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--git a/pull/9/_sources/blog.rst.txt b/pull/9/_sources/blog.rst.txt new file mode 100644 index 00000000..0f5f52cb --- /dev/null +++ b/pull/9/_sources/blog.rst.txt @@ -0,0 +1,3 @@ +==== +Blog +==== \ No newline at end of file diff --git a/pull/9/_sources/developers.rst.txt b/pull/9/_sources/developers.rst.txt new file mode 100644 index 00000000..8da356f5 --- /dev/null +++ b/pull/9/_sources/developers.rst.txt @@ -0,0 +1,79 @@ +.. _dipy_developers: + +Developers +========== + +The core development team consists of the following individuals: + +- **Eleftherios Garyfallidis**, Indiana University, IN, USA +- **Ariel Rokem**, University of Washington, WA, USA +- **Matthew Brett**, Birmingham University, Birmingham, UK +- **Bago Amirbekian**, Databricks, San Francisco, CA, USA +- **Omar Ocegueda**, Google, San Francisco, CA +- **Marc-Alexandre Côté**, Microsoft Research, Montreal, QC, CA +- **Serge Koudoro**, Indiana University, IN, USA +- **Gabriel Girard**, Swiss Federal Institute of Technology (EPFL), Lausanne, CH +- **Rafael Neto Henriques**, Cambridge University, UK +- **Matthieu Dumont**, Imeka, Sherbrooke, QC, CA +- **Ranveer Aggarwal**, Microsoft, Hyderabad, Telangana, India + +And here is the rest of the wonderful contributors: + +- **Ian Nimmo-Smith**, retired, formerly at MRC Cognition and Brain Sciences Unit, Cambridge, UK +- **Maxime Descoteaux**, University of Sherbrooke, QC, CA +- **Stefan Van der Walt**, University of California, Berkeley, CA, USA +- **Jean-Christophe Houde**, University of Sherbrooke, QC, CA and Imeka, Sherbrooke, QC, CA +- **Francois Rhéault**, University of Sherbrooke, QC, CA +- **Samuel St-Jean**, University Medical Center (UMC) Utrecht, Utrecht, NL +- **Michael Paquette**, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, DE +- **Christopher Nguyen**, Massachusetts General Hospital, MA, USA +- **Emanuele Olivetti**, NeuroInformatics Laboratory (NILab), Trento, IT +- **Yaroslav Halchenco**, PBS Department, Dartmouth, NH, USA +- **Emmanuel Caruyer**, Institut de Recherche en Informatique et Systèmes Aléatoires (IRISA), University of Rennes I, Rennes, FR +- **Sylvain Merlet**, INRIA, Sophia-Antipolis, FR +- **Erick Ziegler**, Université de Liège, BE +- **Kimberly Chan**, Stanford University, CA, USA +- **Chantal Tax**, Cardiff University, Cardiff, UK +- **Demian Wassermann**, INRIA, Sophia Antipolis, FR +- **Mauro Zucchelli**, INRIA, Sophia-Antipolis, France +- **Rutger Fick**, INRIA, Sophia Antipolis, FR +- **Gregory R. Lee**, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA +- **Endolith**, New-York, NY, USA +- **Matthias Ekman**, Donders Institute for Brain, Cognition and Behaviour, Nijmegen, NL +- **Andrew Lawrence**, University of Cambridge, Cambridge, UK +- **Kesshi Jordan**, University of California, San Francisco, CA, USA +- **Maria Luisa Mandelli**, University of California, San Francisco, CA, USA +- **Adam Rybinski**, Jagiellonian University, Krakow, PL +- **Qiyuan Tian**, Stanford University, Stanford, CA, USA +- **Jon Haitz Legarreta Gorroño**, University of Sherbrooke, QC, CA +- **Rafael Neto Henriques**, Champalimaud Neuroscience Programme, Champalimaud Centre for the Unknown, Lisbon, PT +- **Stephan Meesters**, Eindhoven University of Technology, NL +- **Himanshu Mishra**, Indian Institute of Technology, Karaghpur, IN +- **Alexander Gauvin**, University of Sherbrooke, QC, CA +- **Oscar Esteban**, Stanford University, CA, US +- **Bishakh Ghosh**, National Institute of Technology, Durgapur, IN +- **Dimitris Rozakis**, Tomotech, Athens, GR +- **Rohan Prinja**, Indian Institute of Technology, Bombay, IN +- **Sagun Pai**, Indian Institute of Technology, Bombay, IN +- **Vatsala Swaroop**, Mombai, IN +- **Shahnawaz Ahmed**, Birla Institute of Technology and Science, Pilani, Goa, IN +- **Nil Goyette**, Imeka, Sherbrooke, QC, CA +- **Scott Trinkle**, University of Chicago, IL, USA +- **Kevin R. Sitek**, MIT McGovern Institute for Brain Research, MA, USA +- **Derek Pisner**, University of Texas at Austin, USA +- **Ross Lawrence**, Johns Hopkins University, USA +- **Eric Larson**, University of Washington, USA +- **Jakob Wasserthal**, German Cancer Research Center, DE +- **Bramsh Qamar Chandio**, Indiana University, IN, USA +- **Javier Guaje**, Indiana University, IN, USA +- **Shreyas Fadnavis**, Indiana University, IN, USA +- **Matt Cieslak**, University of Pennsylvania, USA +- **Sven Dorkenwald**, Princeton University, USA + + + +Boundless collaboration is in the heart of DIPY_. We encourage everyone from anywhere in the world to join the team. You can start sharing your code `here`__. If you want to contribute but you don't know in area to focus, please send us an e-mail. We will be more than happy to help. + +__ `dipy github`_ + +.. include:: links_names.inc diff --git a/pull/9/_sources/documentation.rst.txt b/pull/9/_sources/documentation.rst.txt new file mode 100644 index 00000000..f9965d57 --- /dev/null +++ b/pull/9/_sources/documentation.rst.txt @@ -0,0 +1,18 @@ +.. _documentation: + +Documentation +=============== + +.. This tree is helping populate the side navigation panel +.. toctree:: + :maxdepth: 2 + + introduction + mission + installation + faq + developers + +.. Main content will be displayed using the jinja template + + diff --git a/pull/9/_sources/faq.rst.txt b/pull/9/_sources/faq.rst.txt new file mode 100644 index 00000000..a4d5e678 --- /dev/null +++ b/pull/9/_sources/faq.rst.txt @@ -0,0 +1,157 @@ +.. _faq: + +========================== +Frequently Asked Questions +========================== + +----------- +Theoretical +----------- + +1. **What is a b-value?