENT_LOAD_DATA_API$3 = `load${EVENT_KEY$8}${DATA_API_KEY$5}`;\nconst EVENT_CLICK_DATA_API$5 = `click${EVENT_KEY$8}${DATA_API_KEY$5}`;\nconst CLASS_NAME_CAROUSEL = 'carousel';\nconst CLASS_NAME_ACTIVE$2 = 'active';\nconst CLASS_NAME_SLIDE = 'slide';\nconst CLASS_NAME_END = 'carousel-item-end';\nconst CLASS_NAME_START = 'carousel-item-start';\nconst CLASS_NAME_NEXT = 'carousel-item-next';\nconst CLASS_NAME_PREV = 'carousel-item-prev';\nconst SELECTOR_ACTIVE = '.active';\nconst SELECTOR_ITEM = '.carousel-item';\nconst SELECTOR_ACTIVE_ITEM = SELECTOR_ACTIVE + SELECTOR_ITEM;\nconst SELECTOR_ITEM_IMG = '.carousel-item img';\nconst SELECTOR_INDICATORS = '.carousel-indicators';\nconst SELECTOR_DATA_SLIDE = '[data-bs-slide], [data-bs-slide-to]';\nconst SELECTOR_DATA_RIDE = '[data-bs-ride=\"carousel\"]';\nconst KEY_TO_DIRECTION = {\n [ARROW_LEFT_KEY$1]: DIRECTION_RIGHT,\n [ARROW_RIGHT_KEY$1]: DIRECTION_LEFT\n};\nconst Default$b = {\n interval: 5000,\n keyboard: true,\n pause: 'hover',\n ride: false,\n touch: true,\n wrap: true\n};\nconst DefaultType$b = {\n interval: '(number|boolean)',\n // TODO:v6 remove boolean support\n keyboard: 'boolean',\n pause: '(string|boolean)',\n ride: '(boolean|string)',\n touch: 'boolean',\n wrap: 'boolean'\n};\n\n/**\n * Class definition\n */\n\nclass Carousel extends BaseComponent {\n constructor(element, config) {\n super(element, config);\n this._interval = null;\n this._activeElement = null;\n this._isSliding = false;\n this.touchTimeout = null;\n this._swipeHelper = null;\n this._indicatorsElement = SelectorEngine.findOne(SELECTOR_INDICATORS, this._element);\n this._addEventListeners();\n if (this._config.ride === CLASS_NAME_CAROUSEL) {\n this.cycle();\n }\n }\n\n // Getters\n static get Default() {\n return Default$b;\n }\n static get DefaultType() {\n return DefaultType$b;\n }\n static get NAME() {\n return NAME$c;\n }\n\n // Public\n next() {\n this._slide(ORDER_NEXT);\n }\n nextWhenVisible() {\n // FIXME TODO use `document.visibilityState`\n // Don't call next when the page isn't visible\n // or the carousel or its parent isn't visible\n if (!document.hidden && isVisible(this._element)) {\n this.next();\n }\n }\n prev() {\n this._slide(ORDER_PREV);\n }\n pause() {\n if (this._isSliding) {\n triggerTransitionEnd(this._element);\n }\n this._clearInterval();\n }\n cycle() {\n this._clearInterval();\n this._updateInterval();\n this._interval = setInterval(() => this.nextWhenVisible(), this._config.interval);\n }\n _maybeEnableCycle() {\n if (!this._config.ride) {\n return;\n }\n if (this._isSliding) {\n EventHandler.one(this._element, EVENT_SLID, () => this.cycle());\n return;\n }\n this.cycle();\n }\n to(index) {\n const items = this._getItems();\n if (index > items.length - 1 || index < 0) {\n return;\n }\n if (this._isSliding) {\n EventHandler.one(this._element, EVENT_SLID, () => this.to(index));\n return;\n }\n const activeIndex = this._getItemIndex(this._getActive());\n if (activeIndex === index) {\n return;\n }\n const order = index > activeIndex ? ORDER_NEXT : ORDER_PREV;\n this._slide(order, items[index]);\n }\n dispose() {\n if (this._swipeHelper) {\n this._swipeHelper.dispose();\n }\n super.dispose();\n }\n\n // Private\n _configAfterMerge(config) {\n config.defaultInterval = config.interval;\n return config;\n }\n _addEventListeners() {\n if (this._config.keyboard) {\n EventHandler.on(this._element, EVENT_KEYDOWN$1, event => this._keydown(event));\n }\n if (this._config.pause === 'hover') {\n EventHandler.on(this._element, EVENT_MOUSEENTER$1, () => this.pause());\n EventHandler.on(this._element, EVENT_MOUSELEAVE$1, () => this._maybeEnableCycle());\n }\n if (this._config.touch && Swipe.isSupported()) {\n this._addTouchEventListeners();\n }\n }\n _addTouchEventListeners() {\n for (const img of SelectorEngine.find(SELECTOR_ITEM_IMG, this._element)) {\n EventHandler.on(img, EVENT_DRAG_START, event => event.preventDefault());\n }\n const endCallBack = () => {\n if (this._config.pause !== 'hover') {\n return;\n }\n\n // If it's a touch-enabled device, mouseenter/leave are fired as\n // part of the mouse compatibility events on first tap - the carousel\n // would stop cycling until user tapped out of it;\n // here, we listen for touchend, explicitly pause the carousel\n // (as if it's the second time we tap on it, mouseenter compat event\n // is NOT fired) and after a timeout (to allow for mouse compatibility\n // events to fire) we explicitly restart cycling\n\n this.pause();\n if (this.touchTimeout) {\n clearTimeout(this.touchTimeout);\n }\n this.touchTimeout = setTimeout(() => this._maybeEnableCycle(), TOUCHEVENT_COMPAT_WAIT + this._config.interval);\n };\n const swipeConfig = {\n leftCallback: () => this._slide(this._directionToOrder(DIRECTION_LEFT)),\n rightCallback: () => this._slide(this._directionToOrder(DIRECTION_RIGHT)),\n endCallback: endCallBack\n };\n this._swipeHelper = new Swipe(this._element, swipeConfig);\n }\n _keydown(event) {\n if (/input|textarea/i.test(event.target.tagName)) {\n return;\n }\n const direction = KEY_TO_DIRECTION[event.key];\n if (direction) {\n event.preventDefault();\n this._slide(this._directionToOrder(direction));\n }\n }\n _getItemIndex(element) {\n return this._getItems().indexOf(element);\n }\n _setActiveIndicatorElement(index) {\n if (!this._indicatorsElement) {\n return;\n }\n const activeIndicator = SelectorEngine.findOne(SELECTOR_ACTIVE, this._indicatorsElement);\n activeIndicator.classList.remove(CLASS_NAME_ACTIVE$2);\n activeIndicator.removeAttribute('aria-current');\n const newActiveIndicator = SelectorEngine.findOne(`[data-bs-slide-to=\"${index}\"]`, this._indicatorsElement);\n if (newActiveIndicator) {\n newActiveIndicator.classList.add(CLASS_NAME_ACTIVE$2);\n newActiveIndicator.setAttribute('aria-current', 'true');\n }\n }\n _updateInterval() {\n const element = this._activeElement || this._getActive();\n if (!element) {\n return;\n }\n const elementInterval = Number.parseInt(element.getAttribute('data-bs-interval'), 10);\n this._config.interval = elementInterval || this._config.defaultInterval;\n }\n _slide(order, element = null) {\n if (this._isSliding) {\n return;\n }\n const activeElement = this._getActive();\n const isNext = order === ORDER_NEXT;\n const nextElement = element || getNextActiveElement(this._getItems(), activeElement, isNext, this._config.wrap);\n if (nextElement === activeElement) {\n return;\n }\n const nextElementIndex = this._getItemIndex(nextElement);\n const triggerEvent = eventName => {\n return EventHandler.trigger(this._element, eventName, {\n relatedTarget: nextElement,\n direction: this._orderToDirection(order),\n from: this._getItemIndex(activeElement),\n to: nextElementIndex\n });\n };\n const slideEvent = triggerEvent(EVENT_SLIDE);\n if (slideEvent.defaultPrevented) {\n return;\n }\n if (!activeElement || !nextElement) {\n // Some weirdness is happening, so we bail\n // TODO: change tests that use empty divs to avoid this check\n return;\n }\n const isCycling = Boolean(this._interval);\n this.pause();\n this._isSliding = true;\n this._setActiveIndicatorElement(nextElementIndex);\n this._activeElement = nextElement;\n const directionalClassName = isNext ? CLASS_NAME_START : CLASS_NAME_END;\n const orderClassName = isNext ? CLASS_NAME_NEXT : CLASS_NAME_PREV;\n nextElement.classList.add(orderClassName);\n reflow(nextElement);\n activeElement.classList.add(directionalClassName);\n nextElement.classList.add(directionalClassName);\n const completeCallBack = () => {\n nextElement.classList.remove(directionalClassName, orderClassName);\n nextElement.classList.add(CLASS_NAME_ACTIVE$2);\n activeElement.classList.remove(CLASS_NAME_ACTIVE$2, orderClassName, directionalClassName);\n this._isSliding = false;\n triggerEvent(EVENT_SLID);\n };\n this._queueCallback(completeCallBack, activeElement, this._isAnimated());\n if (isCycling) {\n this.cycle();\n }\n }\n _isAnimated() {\n return this._element.classList.contains(CLASS_NAME_SLIDE);\n }\n _getActive() {\n return SelectorEngine.findOne(SELECTOR_ACTIVE_ITEM, this._element);\n }\n _getItems() {\n return SelectorEngine.find(SELECTOR_ITEM, this._element);\n }\n _clearInterval() {\n if (this._interval) {\n clearInterval(this._interval);\n this._interval = null;\n }\n }\n _directionToOrder(direction) {\n if (isRTL()) {\n return direction === DIRECTION_LEFT ? ORDER_PREV : ORDER_NEXT;\n }\n return direction === DIRECTION_LEFT ? ORDER_NEXT : ORDER_PREV;\n }\n _orderToDirection(order) {\n if (isRTL()) {\n return order === ORDER_PREV ? DIRECTION_LEFT : DIRECTION_RIGHT;\n }\n return order === ORDER_PREV ? DIRECTION_RIGHT : DIRECTION_LEFT;\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Carousel.getOrCreateInstance(this, config);\n if (typeof config === 'number') {\n data.to(config);\n return;\n }\n if (typeof config === 'string') {\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n data[config]();\n }\n });\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$5, SELECTOR_DATA_SLIDE, function (event) {\n const target = SelectorEngine.getElementFromSelector(this);\n if (!target || !target.classList.contains(CLASS_NAME_CAROUSEL)) {\n return;\n }\n event.preventDefault();\n const carousel = Carousel.getOrCreateInstance(target);\n const slideIndex = this.getAttribute('data-bs-slide-to');\n if (slideIndex) {\n carousel.to(slideIndex);\n carousel._maybeEnableCycle();\n return;\n }\n if (Manipulator.getDataAttribute(this, 'slide') === 'next') {\n carousel.next();\n carousel._maybeEnableCycle();\n return;\n }\n carousel.prev();\n carousel._maybeEnableCycle();\n});\nEventHandler.on(window, EVENT_LOAD_DATA_API$3, () => {\n const carousels = SelectorEngine.find(SELECTOR_DATA_RIDE);\n for (const carousel of carousels) {\n Carousel.getOrCreateInstance(carousel);\n }\n});\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Carousel);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap collapse.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$b = 'collapse';\nconst DATA_KEY$7 = 'bs.collapse';\nconst EVENT_KEY$7 = `.${DATA_KEY$7}`;\nconst DATA_API_KEY$4 = '.data-api';\nconst EVENT_SHOW$6 = `show${EVENT_KEY$7}`;\nconst EVENT_SHOWN$6 = `shown${EVENT_KEY$7}`;\nconst EVENT_HIDE$6 = `hide${EVENT_KEY$7}`;\nconst EVENT_HIDDEN$6 = `hidden${EVENT_KEY$7}`;\nconst EVENT_CLICK_DATA_API$4 = `click${EVENT_KEY$7}${DATA_API_KEY$4}`;\nconst CLASS_NAME_SHOW$7 = 'show';\nconst CLASS_NAME_COLLAPSE = 'collapse';\nconst CLASS_NAME_COLLAPSING = 'collapsing';\nconst CLASS_NAME_COLLAPSED = 'collapsed';\nconst CLASS_NAME_DEEPER_CHILDREN = `:scope .${CLASS_NAME_COLLAPSE} .${CLASS_NAME_COLLAPSE}`;\nconst CLASS_NAME_HORIZONTAL = 'collapse-horizontal';\nconst WIDTH = 'width';\nconst HEIGHT = 'height';\nconst SELECTOR_ACTIVES = '.collapse.show, .collapse.collapsing';\nconst SELECTOR_DATA_TOGGLE$4 = '[data-bs-toggle=\"collapse\"]';\nconst Default$a = {\n parent: null,\n toggle: true\n};\nconst DefaultType$a = {\n parent: '(null|element)',\n toggle: 'boolean'\n};\n\n/**\n * Class definition\n */\n\nclass Collapse extends BaseComponent {\n constructor(element, config) {\n super(element, config);\n this._isTransitioning = false;\n this._triggerArray = [];\n const toggleList = SelectorEngine.find(SELECTOR_DATA_TOGGLE$4);\n for (const elem of toggleList) {\n const selector = SelectorEngine.getSelectorFromElement(elem);\n const filterElement = SelectorEngine.find(selector).filter(foundElement => foundElement === this._element);\n if (selector !== null && filterElement.length) {\n this._triggerArray.push(elem);\n }\n }\n this._initializeChildren();\n if (!this._config.parent) {\n this._addAriaAndCollapsedClass(this._triggerArray, this._isShown());\n }\n if (this._config.toggle) {\n this.toggle();\n }\n }\n\n // Getters\n static get Default() {\n return Default$a;\n }\n static get DefaultType() {\n return DefaultType$a;\n }\n static get NAME() {\n return NAME$b;\n }\n\n // Public\n toggle() {\n if (this._isShown()) {\n this.hide();\n } else {\n this.show();\n }\n }\n show() {\n if (this._isTransitioning || this._isShown()) {\n return;\n }\n let activeChildren = [];\n\n // find active children\n if (this._config.parent) {\n activeChildren = this._getFirstLevelChildren(SELECTOR_ACTIVES).filter(element => element !== this._element).map(element => Collapse.getOrCreateInstance(element, {\n toggle: false\n }));\n }\n if (activeChildren.length && activeChildren[0]._isTransitioning) {\n return;\n }\n const startEvent = EventHandler.trigger(this._element, EVENT_SHOW$6);\n if (startEvent.defaultPrevented) {\n return;\n }\n for (const activeInstance of activeChildren) {\n activeInstance.hide();\n }\n const dimension = this._getDimension();\n this._element.classList.remove(CLASS_NAME_COLLAPSE);\n this._element.classList.add(CLASS_NAME_COLLAPSING);\n this._element.style[dimension] = 0;\n this._addAriaAndCollapsedClass(this._triggerArray, true);\n this._isTransitioning = true;\n const complete = () => {\n this._isTransitioning = false;\n this._element.classList.remove(CLASS_NAME_COLLAPSING);\n this._element.classList.add(CLASS_NAME_COLLAPSE, CLASS_NAME_SHOW$7);\n this._element.style[dimension] = '';\n EventHandler.trigger(this._element, EVENT_SHOWN$6);\n };\n const capitalizedDimension = dimension[0].toUpperCase() + dimension.slice(1);\n const scrollSize = `scroll${capitalizedDimension}`;\n this._queueCallback(complete, this._element, true);\n this._element.style[dimension] = `${this._element[scrollSize]}px`;\n }\n hide() {\n if (this._isTransitioning || !this._isShown()) {\n return;\n }\n const startEvent = EventHandler.trigger(this._element, EVENT_HIDE$6);\n if (startEvent.defaultPrevented) {\n return;\n }\n const dimension = this._getDimension();\n this._element.style[dimension] = `${this._element.getBoundingClientRect()[dimension]}px`;\n reflow(this._element);\n this._element.classList.add(CLASS_NAME_COLLAPSING);\n this._element.classList.remove(CLASS_NAME_COLLAPSE, CLASS_NAME_SHOW$7);\n for (const trigger of this._triggerArray) {\n const element = SelectorEngine.getElementFromSelector(trigger);\n if (element && !this._isShown(element)) {\n this._addAriaAndCollapsedClass([trigger], false);\n }\n }\n this._isTransitioning = true;\n const complete = () => {\n this._isTransitioning = false;\n this._element.classList.remove(CLASS_NAME_COLLAPSING);\n this._element.classList.add(CLASS_NAME_COLLAPSE);\n EventHandler.trigger(this._element, EVENT_HIDDEN$6);\n };\n this._element.style[dimension] = '';\n this._queueCallback(complete, this._element, true);\n }\n _isShown(element = this._element) {\n return element.classList.contains(CLASS_NAME_SHOW$7);\n }\n\n // Private\n _configAfterMerge(config) {\n config.toggle = Boolean(config.toggle); // Coerce string values\n config.parent = getElement(config.parent);\n return config;\n }\n _getDimension() {\n return this._element.classList.contains(CLASS_NAME_HORIZONTAL) ? WIDTH : HEIGHT;\n }\n _initializeChildren() {\n if (!this._config.parent) {\n return;\n }\n const children = this._getFirstLevelChildren(SELECTOR_DATA_TOGGLE$4);\n for (const element of children) {\n const selected = SelectorEngine.getElementFromSelector(element);\n if (selected) {\n this._addAriaAndCollapsedClass([element], this._isShown(selected));\n }\n }\n }\n _getFirstLevelChildren(selector) {\n const children = SelectorEngine.find(CLASS_NAME_DEEPER_CHILDREN, this._config.parent);\n // remove children if greater depth\n return SelectorEngine.find(selector, this._config.parent).filter(element => !children.includes(element));\n }\n _addAriaAndCollapsedClass(triggerArray, isOpen) {\n if (!triggerArray.length) {\n return;\n }\n for (const element of triggerArray) {\n element.classList.toggle(CLASS_NAME_COLLAPSED, !isOpen);\n element.setAttribute('aria-expanded', isOpen);\n }\n }\n\n // Static\n static jQueryInterface(config) {\n const _config = {};\n if (typeof config === 'string' && /show|hide/.test(config)) {\n _config.toggle = false;\n }\n return this.each(function () {\n const data = Collapse.getOrCreateInstance(this, _config);\n if (typeof config === 'string') {\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n data[config]();\n }\n });\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$4, SELECTOR_DATA_TOGGLE$4, function (event) {\n // preventDefault only for elements (which change the URL) not inside the collapsible element\n if (event.target.tagName === 'A' || event.delegateTarget && event.delegateTarget.tagName === 'A') {\n event.preventDefault();\n }\n for (const element of SelectorEngine.getMultipleElementsFromSelector(this)) {\n Collapse.getOrCreateInstance(element, {\n toggle: false\n }).toggle();\n }\n});\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Collapse);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap dropdown.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$a = 'dropdown';\nconst DATA_KEY$6 = 'bs.dropdown';\nconst EVENT_KEY$6 = `.${DATA_KEY$6}`;\nconst DATA_API_KEY$3 = '.data-api';\nconst ESCAPE_KEY$2 = 'Escape';\nconst TAB_KEY$1 = 'Tab';\nconst ARROW_UP_KEY$1 = 'ArrowUp';\nconst ARROW_DOWN_KEY$1 = 'ArrowDown';\nconst RIGHT_MOUSE_BUTTON = 2; // MouseEvent.button value for the secondary button, usually the right button\n\nconst EVENT_HIDE$5 = `hide${EVENT_KEY$6}`;\nconst EVENT_HIDDEN$5 = `hidden${EVENT_KEY$6}`;\nconst EVENT_SHOW$5 = `show${EVENT_KEY$6}`;\nconst EVENT_SHOWN$5 = `shown${EVENT_KEY$6}`;\nconst EVENT_CLICK_DATA_API$3 = `click${EVENT_KEY$6}${DATA_API_KEY$3}`;\nconst EVENT_KEYDOWN_DATA_API = `keydown${EVENT_KEY$6}${DATA_API_KEY$3}`;\nconst EVENT_KEYUP_DATA_API = `keyup${EVENT_KEY$6}${DATA_API_KEY$3}`;\nconst CLASS_NAME_SHOW$6 = 'show';\nconst CLASS_NAME_DROPUP = 'dropup';\nconst CLASS_NAME_DROPEND = 'dropend';\nconst CLASS_NAME_DROPSTART = 'dropstart';\nconst CLASS_NAME_DROPUP_CENTER = 'dropup-center';\nconst CLASS_NAME_DROPDOWN_CENTER = 'dropdown-center';\nconst SELECTOR_DATA_TOGGLE$3 = '[data-bs-toggle=\"dropdown\"]:not(.disabled):not(:disabled)';\nconst SELECTOR_DATA_TOGGLE_SHOWN = `${SELECTOR_DATA_TOGGLE$3}.${CLASS_NAME_SHOW$6}`;\nconst SELECTOR_MENU = '.dropdown-menu';\nconst SELECTOR_NAVBAR = '.navbar';\nconst SELECTOR_NAVBAR_NAV = '.navbar-nav';\nconst SELECTOR_VISIBLE_ITEMS = '.dropdown-menu .dropdown-item:not(.disabled):not(:disabled)';\nconst PLACEMENT_TOP = isRTL() ? 'top-end' : 'top-start';\nconst PLACEMENT_TOPEND = isRTL() ? 'top-start' : 'top-end';\nconst PLACEMENT_BOTTOM = isRTL() ? 'bottom-end' : 'bottom-start';\nconst PLACEMENT_BOTTOMEND = isRTL() ? 'bottom-start' : 'bottom-end';\nconst PLACEMENT_RIGHT = isRTL() ? 'left-start' : 'right-start';\nconst PLACEMENT_LEFT = isRTL() ? 