** + + The b-value $b$ or *diffusion weighting* is a function of the + strength, duration and temporal spacing and timing parameters of the + specific paradigm. This function is derived from the Bloch-Torrey + equations. In the case of the classical Stejskal-Tanner + pulsed gradient spin-echo (PGSE) sequence, at the time of readout + $b=\gamma^{2}G^{2}\delta^{2}\left(\Delta-\frac{\delta}{3}\right)$ + where $\gamma$ is the gyromagnetic ratio, $\delta$ denotes the pulse + width, $G$ is the gradient amplitude and $\Delta$ the center-to-center + spacing. $\gamma$ is a constant, but we can change the other + three parameters and in that way control the b-value. + +2. **What is q-space?** + + Q-space is the space of one or more 3D spin displacement wave vectors + $\mathbf{q}$. The vector $\mathbf{q}$ + parametrizes the space of diffusion gradients. It is related to the + applied magnetic gradient $\mathbf{g}$ by the formula + $\mathbf{q}=(2\pi)^{-1}\gamma\delta\mathbf{g}$. + Every single vector $\mathbf{q}$ has the same orientation as the + direction of diffusion gradient $\mathbf{g}$ and length proportional + to the strength $g$ of the gradient field. Every single point in + q-space corresponds to a possible 3D volume of the MR signal for a specific + gradient direction and strength. Therefore if, for example, we have + programmed the scanner to apply 60 gradient directions, then our data + should have 60 diffusion volumes, with each volume obtained for a specific + gradient. A Diffusion Weighted Image (DWI) is the volume acquired + from only one direction gradient. + +3. **What does DWI stand for?** + + Diffusion Weighted Imaging (DWI) is MRI imaging designed to be sensitive + to diffusion. A diffusion weighted image is a volume of voxel data gathered + by applying only one gradient direction + using a diffusion sequence. We expect that the signal in any voxel + should be low if there is greater mobility of water molecules along + the specified gradient direction and it should be high if there is + less movement in that direction. Yes, it is counterintuitive but correct! + However, greater mobility gives greater opportunity for the proton spins to + be dephased, producing a smaller RF signal. + +4. **Why dMRI and not DTI?** + + Diffusion MRI (dMRI or dwMRI) are the preferred terms if you want to speak + about diffusion weighted MRI in general. DTI (diffusion tensor imaging) is + just one of the many ways you can reconstruct the voxel from your measured + signal. There are plenty of others, for example DSI, GQI, QBI, etc. + +5. **What is the difference between Image coordinates and World coordinates?** + + Image coordinates have positive integer values and represent the centres + $(i, j, k)$ of the voxels. There is an affine transform (stored in the + nifti file) that takes the image coordinates and transforms them into + millimeter (mm) in real world space. World coordinates have floating point + precision and your dataset has 3 real dimensions e.g. $(x, y, z)$. + +6. **We generated dMRI datasets with nonisotropic voxel sizes. What do we do?** + + You need to resample your raw data to an isotropic size. Have a look at + the module ``dipy.align.aniso2iso``. (We think it is a mistake to + acquire nonisotropic data because the directional resolution of the data + will depend on the orientation of the gradient with respect to the + voxels, being lower when aligned with a longer voxel dimension.) + +7. **Why are non-isotropic voxel sizes a bad idea in diffusion?** + + If, for example, you have $2 \times 2 \times 4\ \textrm{mm}^3$ voxels, the + last dimension will be averaged over the double distance and less detail + will be captured compared to the other two dimensions. Furthermore, with + very anisotropic voxels the uncertainty on orientation estimates will + depend on the position of the subject in the scanner. + +--------- +Practical +--------- + +1. **Why Python and not MATLAB or some other language?** + + Python is free, batteries included, very well-designed, painless to read + and easy to use. + There is nothing else like it. Give it a go. + Once with Python, always with Python. + +2. **Isn't Python slow?** + + True, sometimes Python can be slow if you are using multiple nested + ``for`` loops, for example. + In that case, we use Cython_, which takes execution up to C speed. + +3. **What numerical libraries do you use in Python?** + + The best ever designed numerical library - NumPy_. + +2. **Which Python console do you recommend?** + + IPython_ + +3. **What do you use for visualization?** + + For 3D visualization, we use ``dipy.viz`` which depends in turn on ``FURY``:: + + from dipy.viz import window, actor + + For 2D visualization we use matplotlib_. + +4. **Which file formats do you support?