'right-start' : 'left-start';\nconst PLACEMENT_TOPCENTER = 'top';\nconst PLACEMENT_BOTTOMCENTER = 'bottom';\nconst Default$9 = {\n autoClose: true,\n boundary: 'clippingParents',\n display: 'dynamic',\n offset: [0, 2],\n popperConfig: null,\n reference: 'toggle'\n};\nconst DefaultType$9 = {\n autoClose: '(boolean|string)',\n boundary: '(string|element)',\n display: 'string',\n offset: '(array|string|function)',\n popperConfig: '(null|object|function)',\n reference: '(string|element|object)'\n};\n\n/**\n * Class definition\n */\n\nclass Dropdown extends BaseComponent {\n constructor(element, config) {\n super(element, config);\n this._popper = null;\n this._parent = this._element.parentNode; // dropdown wrapper\n // TODO: v6 revert #37011 & change markup https://getbootstrap.com/docs/5.3/forms/input-group/\n this._menu = SelectorEngine.next(this._element, SELECTOR_MENU)[0] || SelectorEngine.prev(this._element, SELECTOR_MENU)[0] || SelectorEngine.findOne(SELECTOR_MENU, this._parent);\n this._inNavbar = this._detectNavbar();\n }\n\n // Getters\n static get Default() {\n return Default$9;\n }\n static get DefaultType() {\n return DefaultType$9;\n }\n static get NAME() {\n return NAME$a;\n }\n\n // Public\n toggle() {\n return this._isShown() ? this.hide() : this.show();\n }\n show() {\n if (isDisabled(this._element) || this._isShown()) {\n return;\n }\n const relatedTarget = {\n relatedTarget: this._element\n };\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$5, relatedTarget);\n if (showEvent.defaultPrevented) {\n return;\n }\n this._createPopper();\n\n // If this is a touch-enabled device we add extra\n // empty mouseover listeners to the body's immediate children;\n // only needed because of broken event delegation on iOS\n // https://www.quirksmode.org/blog/archives/2014/02/mouse_event_bub.html\n if ('ontouchstart' in document.documentElement && !this._parent.closest(SELECTOR_NAVBAR_NAV)) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.on(element, 'mouseover', noop);\n }\n }\n this._element.focus();\n this._element.setAttribute('aria-expanded', true);\n this._menu.classList.add(CLASS_NAME_SHOW$6);\n this._element.classList.add(CLASS_NAME_SHOW$6);\n EventHandler.trigger(this._element, EVENT_SHOWN$5, relatedTarget);\n }\n hide() {\n if (isDisabled(this._element) || !this._isShown()) {\n return;\n }\n const relatedTarget = {\n relatedTarget: this._element\n };\n this._completeHide(relatedTarget);\n }\n dispose() {\n if (this._popper) {\n this._popper.destroy();\n }\n super.dispose();\n }\n update() {\n this._inNavbar = this._detectNavbar();\n if (this._popper) {\n this._popper.update();\n }\n }\n\n // Private\n _completeHide(relatedTarget) {\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$5, relatedTarget);\n if (hideEvent.defaultPrevented) {\n return;\n }\n\n // If this is a touch-enabled device we remove the extra\n // empty mouseover listeners we added for iOS support\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.off(element, 'mouseover', noop);\n }\n }\n if (this._popper) {\n this._popper.destroy();\n }\n this._menu.classList.remove(CLASS_NAME_SHOW$6);\n this._element.classList.remove(CLASS_NAME_SHOW$6);\n this._element.setAttribute('aria-expanded', 'false');\n Manipulator.removeDataAttribute(this._menu, 'popper');\n EventHandler.trigger(this._element, EVENT_HIDDEN$5, relatedTarget);\n }\n _getConfig(config) {\n config = super._getConfig(config);\n if (typeof config.reference === 'object' && !isElement(config.reference) && typeof config.reference.getBoundingClientRect !== 'function') {\n // Popper virtual elements require a getBoundingClientRect method\n throw new TypeError(`${NAME$a.toUpperCase()}: Option \"reference\" provided type \"object\" without a required \"getBoundingClientRect\" method.`);\n }\n return config;\n }\n _createPopper() {\n if (typeof Popper === 'undefined') {\n throw new TypeError('Bootstrap\\'s dropdowns require Popper (https://popper.js.org)');\n }\n let referenceElement = this._element;\n if (this._config.reference === 'parent') {\n referenceElement = this._parent;\n } else if (isElement(this._config.reference)) {\n referenceElement = getElement(this._config.reference);\n } else if (typeof this._config.reference === 'object') {\n referenceElement = this._config.reference;\n }\n const popperConfig = this._getPopperConfig();\n this._popper = Popper.createPopper(referenceElement, this._menu, popperConfig);\n }\n _isShown() {\n return this._menu.classList.contains(CLASS_NAME_SHOW$6);\n }\n _getPlacement() {\n const parentDropdown = this._parent;\n if (parentDropdown.classList.contains(CLASS_NAME_DROPEND)) {\n return PLACEMENT_RIGHT;\n }\n if (parentDropdown.classList.contains(CLASS_NAME_DROPSTART)) {\n return PLACEMENT_LEFT;\n }\n if (parentDropdown.classList.contains(CLASS_NAME_DROPUP_CENTER)) {\n return PLACEMENT_TOPCENTER;\n }\n if (parentDropdown.classList.contains(CLASS_NAME_DROPDOWN_CENTER)) {\n return PLACEMENT_BOTTOMCENTER;\n }\n\n // We need to trim the value because custom properties can also include spaces\n const isEnd = getComputedStyle(this._menu).getPropertyValue('--bs-position').trim() === 'end';\n if (parentDropdown.classList.contains(CLASS_NAME_DROPUP)) {\n return isEnd ? PLACEMENT_TOPEND : PLACEMENT_TOP;\n }\n return isEnd ? PLACEMENT_BOTTOMEND : PLACEMENT_BOTTOM;\n }\n _detectNavbar() {\n return this._element.closest(SELECTOR_NAVBAR) !== null;\n }\n _getOffset() {\n const {\n offset\n } = this._config;\n if (typeof offset === 'string') {\n return offset.split(',').map(value => Number.parseInt(value, 10));\n }\n if (typeof offset === 'function') {\n return popperData => offset(popperData, this._element);\n }\n return offset;\n }\n _getPopperConfig() {\n const defaultBsPopperConfig = {\n placement: this._getPlacement(),\n modifiers: [{\n name: 'preventOverflow',\n options: {\n boundary: this._config.boundary\n }\n }, {\n name: 'offset',\n options: {\n offset: this._getOffset()\n }\n }]\n };\n\n // Disable Popper if we have a static display or Dropdown is in Navbar\n if (this._inNavbar || this._config.display === 'static') {\n Manipulator.setDataAttribute(this._menu, 'popper', 'static'); // TODO: v6 remove\n defaultBsPopperConfig.modifiers = [{\n name: 'applyStyles',\n enabled: false\n }];\n }\n return {\n ...defaultBsPopperConfig,\n ...execute(this._config.popperConfig, [defaultBsPopperConfig])\n };\n }\n _selectMenuItem({\n key,\n target\n }) {\n const items = SelectorEngine.find(SELECTOR_VISIBLE_ITEMS, this._menu).filter(element => isVisible(element));\n if (!items.length) {\n return;\n }\n\n // if target isn't included in items (e.g. when expanding the dropdown)\n // allow cycling to get the last item in case key equals ARROW_UP_KEY\n getNextActiveElement(items, target, key === ARROW_DOWN_KEY$1, !items.includes(target)).focus();\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Dropdown.getOrCreateInstance(this, config);\n if (typeof config !== 'string') {\n return;\n }\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n data[config]();\n });\n }\n static clearMenus(event) {\n if (event.button === RIGHT_MOUSE_BUTTON || event.type === 'keyup' && event.key !== TAB_KEY$1) {\n return;\n }\n const openToggles = SelectorEngine.find(SELECTOR_DATA_TOGGLE_SHOWN);\n for (const toggle of openToggles) {\n const context = Dropdown.getInstance(toggle);\n if (!context || context._config.autoClose === false) {\n continue;\n }\n const composedPath = event.composedPath();\n const isMenuTarget = composedPath.includes(context._menu);\n if (composedPath.includes(context._element) || context._config.autoClose === 'inside' && !isMenuTarget || context._config.autoClose === 'outside' && isMenuTarget) {\n continue;\n }\n\n // Tab navigation through the dropdown menu or events from contained inputs shouldn't close the menu\n if (context._menu.contains(event.target) && (event.type === 'keyup' && event.key === TAB_KEY$1 || /input|select|option|textarea|form/i.test(event.target.tagName))) {\n continue;\n }\n const relatedTarget = {\n relatedTarget: context._element\n };\n if (event.type === 'click') {\n relatedTarget.clickEvent = event;\n }\n context._completeHide(relatedTarget);\n }\n }\n static dataApiKeydownHandler(event) {\n // If not an UP | DOWN | ESCAPE key => not a dropdown command\n // If input/textarea && if key is other than ESCAPE => not a dropdown command\n\n const isInput = /input|textarea/i.test(event.target.tagName);\n const isEscapeEvent = event.key === ESCAPE_KEY$2;\n const isUpOrDownEvent = [ARROW_UP_KEY$1, ARROW_DOWN_KEY$1].includes(event.key);\n if (!isUpOrDownEvent && !isEscapeEvent) {\n return;\n }\n if (isInput && !isEscapeEvent) {\n return;\n }\n event.preventDefault();\n\n // TODO: v6 revert #37011 & change markup https://getbootstrap.com/docs/5.3/forms/input-group/\n const getToggleButton = this.matches(SELECTOR_DATA_TOGGLE$3) ? this : SelectorEngine.prev(this, SELECTOR_DATA_TOGGLE$3)[0] || SelectorEngine.next(this, SELECTOR_DATA_TOGGLE$3)[0] || SelectorEngine.findOne(SELECTOR_DATA_TOGGLE$3, event.delegateTarget.parentNode);\n const instance = Dropdown.getOrCreateInstance(getToggleButton);\n if (isUpOrDownEvent) {\n event.stopPropagation();\n instance.show();\n instance._selectMenuItem(event);\n return;\n }\n if (instance._isShown()) {\n // else is escape and we check if it is shown\n event.stopPropagation();\n instance.hide();\n getToggleButton.focus();\n }\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_KEYDOWN_DATA_API, SELECTOR_DATA_TOGGLE$3, Dropdown.dataApiKeydownHandler);\nEventHandler.on(document, EVENT_KEYDOWN_DATA_API, SELECTOR_MENU, Dropdown.dataApiKeydownHandler);\nEventHandler.on(document, EVENT_CLICK_DATA_API$3, Dropdown.clearMenus);\nEventHandler.on(document, EVENT_KEYUP_DATA_API, Dropdown.clearMenus);\nEventHandler.on(document, EVENT_CLICK_DATA_API$3, SELECTOR_DATA_TOGGLE$3, function (event) {\n event.preventDefault();\n Dropdown.getOrCreateInstance(this).toggle();\n});\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Dropdown);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/backdrop.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$9 = 'backdrop';\nconst CLASS_NAME_FADE$4 = 'fade';\nconst CLASS_NAME_SHOW$5 = 'show';\nconst EVENT_MOUSEDOWN = `mousedown.bs.${NAME$9}`;\nconst Default$8 = {\n className: 'modal-backdrop',\n clickCallback: null,\n isAnimated: false,\n isVisible: true,\n // if false, we use the backdrop helper without adding any element to the dom\n rootElement: 'body' // give the choice to place backdrop under different elements\n};\nconst DefaultType$8 = {\n className: 'string',\n clickCallback: '(function|null)',\n isAnimated: 'boolean',\n isVisible: 'boolean',\n rootElement: '(element|string)'\n};\n\n/**\n * Class definition\n */\n\nclass Backdrop extends Config {\n constructor(config) {\n super();\n this._config = this._getConfig(config);\n this._isAppended = false;\n this._element = null;\n }\n\n // Getters\n static get Default() {\n return Default$8;\n }\n static get DefaultType() {\n return DefaultType$8;\n }\n static get NAME() {\n return NAME$9;\n }\n\n // Public\n show(callback) {\n if (!this._config.isVisible) {\n execute(callback);\n return;\n }\n this._append();\n const element = this._getElement();\n if (this._config.isAnimated) {\n reflow(element);\n }\n element.classList.add(CLASS_NAME_SHOW$5);\n this._emulateAnimation(() => {\n execute(callback);\n });\n }\n hide(callback) {\n if (!this._config.isVisible) {\n execute(callback);\n return;\n }\n this._getElement().classList.remove(CLASS_NAME_SHOW$5);\n this._emulateAnimation(() => {\n this.dispose();\n execute(callback);\n });\n }\n dispose() {\n if (!this._isAppended) {\n return;\n }\n EventHandler.off(this._element, EVENT_MOUSEDOWN);\n this._element.remove();\n this._isAppended = false;\n }\n\n // Private\n _getElement() {\n if (!this._element) {\n const backdrop = document.createElement('div');\n backdrop.className = this._config.className;\n if (this._config.isAnimated) {\n backdrop.classList.add(CLASS_NAME_FADE$4);\n }\n this._element = backdrop;\n }\n return this._element;\n }\n _configAfterMerge(config) {\n // use getElement() with the default \"body\" to get a fresh Element on each instantiation\n config.rootElement = getElement(config.rootElement);\n return config;\n }\n _append() {\n if (this._isAppended) {\n return;\n }\n const element = this._getElement();\n this._config.rootElement.append(element);\n EventHandler.on(element, EVENT_MOUSEDOWN, () => {\n execute(this._config.clickCallback);\n });\n this._isAppended = true;\n }\n _emulateAnimation(callback) {\n executeAfterTransition(callback, this._getElement(), this._config.isAnimated);\n }\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/focustrap.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$8 = 'focustrap';\nconst DATA_KEY$5 = 'bs.focustrap';\nconst EVENT_KEY$5 = `.${DATA_KEY$5}`;\nconst EVENT_FOCUSIN$2 = `focusin${EVENT_KEY$5}`;\nconst EVENT_KEYDOWN_TAB = `keydown.tab${EVENT_KEY$5}`;\nconst TAB_KEY = 'Tab';\nconst TAB_NAV_FORWARD = 'forward';\nconst TAB_NAV_BACKWARD = 'backward';\nconst Default$7 = {\n autofocus: true,\n trapElement: null // The element to trap focus inside of\n};\nconst DefaultType$7 = {\n autofocus: 'boolean',\n trapElement: 'element'\n};\n\n/**\n * Class definition\n */\n\nclass FocusTrap extends Config {\n constructor(config) {\n super();\n this._config = this._getConfig(config);\n this._isActive = false;\n this._lastTabNavDirection = null;\n }\n\n // Getters\n static get Default() {\n return Default$7;\n }\n static get DefaultType() {\n return DefaultType$7;\n }\n static get NAME() {\n return NAME$8;\n }\n\n // Public\n activate() {\n if (this._isActive) {\n return;\n }\n if (this._config.autofocus) {\n this._config.trapElement.focus();\n }\n EventHandler.off(document, EVENT_KEY$5); // guard against infinite focus loop\n EventHandler.on(document, EVENT_FOCUSIN$2, event => this._handleFocusin(event));\n EventHandler.on(document, EVENT_KEYDOWN_TAB, event => this._handleKeydown(event));\n this._isActive = true;\n }\n deactivate() {\n if (!this._isActive) {\n return;\n }\n this._isActive = false;\n EventHandler.off(document, EVENT_KEY$5);\n }\n\n // Private\n _handleFocusin(event) {\n const {\n trapElement\n } = this._config;\n if (event.target === document || event.target === trapElement || trapElement.contains(event.target)) {\n return;\n }\n const elements = SelectorEngine.focusableChildren(trapElement);\n if (elements.length === 0) {\n trapElement.focus();\n } else if (this._lastTabNavDirection === TAB_NAV_BACKWARD) {\n elements[elements.length - 1].focus();\n } else {\n elements[0].focus();\n }\n }\n _handleKeydown(event) {\n if (event.key !== TAB_KEY) {\n return;\n }\n this._lastTabNavDirection = event.shiftKey ? TAB_NAV_BACKWARD : TAB_NAV_FORWARD;\n }\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/scrollBar.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst SELECTOR_FIXED_CONTENT = '.fixed-top, .fixed-bottom, .is-fixed, .sticky-top';\nconst SELECTOR_STICKY_CONTENT = '.sticky-top';\nconst PROPERTY_PADDING = 'padding-right';\nconst PROPERTY_MARGIN = 'margin-right';\n\n/**\n * Class definition\n */\n\nclass ScrollBarHelper {\n constructor() {\n this._element = document.body;\n }\n\n // Public\n getWidth() {\n // https://developer.mozilla.org/en-US/docs/Web/API/Window/innerWidth#usage_notes\n const documentWidth = document.documentElement.clientWidth;\n return Math.abs(window.innerWidth - documentWidth);\n }\n hide() {\n const width = this.getWidth();\n this._disableOverFlow();\n // give padding to element to balance the hidden scrollbar width\n this._setElementAttributes(this._element, PROPERTY_PADDING, calculatedValue => calculatedValue + width);\n // trick: We adjust positive paddingRight and negative marginRight to sticky-top elements to keep showing fullwidth\n this._setElementAttributes(SELECTOR_FIXED_CONTENT, PROPERTY_PADDING, calculatedValue => calculatedValue + width);\n this._setElementAttributes(SELECTOR_STICKY_CONTENT, PROPERTY_MARGIN, calculatedValue => calculatedValue - width);\n }\n reset() {\n this._resetElementAttributes(this._element, 'overflow');\n this._resetElementAttributes(this._element, PROPERTY_PADDING);\n this._resetElementAttributes(SELECTOR_FIXED_CONTENT, PROPERTY_PADDING);\n this._resetElementAttributes(SELECTOR_STICKY_CONTENT, PROPERTY_MARGIN);\n }\n isOverflowing() {\n return this.getWidth() > 0;\n }\n\n // Private\n _disableOverFlow() {\n this._saveInitialAttribute(this._element, 'overflow');\n this._element.style.overflow = 'hidden';\n }\n _setElementAttributes(selector, styleProperty, callback) {\n const scrollbarWidth = this.getWidth();\n const manipulationCallBack = element => {\n if (element !== this._element && window.innerWidth > element.clientWidth + scrollbarWidth) {\n return;\n }\n this._saveInitialAttribute(element, styleProperty);\n const calculatedValue = window.getComputedStyle(element).getPropertyValue(styleProperty);\n element.style.setProperty(styleProperty, `${callback(Number.parseFloat(calculatedValue))}px`);\n };\n this._applyManipulationCallback(selector, manipulationCallBack);\n }\n _saveInitialAttribute(element, styleProperty) {\n const actualValue = element.style.getPropertyValue(styleProperty);\n if (actualValue) {\n Manipulator.setDataAttribute(element, styleProperty, actualValue);\n }\n }\n _resetElementAttributes(selector, styleProperty) {\n const manipulationCallBack = element => {\n const value = Manipulator.getDataAttribute(element, styleProperty);\n // We only want to remove the property if the value is `null`; the value can also be zero\n if (value === null) {\n element.style.removeProperty(styleProperty);\n return;\n }\n Manipulator.removeDataAttribute(element, styleProperty);\n element.style.setProperty(styleProperty, value);\n };\n this._applyManipulationCallback(selector, manipulationCallBack);\n }\n _applyManipulationCallback(selector, callBack) {\n if (isElement(selector)) {\n callBack(selector);\n return;\n }\n for (const sel of SelectorEngine.find(selector, this._element)) {\n callBack(sel);\n }\n }\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap modal.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$7 = 'modal';\nconst DATA_KEY$4 = 'bs.modal';\nconst EVENT_KEY$4 = `.${DATA_KEY$4}`;\nconst DATA_API_KEY$2 = '.data-api';\nconst ESCAPE_KEY$1 = 'Escape';\nconst EVENT_HIDE$4 = `hide${EVENT_KEY$4}`;\nconst EVENT_HIDE_PREVENTED$1 = `hidePrevented${EVENT_KEY$4}`;\nconst EVENT_HIDDEN$4 = `hidden${EVENT_KEY$4}`;\nconst EVENT_SHOW$4 = `show${EVENT_KEY$4}`;\nconst EVENT_SHOWN$4 = `shown${EVENT_KEY$4}`;\nconst EVENT_RESIZE$1 = `resize${EVENT_KEY$4}`;\nconst EVENT_CLICK_DISMISS = `click.dismiss${EVENT_KEY$4}`;\nconst EVENT_MOUSEDOWN_DISMISS = `mousedown.dismiss${EVENT_KEY$4}`;\nconst EVENT_KEYDOWN_DISMISS$1 = `keydown.dismiss${EVENT_KEY$4}`;\nconst EVENT_CLICK_DATA_API$2 = `click${EVENT_KEY$4}${DATA_API_KEY$2}`;\nconst CLASS_NAME_OPEN = 'modal-open';\nconst CLASS_NAME_FADE$3 = 'fade';\nconst CLASS_NAME_SHOW$4 = 'show';\nconst CLASS_NAME_STATIC = 'modal-static';\nconst OPEN_SELECTOR$1 = '.modal.show';\nconst SELECTOR_DIALOG = '.modal-dialog';\nconst SELECTOR_MODAL_BODY = '.modal-body';\nconst SELECTOR_DATA_TOGGLE$2 = '[data-bs-toggle=\"modal\"]';\nconst Default$6 = {\n backdrop: true,\n focus: true,\n keyboard: true\n};\nconst DefaultType$6 = {\n backdrop: '(boolean|string)',\n focus: 'boolean',\n keyboard: 'boolean'\n};\n\n/**\n * Class definition\n */\n\nclass Modal extends BaseComponent {\n constructor(element, config) {\n super(element, config);\n this._dialog = SelectorEngine.findOne(SELECTOR_DIALOG, this._element);\n this._backdrop = this._initializeBackDrop();\n this._focustrap = this._initializeFocusTrap();\n this._isShown = false;\n this._isTransitioning = false;\n this._scrollBar = new ScrollBarHelper();\n this._addEventListeners();\n }\n\n // Getters\n static get Default() {\n return Default$6;\n }\n static get DefaultType() {\n return DefaultType$6;\n }\n static get NAME() {\n return NAME$7;\n }\n\n // Public\n toggle(relatedTarget) {\n return this._isShown ? this.hide() : this.show(relatedTarget);\n }\n show(relatedTarget) {\n if (this._isShown || this._isTransitioning) {\n return;\n }\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$4, {\n relatedTarget\n });\n if (showEvent.defaultPrevented) {\n return;\n }\n this._isShown = true;\n this._isTransitioning = true;\n this._scrollBar.hide();\n document.body.classList.add(CLASS_NAME_OPEN);\n this._adjustDialog();\n this._backdrop.show(() => this._showElement(relatedTarget));\n }\n hide() {\n if (!this._isShown || this._isTransitioning) {\n return;\n }\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$4);\n if (hideEvent.defaultPrevented) {\n return;\n }\n