** + + Nifti (.nii), Dicom (Siemens(read-only)), Trackvis (.trk), DIPY (.dpy), + Numpy (.npy, ,npz), text and any other formats supported by nibabel and + pydicom. + + You can also read/save in Matlab version v4 (Level 1.0), v6 and v7 to 7.2, + using `scipy.io.loadmat`. For higher versions >= 7.3, you can use pytables_ + or any other python-to-hdf5 library e.g. h5py. + + For object serialization, you can use ``dipy.io.pickles`` functions + ``load_pickle``, ``save_pickle``. + +5. **What is dpy**? + + ``dpy`` is an ``hdf5`` file format that we use in DIPY to store + tractography and other information. This allows us to store huge + tractography and load different parts of the datasets + directly from the disk as if it were in memory. + +6. **Which python editor should I use?** + + Any text editor would do the job but we prefer the following: PyCharm, Sublime, Aptana, Emacs, Vim and Eclipse (with PyDev). + +7. **I have problems reading my dicom files using nibabel, what should I do?** + + Use Chris Rorden's dcm2nii to transform them into nifti files. + http://www.cabiatl.com/mricro/mricron/dcm2nii.html + Or you can make your own reader using pydicom. + http://code.google.com/p/pydicom/ + and then use nibabel to store the data as nifti. + +8. **Where can I find diffusion data?** + + There are many sources for openly available diffusion MRI. the :mod:`dipy.data` module can be used to download some sample datasets that we use in our examples. In addition there are a lot of large research-grade datasets available through the following sources: + + - http://fcon_1000.projects.nitrc.org/ + - https://www.humanconnectome.org/ + - https://openneuro.org/ + +.. include:: links_names.inc diff --git a/pull/9/_sources/gimbal_lock.rst.txt b/pull/9/_sources/gimbal_lock.rst.txt new file mode 100644 index 00000000..78bea045 --- /dev/null +++ b/pull/9/_sources/gimbal_lock.rst.txt @@ -0,0 +1,119 @@ +.. _gimbal-lock: + +============= + Gimbal lock +============= + +See also: http://en.wikipedia.org/wiki/Gimbal_lock + +Euler angles have a major deficiency, and that is, that it is possible, +in some rotation sequences, to reach a situation where two of the three +Euler angles cause rotation around the same axis of the object. In the +case below, rotation around the $x$ axis becomes indistinguishable in +its effect from rotation around the $z$ axis, so the $z$ and $x$ axis +angles collapse into one transformation, and the rotation reduces from +three degrees of freedom to two. + +Imagine that we are using the Euler angle convention of starting with a +rotation around the $x$ axis, followed by the $y$ axis, followed by the +$z$ axis. + +Here we see a Spitfire aircraft, flying across the screen. The $x$ axis +is left to right (tail to nose), the $y$ axis is from the left wing tip +to the right wing tip (going away from the screen), and the $z$ axis is +from bottom to top: + +.. image:: images/spitfire_0.png + +Imagine we wanted to do a slight roll with the left wing tilting down +(rotation about $x$) like this: + +.. image:: images/spitfire_x.png + +followed by a violent pitch so we are pointing straight up (rotation +around $y$ axis): + +.. image:: images/spitfire_y.png + +Now we'd like to do a turn of the nose towards the viewer (and the tail +away from the viewer): + +.. image:: images/spitfire_hoped.png + +But, wait, let's go back over that again. Look at the result of the +rotation around the $y$ axis. Notice that the $x$ axis, as was, is now +aligned with the $z$ axis, as it is now. Rotating around the $z$ axis +will have exactly the same effect as adding an extra rotation around the +$x$ axis at the beginning. That means that when there is a $y$ axis +rotation that rotates the $x$ axis onto the $z$ axis (a rotation of +$\pm\pi/2$ around the $y$ axis) - the $x$ and $y$ axes are "locked" +together. + +Mathematics of gimbal lock +========================== + +We see gimbal lock for this type of Euler axis convention, when +$\cos(\beta) = 0$, where $\beta$ is the angle of rotation around the $y$ +axis. By "this type of convention" we mean using rotation around all 3 +of the $x$, $y$ and $z$ axes, rather than using the same axis twice - +e.g. the physics convention of $z$ followed by $x$ followed by $z$ axis +rotation (the physics convention has different properties to its gimbal +lock). + +We can show how gimbal lock works by creating a rotation matrix for the +three component rotations. Recall that, for a rotation of $\alpha$ +radians around $x$, followed by a rotation $\beta$ around $y$, followed +by rotation $\gamma$ around $z$, the rotation matrix $R$ is: + +.. math:: + + R = \left(\begin{smallmatrix}\operatorname{cos}\left(\beta\right) \operatorname{cos}\left(\gamma\right) & - \operatorname{cos}\left(\alpha\right) \operatorname{sin}\left(\gamma\right) + \operatorname{cos}\left(\gamma\right) \operatorname{sin}\left(\alpha\right) \operatorname{sin}\left(\beta\right) & \operatorname{sin}\left(\alpha\right) \operatorname{sin}\left(\gamma\right) + \operatorname{cos}\left(\alpha\right) \operatorname{cos}\left(\gamma\right) \operatorname{sin}\left(\beta\right)\\\operatorname{cos}\left(\beta\right) \operatorname{sin}\left(\gamma\right) & \operatorname{cos}\left(\alpha\right) \operatorname{cos}\left(\gamma\right) + \operatorname{sin}\left(\alpha\right) \operatorname{sin}\left(\beta\right) \operatorname{sin}\left(\gamma\right) &- \operatorname{cos}\left(\gamma\right) \operatorname{sin}\left(\alpha\right) + \operatorname{cos}\left(\alpha\right) \operatorname{sin}\left(\beta\right) \operatorname{sin}\left(\gamma\right)\\- \operatorname{sin}\left(\beta\right) & \operatorname{cos}\left(\beta\right) \operatorname{sin}\left(\alpha\right) & \operatorname{cos}\left(\alpha\right) \operatorname{cos}\left(\beta\right)\end{smallmatrix}\right) + +When $\cos(\beta) = 0$, $\sin(\beta) = \pm1$ and $R$ simplifies to: + +.. math:: + + R = \left(\begin{smallmatrix}0 & - \operatorname{cos}\left(\alpha\right) \operatorname{sin}\left(\gamma\right) + \pm{1} \operatorname{cos}\left(\gamma\right) \operatorname{sin}\left(\alpha\right) & \operatorname{sin}\left(\alpha\right) \operatorname{sin}\left(\gamma\right) + \pm{1} \operatorname{cos}\left(\alpha\right) \operatorname{cos}\left(\gamma\right)\\0 & \operatorname{cos}\left(\alpha\right) \operatorname{cos}\left(\gamma\right) + \pm{1} \operatorname{sin}\left(\alpha\right) \operatorname{sin}\left(\gamma\right) & - \operatorname{cos}\left(\gamma\right) \operatorname{sin}\left(\alpha\right) + \pm{1} \operatorname{cos}\left(\alpha\right) \operatorname{sin}\left(\gamma\right)\\- \pm{1} & 0 & 0\end{smallmatrix}\right) + +When $\sin(\beta) = 1$: + +.. math:: + + R = \left(\begin{smallmatrix}0 & \operatorname{cos}\left(\gamma\right) \operatorname{sin}\left(\alpha\right) - \operatorname{cos}\left(\alpha\right) \operatorname{sin}\left(\gamma\right) & \operatorname{cos}\left(\alpha\right) \operatorname{cos}\left(\gamma\right) + \operatorname{sin}\left(\alpha\right) \operatorname{sin}\left(\gamma\right)\\0 & \operatorname{cos}\left(\alpha\right) \operatorname{cos}\left(\gamma\right) + \operatorname{sin}\left(\alpha\right) \operatorname{sin}\left(\gamma\right) & \operatorname{cos}\left(\alpha\right) \operatorname{sin}\left(\gamma\right) - \operatorname{cos}\left(\gamma\right) \operatorname{sin}\left(\alpha\right)\\-1 & 0 & 0\end{smallmatrix}\right) + +From the `angle sum and difference identities +`_ +(see also `geometric proof +`_, `Mathworld treatment +`_) we +remind ourselves that, for any two angles $\alpha$ and $\beta$: + +.. math:: + + \sin(\alpha \pm \beta) = \sin \alpha \cos \beta \pm \cos \alpha \sin \beta \, + + \cos(\alpha \pm \beta) = \cos \alpha \cos \beta \mp \sin \alpha \sin \beta + +We can rewrite $R$ as: + +.. math:: + + R = \left(\begin{smallmatrix}0 & V_{1} & V_{2}\\0 & V_{2} & - V_{1}\\-1 & 0 & 0\end{smallmatrix}\right) + +where: + +.. math:: + + V_1 = \operatorname{cos}\left(\gamma\right) \operatorname{sin}\left(\alpha\right) - \operatorname{cos}\left(\alpha\right) \operatorname{sin}\left(\gamma\right) = \sin(\alpha - \gamma) \, + + V_2 = \operatorname{cos}\left(\alpha\right) \operatorname{cos}\left(\gamma\right) + \operatorname{sin}\left(\alpha\right) \operatorname{sin}\left(\gamma\right) = \cos(\alpha - \gamma) + +We immediately see that $\alpha$ and $\gamma$ are going to lead the same +transformation - the mathematical expression of the observation on the +spitfire above, that rotation around the $x$ axis is equivalent to +rotation about the $z$ axis. + +It's easy to do the same set of reductions, with the same conclusion, +for the case where $\sin(\beta) = -1$ - see +http://www.gregslabaugh.name/publications/euler.pdf. + diff --git a/pull/9/_sources/glossary.rst.txt b/pull/9/_sources/glossary.rst.txt new file mode 100644 index 00000000..bae8f98b --- /dev/null +++ b/pull/9/_sources/glossary.rst.txt @@ -0,0 +1,99 @@ +========== + Glossary +========== + +.. glossary:: + + Affine matrix + A matrix implementing an :term:`affine transformation` in + :term:`Homogeneous coordinates`. For a 3 dimensional transform, the + matrix is shape 4 by 4. + + Affine transformation + See `wikipedia affine`_ definition. An affine transformation is a + :term:`linear transformation` followed by a translation. + + Axis angle + A representation of rotation. See: `wikipedia axis angle`_ . + From Euler's rotation theorem we know that any rotation or + sequence of rotations can be represented by a single rotation + about an axis. The axis $\boldsymbol{\hat{u}}$ is a :term:`unit + vector`. The angle is $\theta$. The :term:`rotation vector` is a + more compact representation of $\theta$ and + $\boldsymbol{\hat{u}}$. + + Euclidean norm + Also called Euclidean length, or L2 norm. The Euclidean norm + $\|\mathbf{x}\|$ of a vector $\mathbf{x}$ is given by: + + .. math:: + + \|\mathbf{x}\| := \sqrt{x_1^2 + \cdots + x_n^2} + + Pure Pythagoras. + + Euler angles + See: `wikipedia Euler angles`_ and `Mathworld Euler angles`_. + + Gimbal lock + See :ref:`gimbal-lock` + + Homogeneous coordinates + See `wikipedia homogeneous coordinates`_ + + Linear transformation + A linear transformation is one that preserves lines - that is, if + any three points are on a line before transformation, they are + also on a line after transformation. See `wikipedia linear + transform`_. Rotation, scaling and shear are linear + transformations. + + Quaternion + See: `wikipedia quaternion`_. An extension of the complex numbers + that can represent a rotation. Quaternions have 4 values, $w, x, + y, z$. $w$ is the *real* part of the quaternion and the vector + $x, y, z$ is the *vector* part of the quaternion. Quaternions are + less intuitive to visualize than :term:`Euler angles` but do not + suffer from :term:`gimbal lock` and are often used for rapid + interpolation of rotations. + + Reflection + A transformation that can be thought