this._isShown = false;\n this._isTransitioning = true;\n this._focustrap.deactivate();\n this._element.classList.remove(CLASS_NAME_SHOW$4);\n this._queueCallback(() => this._hideModal(), this._element, this._isAnimated());\n }\n dispose() {\n EventHandler.off(window, EVENT_KEY$4);\n EventHandler.off(this._dialog, EVENT_KEY$4);\n this._backdrop.dispose();\n this._focustrap.deactivate();\n super.dispose();\n }\n handleUpdate() {\n this._adjustDialog();\n }\n\n // Private\n _initializeBackDrop() {\n return new Backdrop({\n isVisible: Boolean(this._config.backdrop),\n // 'static' option will be translated to true, and booleans will keep their value,\n isAnimated: this._isAnimated()\n });\n }\n _initializeFocusTrap() {\n return new FocusTrap({\n trapElement: this._element\n });\n }\n _showElement(relatedTarget) {\n // try to append dynamic modal\n if (!document.body.contains(this._element)) {\n document.body.append(this._element);\n }\n this._element.style.display = 'block';\n this._element.removeAttribute('aria-hidden');\n this._element.setAttribute('aria-modal', true);\n this._element.setAttribute('role', 'dialog');\n this._element.scrollTop = 0;\n const modalBody = SelectorEngine.findOne(SELECTOR_MODAL_BODY, this._dialog);\n if (modalBody) {\n modalBody.scrollTop = 0;\n }\n reflow(this._element);\n this._element.classList.add(CLASS_NAME_SHOW$4);\n const transitionComplete = () => {\n if (this._config.focus) {\n this._focustrap.activate();\n }\n this._isTransitioning = false;\n EventHandler.trigger(this._element, EVENT_SHOWN$4, {\n relatedTarget\n });\n };\n this._queueCallback(transitionComplete, this._dialog, this._isAnimated());\n }\n _addEventListeners() {\n EventHandler.on(this._element, EVENT_KEYDOWN_DISMISS$1, event => {\n if (event.key !== ESCAPE_KEY$1) {\n return;\n }\n if (this._config.keyboard) {\n this.hide();\n return;\n }\n this._triggerBackdropTransition();\n });\n EventHandler.on(window, EVENT_RESIZE$1, () => {\n if (this._isShown && !this._isTransitioning) {\n this._adjustDialog();\n }\n });\n EventHandler.on(this._element, EVENT_MOUSEDOWN_DISMISS, event => {\n // a bad trick to segregate clicks that may start inside dialog but end outside, and avoid listen to scrollbar clicks\n EventHandler.one(this._element, EVENT_CLICK_DISMISS, event2 => {\n if (this._element !== event.target || this._element !== event2.target) {\n return;\n }\n if (this._config.backdrop === 'static') {\n this._triggerBackdropTransition();\n return;\n }\n if (this._config.backdrop) {\n this.hide();\n }\n });\n });\n }\n _hideModal() {\n this._element.style.display = 'none';\n this._element.setAttribute('aria-hidden', true);\n this._element.removeAttribute('aria-modal');\n this._element.removeAttribute('role');\n this._isTransitioning = false;\n this._backdrop.hide(() => {\n document.body.classList.remove(CLASS_NAME_OPEN);\n this._resetAdjustments();\n this._scrollBar.reset();\n EventHandler.trigger(this._element, EVENT_HIDDEN$4);\n });\n }\n _isAnimated() {\n return this._element.classList.contains(CLASS_NAME_FADE$3);\n }\n _triggerBackdropTransition() {\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED$1);\n if (hideEvent.defaultPrevented) {\n return;\n }\n const isModalOverflowing = this._element.scrollHeight > document.documentElement.clientHeight;\n const initialOverflowY = this._element.style.overflowY;\n // return if the following background transition hasn't yet completed\n if (initialOverflowY === 'hidden' || this._element.classList.contains(CLASS_NAME_STATIC)) {\n return;\n }\n if (!isModalOverflowing) {\n this._element.style.overflowY = 'hidden';\n }\n this._element.classList.add(CLASS_NAME_STATIC);\n this._queueCallback(() => {\n this._element.classList.remove(CLASS_NAME_STATIC);\n this._queueCallback(() => {\n this._element.style.overflowY = initialOverflowY;\n }, this._dialog);\n }, this._dialog);\n this._element.focus();\n }\n\n /**\n * The following methods are used to handle overflowing modals\n */\n\n _adjustDialog() {\n const isModalOverflowing = this._element.scrollHeight > document.documentElement.clientHeight;\n const scrollbarWidth = this._scrollBar.getWidth();\n const isBodyOverflowing = scrollbarWidth > 0;\n if (isBodyOverflowing && !isModalOverflowing) {\n const property = isRTL() ? 'paddingLeft' : 'paddingRight';\n this._element.style[property] = `${scrollbarWidth}px`;\n }\n if (!isBodyOverflowing && isModalOverflowing) {\n const property = isRTL() ? 'paddingRight' : 'paddingLeft';\n this._element.style[property] = `${scrollbarWidth}px`;\n }\n }\n _resetAdjustments() {\n this._element.style.paddingLeft = '';\n this._element.style.paddingRight = '';\n }\n\n // Static\n static jQueryInterface(config, relatedTarget) {\n return this.each(function () {\n const data = Modal.getOrCreateInstance(this, config);\n if (typeof config !== 'string') {\n return;\n }\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n data[config](relatedTarget);\n });\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$2, SELECTOR_DATA_TOGGLE$2, function (event) {\n const target = SelectorEngine.getElementFromSelector(this);\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault();\n }\n EventHandler.one(target, EVENT_SHOW$4, showEvent => {\n if (showEvent.defaultPrevented) {\n // only register focus restorer if modal will actually get shown\n return;\n }\n EventHandler.one(target, EVENT_HIDDEN$4, () => {\n if (isVisible(this)) {\n this.focus();\n }\n });\n });\n\n // avoid conflict when clicking modal toggler while another one is open\n const alreadyOpen = SelectorEngine.findOne(OPEN_SELECTOR$1);\n if (alreadyOpen) {\n Modal.getInstance(alreadyOpen).hide();\n }\n const data = Modal.getOrCreateInstance(target);\n data.toggle(this);\n});\nenableDismissTrigger(Modal);\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Modal);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap offcanvas.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$6 = 'offcanvas';\nconst DATA_KEY$3 = 'bs.offcanvas';\nconst EVENT_KEY$3 = `.${DATA_KEY$3}`;\nconst DATA_API_KEY$1 = '.data-api';\nconst EVENT_LOAD_DATA_API$2 = `load${EVENT_KEY$3}${DATA_API_KEY$1}`;\nconst ESCAPE_KEY = 'Escape';\nconst CLASS_NAME_SHOW$3 = 'show';\nconst CLASS_NAME_SHOWING$1 = 'showing';\nconst CLASS_NAME_HIDING = 'hiding';\nconst CLASS_NAME_BACKDROP = 'offcanvas-backdrop';\nconst OPEN_SELECTOR = '.offcanvas.show';\nconst EVENT_SHOW$3 = `show${EVENT_KEY$3}`;\nconst EVENT_SHOWN$3 = `shown${EVENT_KEY$3}`;\nconst EVENT_HIDE$3 = `hide${EVENT_KEY$3}`;\nconst EVENT_HIDE_PREVENTED = `hidePrevented${EVENT_KEY$3}`;\nconst EVENT_HIDDEN$3 = `hidden${EVENT_KEY$3}`;\nconst EVENT_RESIZE = `resize${EVENT_KEY$3}`;\nconst EVENT_CLICK_DATA_API$1 = `click${EVENT_KEY$3}${DATA_API_KEY$1}`;\nconst EVENT_KEYDOWN_DISMISS = `keydown.dismiss${EVENT_KEY$3}`;\nconst SELECTOR_DATA_TOGGLE$1 = '[data-bs-toggle=\"offcanvas\"]';\nconst Default$5 = {\n backdrop: true,\n keyboard: true,\n scroll: false\n};\nconst DefaultType$5 = {\n backdrop: '(boolean|string)',\n keyboard: 'boolean',\n scroll: 'boolean'\n};\n\n/**\n * Class definition\n */\n\nclass Offcanvas extends BaseComponent {\n constructor(element, config) {\n super(element, config);\n this._isShown = false;\n this._backdrop = this._initializeBackDrop();\n this._focustrap = this._initializeFocusTrap();\n this._addEventListeners();\n }\n\n // Getters\n static get Default() {\n return Default$5;\n }\n static get DefaultType() {\n return DefaultType$5;\n }\n static get NAME() {\n return NAME$6;\n }\n\n // Public\n toggle(relatedTarget) {\n return this._isShown ? this.hide() : this.show(relatedTarget);\n }\n show(relatedTarget) {\n if (this._isShown) {\n return;\n }\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$3, {\n relatedTarget\n });\n if (showEvent.defaultPrevented) {\n return;\n }\n this._isShown = true;\n this._backdrop.show();\n if (!this._config.scroll) {\n new ScrollBarHelper().hide();\n }\n this._element.setAttribute('aria-modal', true);\n this._element.setAttribute('role', 'dialog');\n this._element.classList.add(CLASS_NAME_SHOWING$1);\n const completeCallBack = () => {\n if (!this._config.scroll || this._config.backdrop) {\n this._focustrap.activate();\n }\n this._element.classList.add(CLASS_NAME_SHOW$3);\n this._element.classList.remove(CLASS_NAME_SHOWING$1);\n EventHandler.trigger(this._element, EVENT_SHOWN$3, {\n relatedTarget\n });\n };\n this._queueCallback(completeCallBack, this._element, true);\n }\n hide() {\n if (!this._isShown) {\n return;\n }\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$3);\n if (hideEvent.defaultPrevented) {\n return;\n }\n this._focustrap.deactivate();\n this._element.blur();\n this._isShown = false;\n this._element.classList.add(CLASS_NAME_HIDING);\n this._backdrop.hide();\n const completeCallback = () => {\n this._element.classList.remove(CLASS_NAME_SHOW$3, CLASS_NAME_HIDING);\n this._element.removeAttribute('aria-modal');\n this._element.removeAttribute('role');\n if (!this._config.scroll) {\n new ScrollBarHelper().reset();\n }\n EventHandler.trigger(this._element, EVENT_HIDDEN$3);\n };\n this._queueCallback(completeCallback, this._element, true);\n }\n dispose() {\n this._backdrop.dispose();\n this._focustrap.deactivate();\n super.dispose();\n }\n\n // Private\n _initializeBackDrop() {\n const clickCallback = () => {\n if (this._config.backdrop === 'static') {\n EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED);\n return;\n }\n this.hide();\n };\n\n // 'static' option will be translated to true, and booleans will keep their value\n const isVisible = Boolean(this._config.backdrop);\n return new Backdrop({\n className: CLASS_NAME_BACKDROP,\n isVisible,\n isAnimated: true,\n rootElement: this._element.parentNode,\n clickCallback: isVisible ? clickCallback : null\n });\n }\n _initializeFocusTrap() {\n return new FocusTrap({\n trapElement: this._element\n });\n }\n _addEventListeners() {\n EventHandler.on(this._element, EVENT_KEYDOWN_DISMISS, event => {\n if (event.key !== ESCAPE_KEY) {\n return;\n }\n if (this._config.keyboard) {\n this.hide();\n return;\n }\n EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED);\n });\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Offcanvas.getOrCreateInstance(this, config);\n if (typeof config !== 'string') {\n return;\n }\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n data[config](this);\n });\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$1, SELECTOR_DATA_TOGGLE$1, function (event) {\n const target = SelectorEngine.getElementFromSelector(this);\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault();\n }\n if (isDisabled(this)) {\n return;\n }\n EventHandler.one(target, EVENT_HIDDEN$3, () => {\n // focus on trigger when it is closed\n if (isVisible(this)) {\n this.focus();\n }\n });\n\n // avoid conflict when clicking a toggler of an offcanvas, while another is open\n const alreadyOpen = SelectorEngine.findOne(OPEN_SELECTOR);\n if (alreadyOpen && alreadyOpen !== target) {\n Offcanvas.getInstance(alreadyOpen).hide();\n }\n const data = Offcanvas.getOrCreateInstance(target);\n data.toggle(this);\n});\nEventHandler.on(window, EVENT_LOAD_DATA_API$2, () => {\n for (const selector of SelectorEngine.find(OPEN_SELECTOR)) {\n Offcanvas.getOrCreateInstance(selector).show();\n }\n});\nEventHandler.on(window, EVENT_RESIZE, () => {\n for (const element of SelectorEngine.find('[aria-modal][class*=show][class*=offcanvas-]')) {\n if (getComputedStyle(element).position !== 'fixed') {\n Offcanvas.getOrCreateInstance(element).hide();\n }\n }\n});\nenableDismissTrigger(Offcanvas);\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Offcanvas);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/sanitizer.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n// js-docs-start allow-list\nconst ARIA_ATTRIBUTE_PATTERN = /^aria-[\\w-]*$/i;\nconst DefaultAllowlist = {\n // Global attributes allowed on any supplied element below.\n '*': ['class', 'dir', 'id', 'lang', 'role', ARIA_ATTRIBUTE_PATTERN],\n a: ['target', 'href', 'title', 'rel'],\n area: [],\n b: [],\n br: [],\n col: [],\n code: [],\n dd: [],\n div: [],\n dl: [],\n dt: [],\n em: [],\n hr: [],\n h1: [],\n h2: [],\n h3: [],\n h4: [],\n h5: [],\n h6: [],\n i: [],\n img: ['src', 'srcset', 'alt', 'title', 'width', 'height'],\n li: [],\n ol: [],\n p: [],\n pre: [],\n s: [],\n small: [],\n span: [],\n sub: [],\n sup: [],\n strong: [],\n u: [],\n ul: []\n};\n// js-docs-end allow-list\n\nconst uriAttributes = new Set(['background', 'cite', 'href', 'itemtype', 'longdesc', 'poster', 'src', 'xlink:href']);\n\n/**\n * A pattern that recognizes URLs that are safe wrt. XSS in URL navigation\n * contexts.\n *\n * Shout-out to Angular https://github.com/angular/angular/blob/15.2.8/packages/core/src/sanitization/url_sanitizer.ts#L38\n */\n// eslint-disable-next-line unicorn/better-regex\nconst SAFE_URL_PATTERN = /^(?!javascript:)(?:[a-z0-9+.-]+:|[^&:/?#]*(?:[/?#]|$))/i;\nconst allowedAttribute = (attribute, allowedAttributeList) => {\n const attributeName = attribute.nodeName.toLowerCase();\n if (allowedAttributeList.includes(attributeName)) {\n if (uriAttributes.has(attributeName)) {\n return Boolean(SAFE_URL_PATTERN.test(attribute.nodeValue));\n }\n return true;\n }\n\n // Check if a regular expression validates the attribute.\n return allowedAttributeList.filter(attributeRegex => attributeRegex instanceof RegExp).some(regex => regex.test(attributeName));\n};\nfunction sanitizeHtml(unsafeHtml, allowList, sanitizeFunction) {\n if (!unsafeHtml.length) {\n return unsafeHtml;\n }\n if (sanitizeFunction && typeof sanitizeFunction === 'function') {\n return sanitizeFunction(unsafeHtml);\n }\n const domParser = new window.DOMParser();\n const createdDocument = domParser.parseFromString(unsafeHtml, 'text/html');\n const elements = [].concat(...createdDocument.body.querySelectorAll('*'));\n for (const element of elements) {\n const elementName = element.nodeName.toLowerCase();\n if (!Object.keys(allowList).includes(elementName)) {\n element.remove();\n continue;\n }\n const attributeList = [].concat(...element.attributes);\n const allowedAttributes = [].concat(allowList['*'] || [], allowList[elementName] || []);\n for (const attribute of attributeList) {\n if (!allowedAttribute(attribute, allowedAttributes)) {\n element.removeAttribute(attribute.nodeName);\n }\n }\n }\n return createdDocument.body.innerHTML;\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/template-factory.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$5 = 'TemplateFactory';\nconst Default$4 = {\n allowList: DefaultAllowlist,\n content: {},\n // { selector : text , selector2 : text2 , }\n extraClass: '',\n html: false,\n sanitize: true,\n sanitizeFn: null,\n template: '
'\n};\nconst DefaultType$4 = {\n allowList: 'object',\n content: 'object',\n extraClass: '(string|function)',\n html: 'boolean',\n sanitize: 'boolean',\n sanitizeFn: '(null|function)',\n template: 'string'\n};\nconst DefaultContentType = {\n entry: '(string|element|function|null)',\n selector: '(string|element)'\n};\n\n/**\n * Class definition\n */\n\nclass TemplateFactory extends Config {\n constructor(config) {\n super();\n this._config = this._getConfig(config);\n }\n\n // Getters\n static get Default() {\n return Default$4;\n }\n static get DefaultType() {\n return DefaultType$4;\n }\n static get NAME() {\n return NAME$5;\n }\n\n // Public\n getContent() {\n return Object.values(this._config.content).map(config => this._resolvePossibleFunction(config)).filter(Boolean);\n }\n hasContent() {\n return this.getContent().length > 0;\n }\n changeContent(content) {\n this._checkContent(content);\n this._config.content = {\n ...this._config.content,\n ...content\n };\n return this;\n }\n toHtml() {\n const templateWrapper = document.createElement('div');\n templateWrapper.innerHTML = this._maybeSanitize(this._config.template);\n for (const [selector, text] of Object.entries(this._config.content)) {\n this._setContent(templateWrapper, text, selector);\n }\n const template = templateWrapper.children[0];\n const extraClass = this._resolvePossibleFunction(this._config.extraClass);\n if (extraClass) {\n template.classList.add(...extraClass.split(' '));\n }\n return template;\n }\n\n // Private\n _typeCheckConfig(config) {\n super._typeCheckConfig(config);\n this._checkContent(config.content);\n }\n _checkContent(arg) {\n for (const [selector, content] of Object.entries(arg)) {\n super._typeCheckConfig({\n selector,\n entry: content\n }, DefaultContentType);\n }\n }\n _setContent(template, content, selector) {\n const templateElement = SelectorEngine.findOne(selector, template);\n if (!templateElement) {\n return;\n }\n content = this._resolvePossibleFunction(content);\n if (!content) {\n templateElement.remove();\n return;\n }\n if (isElement(content)) {\n this._putElementInTemplate(getElement(content), templateElement);\n return;\n }\n if (this._config.html) {\n templateElement.innerHTML = this._maybeSanitize(content);\n return;\n }\n templateElement.textContent = content;\n }\n _maybeSanitize(arg) {\n return this._config.sanitize ? sanitizeHtml(arg, this._config.allowList, this._config.sanitizeFn) : arg;\n }\n _resolvePossibleFunction(arg) {\n return execute(arg, [this]);\n }\n _putElementInTemplate(element, templateElement) {\n if (this._config.html) {\n templateElement.innerHTML = '';\n templateElement.append(element);\n return;\n }\n templateElement.textContent = element.textContent;\n }\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap tooltip.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$4 = 'tooltip';\nconst DISALLOWED_ATTRIBUTES = new Set(['sanitize', 'allowList', 'sanitizeFn']);\nconst CLASS_NAME_FADE$2 = 'fade';\nconst CLASS_NAME_MODAL = 'modal';\nconst CLASS_NAME_SHOW$2 = 'show';\nconst SELECTOR_TOOLTIP_INNER = '.tooltip-inner';\nconst SELECTOR_MODAL = `.${CLASS_NAME_MODAL}`;\nconst EVENT_MODAL_HIDE = 'hide.bs.modal';\nconst TRIGGER_HOVER = 'hover';\nconst TRIGGER_FOCUS = 'focus';\nconst TRIGGER_CLICK = 'click';\nconst TRIGGER_MANUAL = 'manual';\nconst EVENT_HIDE$2 = 'hide';\nconst EVENT_HIDDEN$2 = 'hidden';\nconst EVENT_SHOW$2 = 'show';\nconst EVENT_SHOWN$2 = 'shown';\nconst EVENT_INSERTED = 'inserted';\nconst EVENT_CLICK$1 = 'click';\nconst EVENT_FOCUSIN$1 = 'focusin';\nconst EVENT_FOCUSOUT$1 = 'focusout';\nconst EVENT_MOUSEENTER = 'mouseenter';\nconst EVENT_MOUSELEAVE = 'mouseleave';\nconst AttachmentMap = {\n AUTO: 'auto',\n TOP: 'top',\n RIGHT: isRTL() ? 'left' : 'right',\n BOTTOM: 'bottom',\n LEFT: isRTL() ? 'right' : 'left'\n};\nconst Default$3 = {\n allowList: DefaultAllowlist,\n animation: true,\n boundary: 'clippingParents',\n container: false,\n customClass: '',\n delay: 0,\n fallbackPlacements: ['top', 'right', 'bottom', 'left'],\n html: false,\n offset: [0, 6],\n placement: 'top',\n popperConfig: null,\n sanitize: true,\n sanitizeFn: null,\n selector: false,\n template: '
' + '
' + '
' + '