of as transforming an object + to its mirror image. The mirror in the transformation is a plane. + A plan can be defined with a point and a vector normal to the + plane. See `wikipedia reflection`_. + + Rotation matrix + See `wikipedia rotation matrix`_. A rotation matrix is a matrix + implementing a rotation. Rotation matrices are square and + orthogonal. That means, that the rotation matrix $R$ has columns + and rows that are :term:`unit vector`, and where $R^T R = I$ ($R^T$ is + the transpose and $I$ is the identity matrix). Therefore $R^T = + R^{-1}$ ($R^{-1}$ is the inverse). Rotation matrices also have a + determinant of $1$. + + Rotation vector + A representation of an :term:`axis angle` rotation. The angle + $\theta$ and unit vector axis $\boldsymbol{\hat{u}}$ are stored in a + *rotation vector* $\boldsymbol{u}$, such that: + + .. math:: + + \theta = \|\boldsymbol{u}\| \, + + \boldsymbol{\hat{u}} = \frac{\boldsymbol{u}}{\|\boldsymbol{u}\|} + + where $\|\boldsymbol{u}\|$ is the :term:`Euclidean norm` of + $\boldsymbol{u}$ + + Shear matrix + Square matrix that results in shearing transforms - see + `wikipedia shear matrix`_. + + Unit vector + A vector $\boldsymbol{\hat{u}}$ with a :term:`Euclidean norm` + of 1. Normalized vector is a synonym. The "hat" over the + $\boldsymbol{\hat{u}}$ is a convention to express the fact that it + is a unit vector. + +.. include:: links_names.inc diff --git a/pull/9/_sources/index.rst.txt b/pull/9/_sources/index.rst.txt new file mode 100644 index 00000000..26a989e8 --- /dev/null +++ b/pull/9/_sources/index.rst.txt @@ -0,0 +1,120 @@ +.. _home: + +########################### +Diffusion Imaging In Python +########################### + +DIPY_ is the paragon 3D/4D+ imaging library in Python. Contains generic methods for +spatial normalization, signal processing, machine learning, statistical analysis +and visualization of medical images. Additionally, it contains +specialized methods for computational anatomy including diffusion, +perfusion and structural imaging. + + + +********** +Highlights +********** + +**DIPY 1.7.0** is now available. New features include: + +- NF: BundleWarp - Streamline-based nonlinear registration method for bundles added. +- NF: DKI+ - Diffusion Kurtosis modeling with advanced constraints added. +- NF: Synb0 - Synthetic b0 creation added using deep learning added. +- NF: New Parallel Transport Tractography (PTT) added. +- NF: Fast Streamline Search algorithm added. +- NF: New denoising methods based on 1D CNN added. +- Handle Asymmetric Spherical Functions. +- Large update of DIPY Horizon features. +- Multiple Workflows updated +- Large codebase cleaning. +- Large documentation update. Integration of Sphinx-Gallery. +- Closed 53 issues and merged 34 pull requests. + +See :ref:`Older Highlights `. + +************* +Announcements +************* +- :doc:`DIPY 1.7.0 ` released April 23, 2023. +- :doc:`DIPY 1.6.0 ` released January 16, 2023. +- :doc:`DIPY 1.5.0 ` released March 11, 2022. + + + + + + +See some of our :ref:`Past Announcements ` + + +*************** +Getting Started +*************** + +Here is a quick snippet showing how to calculate `color FA` also known as the +DEC map. We use a Tensor model to reconstruct the datasets which are +saved in a Nifti file along with the b-values and b-vectors which are saved as +text files. Finally, we save our result as a Nifti file :: + + fdwi = 'dwi.nii.gz' + fbval = 'dwi.bval' + fbvec = 'dwi.bvec' + + from dipy.io.image import load_nifti, save_nifti + from dipy.io import read_bvals_bvecs + from dipy.core.gradients import gradient_table + from dipy.reconst.dti import TensorModel + + data, affine = load_nifti(fdwi) + bvals, bvecs = read_bvals_bvecs(fbval, fbvec) + gtab = gradient_table(bvals, bvecs) + + tenmodel = TensorModel(gtab) + tenfit = tenmodel.fit(data) + + save_nifti('colorfa.nii.gz', tenfit.color_fa, affine) + +As an exercise, you can try to calculate `color FA` with your datasets. You will need +to replace the filepaths `fdwi`, `fbval` and `fbvec`. Here is what +a slice should look like. + +.. image:: _static/images/colorfa.png + :align: center + +********** +Next Steps +********** + +You can learn more about how you to use DIPY_ with your datasets by reading the examples in our :ref:`documentation`. + +.. We need the following toctree directive to include the documentation +.. in the document hierarchy - see http://sphinx.pocoo.org/concepts.html +.. toctree:: + :hidden: + + documentation + stateoftheart + +******* +Support +******* + +We acknowledge support from the following organizations: + +- The department of Intelligent Systems Engineering of Indiana University. + +- The National Institute of Biomedical Imaging and Bioengineering, NIH. + +- The Gordon and Betty Moore Foundation and the Alfred P. Sloan Foundation, through the + University of Washington eScience Institute Data Science Environment. + +- Google supported DIPY through the Google Summer of Code Program during + Summer 2015, 2016 and 2018. + +- The International Neuroinformatics Coordination Facility. + + + + +.. include:: links_names.inc diff --git a/pull/9/_sources/installation.rst.txt b/pull/9/_sources/installation.rst.txt new file mode 100644 index 00000000..737a806a --- /dev/null +++ b/pull/9/_sources/installation.rst.txt @@ -0,0 +1,442 @@ +.. _installation: + +############ +Installation +############ + +DIPY_ is in active development. You can install it from our latest release, but +you may find that the release has gotten well behind the current development - +at least - we hope so - if we're developing fast enough! + +If you want to install the latest and greatest from the bleeding edge of the +development, skip to :ref:`from-source`. If you just want to install a released +version, read on for your platform. + +******************** +Installing a release +******************** + +If you are on Debian or Ubuntu Linux we recommend you try +:ref:`install-packages` first. Otherwise please try :ref:`install-pip`. + +.. _install-packages: + + +Using Anaconda: +=============== + +On all platforms, you can use Anaconda_ to install DIPY. To do so issue the following command in a terminal:: + + conda install -c conda-forge dipy + +Some of the visualization methods require the FURY_ library and this can be installed separately (for the time being only on Python 3.4+):: + + conda install -c conda-forge fury + +Using packages: +=============== + +Windows +------- + +#. First, install the python library dependencies. One easy way to do that is to + use the Anaconda_ distribution (see below for :ref:`alternatives`). + +#. Even with Anaconda_ installed, you will still need to install the nibabel_ + library, which supports reading and writing of neuroimaging data formats. Open + a terminal and type:: + + pip install nibabel + +#. Finally, we are ready to install DIPY itself. Same as with `nibabel` above, + we will type at the terminal shell command line:: + + pip install dipy + + When the installation has finished we can check if it is successful in the following way. From a Python console script try:: + + >>> import dipy + + This should work with no error. + +#. Some of the visualization methods require the FURY_ library and this can be installed by doing :: + + pip install fury + + +OSX +--- + +#. To use DIPY_, you need to have some :ref:`dependencies` installed. First of all, make sure that you have installed the Apple Xcode_ developer tools. You'll need those to install all the following dependencies. + +#. Next, install the python library dependencies. One easy way to do that is to use the Anaconda_ distribution (see below for :ref:`alternatives`). + +#. Even with Anaconda_ installed, you will still need to install the nibabel_ library, which supports the reading and writing of neuroimaging data formats. Open a terminal and type:: + + pip install nibabel + +#. Finally, we are ready to install DIPY itself. Same as with `nibabel` above, we will type at the terminal shell command line:: + + pip install dipy + + When the installation has finished we can check if it is successful in the following way. From a Python console script try:: + + >>> import dipy + + This should work with no error. + +#. Some of the visualization methods require the FURY_ library and this can be installed by doing:: + + pip install fury + +Linux +----- + +For Debian, Ubuntu and Mint set up the NeuroDebian_ repositories - see +`NeuroDebian how to`_. Then:: + + sudo apt-get install python-dipy + +We hope to get packages for the other Linux distributions, but for now, please +try :ref:`install-pip` instead. + + +.. _install-pip: + +Using pip: +========== + +This method should work under Linux, Mac OS X, and Windows. + +Please install numpy_ and scipy_ using their respective binary installers if +you haven't already. + +For Windows and Mac OSX you can use Anaconda_ to get numpy, scipy, cython and lots +of other useful python modules. Anaconda_ is a big package but will install many +tools and libraries that are useful for scientific processing. + +When you have numpy, scipy and cython installed then try:: + + pip install nibabel + pip install dipy + +Then from any python console or script try:: + + >>> import dipy + + +******* +Support +******* + +Contact us: +=========== + +Do these installation instructions work for you? For any problems/suggestions please let us know by sending us an e-mail to the `nipy mailing list`_ with the subject line starting with ``[DIPY]``. + +Common problems: +================ + +Multiple installations +---------------------- + +Make sure that you have uninstalled all previous versions of DIPY before installing a new one. A simple and general way to uninstall DIPY is by removing the installation directory. You can find where DIPY is installed by using:: + + import dipy + dipy.__file__ + +and then remove the DIPY directory that contains that file. + +.. _alternatives: + +Alternatives to Anaconda +------------------------- +If you have problems installing Anaconda_ we recommend using Canopy_ or pythonxy_. + +Memory issues +------------- +DIPY can process large diffusion datasets. For this reason, we recommend using a 64bit operating system that can allocate larger memory chunks than 32bit operating systems. If you don't have a 64bit computer that is okay DIPY works with 32bit too. + +.. _python-versions: + +Note on python versions +----------------------- + +Most DIPY functionality can be used with Python versions 2.6 and newer, including Python 3. +However, some visualization functionality depends on FURY, which only supports Python 3 in versions 7 and newer. + +.. _from-source: + +********************** +Installing