',\n title: '',\n trigger: 'hover focus'\n};\nconst DefaultType$3 = {\n allowList: 'object',\n animation: 'boolean',\n boundary: '(string|element)',\n container: '(string|element|boolean)',\n customClass: '(string|function)',\n delay: '(number|object)',\n fallbackPlacements: 'array',\n html: 'boolean',\n offset: '(array|string|function)',\n placement: '(string|function)',\n popperConfig: '(null|object|function)',\n sanitize: 'boolean',\n sanitizeFn: '(null|function)',\n selector: '(string|boolean)',\n template: 'string',\n title: '(string|element|function)',\n trigger: 'string'\n};\n\n/**\n * Class definition\n */\n\nclass Tooltip extends BaseComponent {\n constructor(element, config) {\n if (typeof Popper === 'undefined') {\n throw new TypeError('Bootstrap\\'s tooltips require Popper (https://popper.js.org)');\n }\n super(element, config);\n\n // Private\n this._isEnabled = true;\n this._timeout = 0;\n this._isHovered = null;\n this._activeTrigger = {};\n this._popper = null;\n this._templateFactory = null;\n this._newContent = null;\n\n // Protected\n this.tip = null;\n this._setListeners();\n if (!this._config.selector) {\n this._fixTitle();\n }\n }\n\n // Getters\n static get Default() {\n return Default$3;\n }\n static get DefaultType() {\n return DefaultType$3;\n }\n static get NAME() {\n return NAME$4;\n }\n\n // Public\n enable() {\n this._isEnabled = true;\n }\n disable() {\n this._isEnabled = false;\n }\n toggleEnabled() {\n this._isEnabled = !this._isEnabled;\n }\n toggle() {\n if (!this._isEnabled) {\n return;\n }\n this._activeTrigger.click = !this._activeTrigger.click;\n if (this._isShown()) {\n this._leave();\n return;\n }\n this._enter();\n }\n dispose() {\n clearTimeout(this._timeout);\n EventHandler.off(this._element.closest(SELECTOR_MODAL), EVENT_MODAL_HIDE, this._hideModalHandler);\n if (this._element.getAttribute('data-bs-original-title')) {\n this._element.setAttribute('title', this._element.getAttribute('data-bs-original-title'));\n }\n this._disposePopper();\n super.dispose();\n }\n show() {\n if (this._element.style.display === 'none') {\n throw new Error('Please use show on visible elements');\n }\n if (!(this._isWithContent() && this._isEnabled)) {\n return;\n }\n const showEvent = EventHandler.trigger(this._element, this.constructor.eventName(EVENT_SHOW$2));\n const shadowRoot = findShadowRoot(this._element);\n const isInTheDom = (shadowRoot || this._element.ownerDocument.documentElement).contains(this._element);\n if (showEvent.defaultPrevented || !isInTheDom) {\n return;\n }\n\n // TODO: v6 remove this or make it optional\n this._disposePopper();\n const tip = this._getTipElement();\n this._element.setAttribute('aria-describedby', tip.getAttribute('id'));\n const {\n container\n } = this._config;\n if (!this._element.ownerDocument.documentElement.contains(this.tip)) {\n container.append(tip);\n EventHandler.trigger(this._element, this.constructor.eventName(EVENT_INSERTED));\n }\n this._popper = this._createPopper(tip);\n tip.classList.add(CLASS_NAME_SHOW$2);\n\n // If this is a touch-enabled device we add extra\n // empty mouseover listeners to the body's immediate children;\n // only needed because of broken event delegation on iOS\n // https://www.quirksmode.org/blog/archives/2014/02/mouse_event_bub.html\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.on(element, 'mouseover', noop);\n }\n }\n const complete = () => {\n EventHandler.trigger(this._element, this.constructor.eventName(EVENT_SHOWN$2));\n if (this._isHovered === false) {\n this._leave();\n }\n this._isHovered = false;\n };\n this._queueCallback(complete, this.tip, this._isAnimated());\n }\n hide() {\n if (!this._isShown()) {\n return;\n }\n const hideEvent = EventHandler.trigger(this._element, this.constructor.eventName(EVENT_HIDE$2));\n if (hideEvent.defaultPrevented) {\n return;\n }\n const tip = this._getTipElement();\n tip.classList.remove(CLASS_NAME_SHOW$2);\n\n // If this is a touch-enabled device we remove the extra\n // empty mouseover listeners we added for iOS support\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.off(element, 'mouseover', noop);\n }\n }\n this._activeTrigger[TRIGGER_CLICK] = false;\n this._activeTrigger[TRIGGER_FOCUS] = false;\n this._activeTrigger[TRIGGER_HOVER] = false;\n this._isHovered = null; // it is a trick to support manual triggering\n\n const complete = () => {\n if (this._isWithActiveTrigger()) {\n return;\n }\n if (!this._isHovered) {\n this._disposePopper();\n }\n this._element.removeAttribute('aria-describedby');\n EventHandler.trigger(this._element, this.constructor.eventName(EVENT_HIDDEN$2));\n };\n this._queueCallback(complete, this.tip, this._isAnimated());\n }\n update() {\n if (this._popper) {\n this._popper.update();\n }\n }\n\n // Protected\n _isWithContent() {\n return Boolean(this._getTitle());\n }\n _getTipElement() {\n if (!this.tip) {\n this.tip = this._createTipElement(this._newContent || this._getContentForTemplate());\n }\n return this.tip;\n }\n _createTipElement(content) {\n const tip = this._getTemplateFactory(content).toHtml();\n\n // TODO: remove this check in v6\n if (!tip) {\n return null;\n }\n tip.classList.remove(CLASS_NAME_FADE$2, CLASS_NAME_SHOW$2);\n // TODO: v6 the following can be achieved with CSS only\n tip.classList.add(`bs-${this.constructor.NAME}-auto`);\n const tipId = getUID(this.constructor.NAME).toString();\n tip.setAttribute('id', tipId);\n if (this._isAnimated()) {\n tip.classList.add(CLASS_NAME_FADE$2);\n }\n return tip;\n }\n setContent(content) {\n this._newContent = content;\n if (this._isShown()) {\n this._disposePopper();\n this.show();\n }\n }\n _getTemplateFactory(content) {\n if (this._templateFactory) {\n this._templateFactory.changeContent(content);\n } else {\n this._templateFactory = new TemplateFactory({\n ...this._config,\n // the `content` var has to be after `this._config`\n // to override config.content in case of popover\n content,\n extraClass: this._resolvePossibleFunction(this._config.customClass)\n });\n }\n return this._templateFactory;\n }\n _getContentForTemplate() {\n return {\n [SELECTOR_TOOLTIP_INNER]: this._getTitle()\n };\n }\n _getTitle() {\n return this._resolvePossibleFunction(this._config.title) || this._element.getAttribute('data-bs-original-title');\n }\n\n // Private\n _initializeOnDelegatedTarget(event) {\n return this.constructor.getOrCreateInstance(event.delegateTarget, this._getDelegateConfig());\n }\n _isAnimated() {\n return this._config.animation || this.tip && this.tip.classList.contains(CLASS_NAME_FADE$2);\n }\n _isShown() {\n return this.tip && this.tip.classList.contains(CLASS_NAME_SHOW$2);\n }\n _createPopper(tip) {\n const placement = execute(this._config.placement, [this, tip, this._element]);\n const attachment = AttachmentMap[placement.toUpperCase()];\n return Popper.createPopper(this._element, tip, this._getPopperConfig(attachment));\n }\n _getOffset() {\n const {\n offset\n } = this._config;\n if (typeof offset === 'string') {\n return offset.split(',').map(value => Number.parseInt(value, 10));\n }\n if (typeof offset === 'function') {\n return popperData => offset(popperData, this._element);\n }\n return offset;\n }\n _resolvePossibleFunction(arg) {\n return execute(arg, [this._element]);\n }\n _getPopperConfig(attachment) {\n const defaultBsPopperConfig = {\n placement: attachment,\n modifiers: [{\n name: 'flip',\n options: {\n fallbackPlacements: this._config.fallbackPlacements\n }\n }, {\n name: 'offset',\n options: {\n offset: this._getOffset()\n }\n }, {\n name: 'preventOverflow',\n options: {\n boundary: this._config.boundary\n }\n }, {\n name: 'arrow',\n options: {\n element: `.${this.constructor.NAME}-arrow`\n }\n }, {\n name: 'preSetPlacement',\n enabled: true,\n phase: 'beforeMain',\n fn: data => {\n // Pre-set Popper's placement attribute in order to read the arrow sizes properly.\n // Otherwise, Popper mixes up the width and height dimensions since the initial arrow style is for top placement\n this._getTipElement().setAttribute('data-popper-placement', data.state.placement);\n }\n }]\n };\n return {\n ...defaultBsPopperConfig,\n ...execute(this._config.popperConfig, [defaultBsPopperConfig])\n };\n }\n _setListeners() {\n const triggers = this._config.trigger.split(' ');\n for (const trigger of triggers) {\n if (trigger === 'click') {\n EventHandler.on(this._element, this.constructor.eventName(EVENT_CLICK$1), this._config.selector, event => {\n const context = this._initializeOnDelegatedTarget(event);\n context.toggle();\n });\n } else if (trigger !== TRIGGER_MANUAL) {\n const eventIn = trigger === TRIGGER_HOVER ? this.constructor.eventName(EVENT_MOUSEENTER) : this.constructor.eventName(EVENT_FOCUSIN$1);\n const eventOut = trigger === TRIGGER_HOVER ? this.constructor.eventName(EVENT_MOUSELEAVE) : this.constructor.eventName(EVENT_FOCUSOUT$1);\n EventHandler.on(this._element, eventIn, this._config.selector, event => {\n const context = this._initializeOnDelegatedTarget(event);\n context._activeTrigger[event.type === 'focusin' ? TRIGGER_FOCUS : TRIGGER_HOVER] = true;\n context._enter();\n });\n EventHandler.on(this._element, eventOut, this._config.selector, event => {\n const context = this._initializeOnDelegatedTarget(event);\n context._activeTrigger[event.type === 'focusout' ? TRIGGER_FOCUS : TRIGGER_HOVER] = context._element.contains(event.relatedTarget);\n context._leave();\n });\n }\n }\n this._hideModalHandler = () => {\n if (this._element) {\n this.hide();\n }\n };\n EventHandler.on(this._element.closest(SELECTOR_MODAL), EVENT_MODAL_HIDE, this._hideModalHandler);\n }\n _fixTitle() {\n const title = this._element.getAttribute('title');\n if (!title) {\n return;\n }\n if (!this._element.getAttribute('aria-label') && !this._element.textContent.trim()) {\n this._element.setAttribute('aria-label', title);\n }\n this._element.setAttribute('data-bs-original-title', title); // DO NOT USE IT. Is only for backwards compatibility\n this._element.removeAttribute('title');\n }\n _enter() {\n if (this._isShown() || this._isHovered) {\n this._isHovered = true;\n return;\n }\n this._isHovered = true;\n this._setTimeout(() => {\n if (this._isHovered) {\n this.show();\n }\n }, this._config.delay.show);\n }\n _leave() {\n if (this._isWithActiveTrigger()) {\n return;\n }\n this._isHovered = false;\n this._setTimeout(() => {\n if (!this._isHovered) {\n this.hide();\n }\n }, this._config.delay.hide);\n }\n _setTimeout(handler, timeout) {\n clearTimeout(this._timeout);\n this._timeout = setTimeout(handler, timeout);\n }\n _isWithActiveTrigger() {\n return Object.values(this._activeTrigger).includes(true);\n }\n _getConfig(config) {\n const dataAttributes = Manipulator.getDataAttributes(this._element);\n for (const dataAttribute of Object.keys(dataAttributes)) {\n if (DISALLOWED_ATTRIBUTES.has(dataAttribute)) {\n delete dataAttributes[dataAttribute];\n }\n }\n config = {\n ...dataAttributes,\n ...(typeof config === 'object' && config ? config : {})\n };\n config = this._mergeConfigObj(config);\n config = this._configAfterMerge(config);\n this._typeCheckConfig(config);\n return config;\n }\n _configAfterMerge(config) {\n config.container = config.container === false ? document.body : getElement(config.container);\n if (typeof config.delay === 'number') {\n config.delay = {\n show: config.delay,\n hide: config.delay\n };\n }\n if (typeof config.title === 'number') {\n config.title = config.title.toString();\n }\n if (typeof config.content === 'number') {\n config.content = config.content.toString();\n }\n return config;\n }\n _getDelegateConfig() {\n const config = {};\n for (const [key, value] of Object.entries(this._config)) {\n if (this.constructor.Default[key] !== value) {\n config[key] = value;\n }\n }\n config.selector = false;\n config.trigger = 'manual';\n\n // In the future can be replaced with:\n // const keysWithDifferentValues = Object.entries(this._config).filter(entry => this.constructor.Default[entry[0]] !== this._config[entry[0]])\n // `Object.fromEntries(keysWithDifferentValues)`\n return config;\n }\n _disposePopper() {\n if (this._popper) {\n this._popper.destroy();\n this._popper = null;\n }\n if (this.tip) {\n this.tip.remove();\n this.tip = null;\n }\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Tooltip.getOrCreateInstance(this, config);\n if (typeof config !== 'string') {\n return;\n }\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n data[config]();\n });\n }\n}\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Tooltip);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap popover.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$3 = 'popover';\nconst SELECTOR_TITLE = '.popover-header';\nconst SELECTOR_CONTENT = '.popover-body';\nconst Default$2 = {\n ...Tooltip.Default,\n content: '',\n offset: [0, 8],\n placement: 'right',\n template: '
' + '
' + '

' + '
' + '
',\n trigger: 'click'\n};\nconst DefaultType$2 = {\n ...Tooltip.DefaultType,\n content: '(null|string|element|function)'\n};\n\n/**\n * Class definition\n */\n\nclass Popover extends Tooltip {\n // Getters\n static get Default() {\n return Default$2;\n }\n static get DefaultType() {\n return DefaultType$2;\n }\n static get NAME() {\n return NAME$3;\n }\n\n // Overrides\n _isWithContent() {\n return this._getTitle() || this._getContent();\n }\n\n // Private\n _getContentForTemplate() {\n return {\n [SELECTOR_TITLE]: this._getTitle(),\n [SELECTOR_CONTENT]: this._getContent()\n };\n }\n _getContent() {\n return this._resolvePossibleFunction(this._config.content);\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Popover.getOrCreateInstance(this, config);\n if (typeof config !== 'string') {\n return;\n }\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n data[config]();\n });\n }\n}\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Popover);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap scrollspy.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$2 = 'scrollspy';\nconst DATA_KEY$2 = 'bs.scrollspy';\nconst EVENT_KEY$2 = `.${DATA_KEY$2}`;\nconst DATA_API_KEY = '.data-api';\nconst EVENT_ACTIVATE = `activate${EVENT_KEY$2}`;\nconst EVENT_CLICK = `click${EVENT_KEY$2}`;\nconst EVENT_LOAD_DATA_API$1 = `load${EVENT_KEY$2}${DATA_API_KEY}`;\nconst CLASS_NAME_DROPDOWN_ITEM = 'dropdown-item';\nconst CLASS_NAME_ACTIVE$1 = 'active';\nconst SELECTOR_DATA_SPY = '[data-bs-spy=\"scroll\"]';\nconst SELECTOR_TARGET_LINKS = '[href]';\nconst SELECTOR_NAV_LIST_GROUP = '.nav, .list-group';\nconst SELECTOR_NAV_LINKS = '.nav-link';\nconst SELECTOR_NAV_ITEMS = '.nav-item';\nconst SELECTOR_LIST_ITEMS = '.list-group-item';\nconst SELECTOR_LINK_ITEMS = `${SELECTOR_NAV_LINKS}, ${SELECTOR_NAV_ITEMS} > ${SELECTOR_NAV_LINKS}, ${SELECTOR_LIST_ITEMS}`;\nconst SELECTOR_DROPDOWN = '.dropdown';\nconst SELECTOR_DROPDOWN_TOGGLE$1 = '.dropdown-toggle';\nconst Default$1 = {\n offset: null,\n // TODO: v6 @deprecated, keep it for backwards compatibility reasons\n rootMargin: '0px 0px -25%',\n smoothScroll: false,\n target: null,\n threshold: [0.1, 0.5, 1]\n};\nconst DefaultType$1 = {\n offset: '(number|null)',\n // TODO v6 @deprecated, keep it for backwards compatibility reasons\n rootMargin: 'string',\n smoothScroll: 'boolean',\n target: 'element',\n threshold: 'array'\n};\n\n/**\n * Class definition\n */\n\nclass ScrollSpy extends BaseComponent {\n constructor(element, config) {\n super(element, config);\n\n // this._element is the observablesContainer and config.target the menu links wrapper\n this._targetLinks = new Map();\n this._observableSections = new Map();\n this._rootElement = getComputedStyle(this._element).overflowY === 'visible' ? null : this._element;\n this._activeTarget = null;\n this._observer = null;\n this._previousScrollData = {\n visibleEntryTop: 0,\n parentScrollTop: 0\n };\n this.refresh(); // initialize\n }\n\n // Getters\n static get Default() {\n return Default$1;\n }\n static get DefaultType() {\n return DefaultType$1;\n }\n static get NAME() {\n return NAME$2;\n }\n\n // Public\n refresh() {\n this._initializeTargetsAndObservables();\n this._maybeEnableSmoothScroll();\n if (this._observer) {\n this._observer.disconnect();\n } else {\n this._observer = this._getNewObserver();\n }\n for (const section of this._observableSections.values()) {\n this._observer.observe(section);\n }\n }\n dispose() {\n this._observer.disconnect();\n super.dispose();\n }\n\n // Private\n _configAfterMerge(config) {\n // TODO: on v6 target should be given explicitly & remove the {target: 'ss-target'} case\n config.target = getElement(config.target) || document.body;\n\n // TODO: v6 Only for backwards compatibility reasons. Use rootMargin only\n config.rootMargin = config.offset ? `${config.offset}px 0px -30%` : config.rootMargin;\n if (typeof config.threshold === 'string') {\n config.threshold = config.threshold.split(',').map(value => Number.parseFloat(value));\n }\n return config;\n }\n _maybeEnableSmoothScroll() {\n if (!this._config.smoothScroll) {\n return;\n }\n\n // unregister any previous listeners\n EventHandler.off(this._config.target, EVENT_CLICK);\n EventHandler.on(this._config.target, EVENT_CLICK, SELECTOR_TARGET_LINKS, event => {\n const observableSection = this._observableSections.get(event.target.hash);\n if (observableSection) {\n event.preventDefault();\n const root = this._rootElement || window;\n const height = observableSection.offsetTop - this._element.offsetTop;\n if (root.scrollTo) {\n root.scrollTo({\n top: height,\n behavior: 'smooth'\n });\n return;\n }\n\n // Chrome 60 doesn't support `scrollTo`\n root.scrollTop = height;\n }\n });\n }\n _getNewObserver() {\n const options = {\n root: this._rootElement,\n threshold: this._config.threshold,\n rootMargin: this._config.rootMargin\n };\n return new IntersectionObserver(entries => this._observerCallback(entries), options);\n }\n\n // The logic of selection\n _observerCallback(entries) {\n const targetElement = entry => this._targetLinks.get(`#${entry.target.id}`);\n const activate = entry => {\n this._previousScrollData.visibleEntryTop = entry.target.offsetTop;\n this._process(targetElement(entry));\n };\n const parentScrollTop = (this._rootElement || document.documentElement).scrollTop;\n const userScrollsDown = parentScrollTop >= this._previousScrollData.parentScrollTop;\n this._previousScrollData.parentScrollTop = parentScrollTop;\n for (const entry of entries) {\n if (!entry.isIntersecting) {\n this._activeTarget = null;\n this._clearActiveClass(targetElement(entry));\n continue;\n }\n const entryIsLowerThanPrevious = entry.target.offsetTop >= this._previousScrollData.visibleEntryTop;\n // if we are scrolling down, pick the bigger offsetTop\n if (userScrollsDown && entryIsLowerThanPrevious) {\n activate(entry);\n // if parent isn't scrolled, let's keep the first visible item, breaking the iteration\n if (!parentScrollTop) {\n return;\n }\n continue;\n }\n\n // if we are scrolling up, pick the smallest offsetTop\n if (!userScrollsDown && !entryIsLowerThanPrevious) {\n activate(entry);\n }\n }\n }\n _initializeTargetsAndObservables() {\n this._targetLinks = new Map();\n this._observableSections = new Map();\n const targetLinks = SelectorEngine.find(SELECTOR_TARGET_LINKS, this._config.target);\n for (const anchor of targetLinks) {\n // ensure that the anchor has an id and is not disabled\n if (!anchor.hash || isDisabled(anchor)) {\n continue;\n }\n const observableSection = SelectorEngine.findOne(decodeURI(anchor.hash), this._element);\n\n // ensure that the observableSection exists & is visible\n if (isVisible(observableSection)) {\n this._targetLinks.set(decodeURI(anchor.hash), anchor);\n this._observableSections.set(anchor.hash, observableSection);\n }\n }\n }\n _process(target) {\n if (this._activeTarget === target) {\n return;\n }\n this._clearActiveClass(this._config.target);\n this._activeTarget = target;\n target.classList.add(CLASS_NAME_ACTIVE$1);\n this._activateParents(target);\n EventHandler.trigger(this._element, EVENT_ACTIVATE, {\n relatedTarget: target\n });\n }\n _activateParents(target) {\n // Activate dropdown parents\n if (target.classList.contains(CLASS_NAME_DROPDOWN_ITEM)) {\n SelectorEngine.findOne(SELECTOR_DROPDOWN_TOGGLE$1, target.closest(SELECTOR_DROPDOWN)).classList.add(CLASS_NAME_ACTIVE$1);\n return;\n }\n for (const listGroup of SelectorEngine.parents(target, SELECTOR_NAV_LIST_GROUP)) {\n // Set triggered links parents as active\n // With both