from source +********************** + +Getting the source +================== + +More likely you will want to get the source repository to be able to follow the +latest changes. In that case, you can use:: + + git clone https://github.com/dipy/dipy.git + +For more information about this see :ref:`following-latest`. + +After you've cloned the repository, you will have a new directory, containing +the DIPY ``setup.py`` file, among others. We'll call this directory - that +contains the ``setup.py`` file - the *DIPY source root directory*. Sometimes +we'll also call it the ```` directory. + +Building and installing +======================= + +Install from source (all operating systems) +------------------------------------------- + +Change directory into the *DIPY source root directory*. + +To clean your directory from temporary file, use:: + + git clean -fxd + +This command will delete all files not present in your github repository. + +Then, complete your installation by using this command:: + + pip install --user -e . + +This command will do the following : + - remove the old dipy installation if present + - build dipy (equivalent to `python setup.py build_ext --inplace`) + - install dipy locally on your user environment + +.. _install-source-nix: + +Install from source for Unix (e.g Linux, OSX) +--------------------------------------------- + +Change directory into the *DIPY source root directory*. + +To install for the system:: + + python setup.py install + +To build DIPY in the source tree (locally) so you can run the code in the source tree (recommended for following the latest source) run:: + + python setup.py build_ext --inplace + +add the *DIPY source root directory* into your ``PYTHONPATH`` environment variable. Search google for ``PYTHONPATH`` for details or see `python module path`_ for an introduction. + +When adding dipy_ to the ``PYTHONPATH``, we usually add the ``PYTHONPATH`` at +the end of ``~/.bashrc`` or (OSX) ``~/.bash_profile`` so we don't need to +retype it every time. This should look something like:: + + export PYTHONPATH="/home/user_dir/Devel/dipy:\$PYTHONPATH" + +After changing the ``~/.bashrc`` or (OSX) ``~/.bash_profile`` try:: + + source ~/.bashrc + +or:: + + source ~/.bash_profile + +so that you can have immediate access to DIPY_ without needing to +restart your terminal. + + +Ubuntu/Debian +------------- + +:: + + sudo apt-get install python-dev python-setuptools + sudo apt-get install python-numpy python-scipy + sudo apt-get install cython + +then:: + + sudo pip install nibabel + +(we need the latest version of this one - hence ``pip`` rather than +``apt-get``). + +You might want the optional packages too (highly recommended):: + + sudo apt-get install ipython python-h5py python-vtk python-matplotlib + + +Now follow :ref:`install-source-nix`. + +Fedora / Mandriva maybe Redhat +------------------------------ + +Same as above but use yum rather than apt-get when necessary. + +Now follow :ref:`install-source-nix`. + + +Windows +------- + +Anaconda_ is probably the easiest way to install the dependencies that you need. +To build from source, you will also need to install the exact compiler which is +used with your specific version of python. + +For getting this information, type this command in shell like ``cmd`` or Powershell_:: + + python -c "import platform;print(platform.python_compiler())" + +This command should print information of this form:: + + MSC v.1900 64 bit (AMD64) + +Now that you find the relevant compiler, you have to install the VisualStudioBuildTools_ +by respecting the following table:: + + Visual C++ 2008 (9.0) MSC_VER=1500 + Visual C++ 2010 (10.0) MSC_VER=1600 + Visual C++ 2012 (11.0) MSC_VER=1700 + Visual C++ 2013 (12.0) MSC_VER=1800 + Visual C++ 2015 (14.0) MSC_VER=1900 + Visual C++ 2017 (15.0) MSC_VER=1910 + +After the VisualStudioBuildTools_ installation, restart a command shell and +change directory into the *DIPY source root directory*. + +To install into your system:: + + python setup.py install + +To install inplace - so that DIPY is running out of the source code directory:: + + python setup.py develop + +(this is the mode we recommend for following the latest source code). If you +get an error with ``python setup.py develop`` make sure you have installed +`setuptools`_. + +If you get an error saying "unable to find vcvarsall.bat" then you need to +check your environment variable ``PATH`` or reinstall VisualStudioBuildTools_. +Setuptools should automatically detect the compiler and use it. + +OSX +--- + +Make sure you have Xcode_ and Anaconda_ installed. + +From here follow the :ref:`install-source-nix` instructions. + +OpenMP with OSX +--------------- +OpenMP_ is a standard library for efficient multithreaded applications. This +is used in DIPY for speeding up many different parts of the library (e.g., denoising +and bundle registration). If you do not have an OpenMP-enabled compiler, you can +still compile DIPY from source using the above instructions, but it might not take +advantage of the multithreaded parts of the code. To be able to compile +DIPY from source with OpenMP on Mac OSX, you will have to do a few more things. First +of all, you will need to install the Homebrew_ package manager. Next, you will need +to install and configure the compiler. You have two options: using the GCC compiler +or the CLANG compiler. This depends on your python installation: + +Under Anaconda +~~~~~~~~~~~~~~~~ + +If you are using Anaconda_, you will need to use GCC. The first option is to run the following command:: + + conda install gcc + +After this installation, gcc will be your default compiler in Anaconda_ environment. + +The second option is to install gcc via homebrew. Run the following:: + + brew reinstall gcc --without-multilib + +This should take about 45 minutes to complete. Then add to your bash +configuration (usually in ``~/.bash_profile``), the following:: + + export PATH="/usr/local/Cellar/gcc/5.2.0/bin/gcc-5:\$PATH" + + +Under Homebrew Python or python.org Python +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +If you are already using the Homebrew Python, or the standard python.org Python, +you will need to use the CLANG compiler with OMP. Run:: + + brew install clang-omp + +And then edit the ``setup.py`` file to include the following line (e.g., on line 14, +at the top of the file, but after the initial imports):: + + os.environ['CC'] = '/usr/local/bin/clang-omp' + + +Building and installing +~~~~~~~~~~~~~~~~~~~~~~~ +Whether you are using Anaconda_ or Hombrew/python.org Python, you will need to then +run ``python setup.py install``. When you do that, it should now +compile the code with this OpenMP-enabled compiler, and things should go faster! + + +Testing +======== + +If you want to run the tests:: + + sudo pip install pytest + +Then (in python or ipython_):: + + >>> import dipy + >>> dipy.test() + +You can also run the examples in ``/doc``. + +Documentation (Unix only) +========================= + +To build the documentation in HTML in your computer you will need to do:: + + sudo pip install sphinx + +Then change directory to ```` and:: + + cd doc + make clean + make html + +Tip +--- + +Building the entire ``DIPY`` documentation takes a few hours. You may want to +skip building the documentation for the examples, which will reduce the +documentation build time to a few minutes. You can do so by executing:: + + make -C . html-after-examples + +Troubleshooting +--------------- + +If you encounter the following error when trying to build the documentation:: + + tools/build_modref_templates.py dipy reference + *WARNING* API documentation not generated: Can not import dipy + tools/docgen_cmd.py dipy reference_cmd + *WARNING* Command line API documentation not generated: Cannot import dipy + Build API docs...done. + cd examples_built && ../../tools/make_examples.py + Traceback (most recent call last): + File "../../tools/make_examples.py", line 33, in + import dipy + ModuleNotFoundError: No module named 'dipy' + +it is probably due to a conflict between the picked ``Sphinx`` version: this +happens when the system's ``Sphinx`` package is used instead of the virtual +environment's ``Sphinx`` package, and the former trying to import a ``DIPY`` +version in the system: the ``Sphinx`` package used should correspond to that of +the virtual environment where ``DIPY`` lives. This can be solved by specifying +the path to the ``Sphinx`` package in the virtual environment:: + + make html SPHINXBUILD='python /sphinx-build' + +.. include:: links_names.inc diff --git a/pull/9/_sources/introduction.rst.txt b/pull/9/_sources/introduction.rst.txt new file mode 100644 index 00000000..1bbc5bea --- /dev/null +++ b/pull/9/_sources/introduction.rst.txt @@ -0,0 +1,24 @@ +.. _introduction: + +=============== + What is DIPY? +=============== + +* **a python package** for analyzing ``diffusion MRI data`` + +* a free and open project to collaborate and **share** your code and expertise. + +Want to know more? Read our :ref:`documentation`, :ref:`installation` +guidelines and try the :ref:`examples`. Didn't find what you are looking for? +Then try :ref:`faq` and then if this doesn't help send an e-mail to our +e-mail list neuroimaging@python.org with subject starting with ``[DIPY]``. + +.. figure:: _static/images/pretty_tracks.png + :align: center + + This is a depiction of tractography created with DIPY. + + If you want to learn how you can create these with your datasets, + read the examples in our :ref:`documentation` . + +.. include:: links_names.inc diff --git a/pull/9/_sources/mission.rst.txt b/pull/9/_sources/mission.rst.txt new file mode 100644 index 00000000..1396b93f --- /dev/null +++ b/pull/9/_sources/mission.rst.txt @@ -0,0 +1,20 @@ +.. _mission: + +=================== + Mission statement +=================== + +Mission of Statement + +The purpose of DIPY_ is to make it **easier to do better diffusion MR imaging research**. Following up with the nipy mission statement we aim to build software that is + + * **clearly written** + * **clearly explained** + * **a good fit for the underlying ideas** + * **a natural home for collaboration** + +We hope that, if we fail to do this, you will let us know and we will try and make it better. + +See also :ref:`introduction` + +.. include:: links_names.inc diff --git a/pull/9/_sources/posts/2023/2023_05_19_vara_week0.rst.txt b/pull/9/_sources/posts/2023/2023_05_19_vara_week0.rst.txt new file mode 100644 index 00000000..459ec54f --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_05_19_vara_week0.rst.txt @@ -0,0 +1,35 @@ +Journey of GSOC application & acceptance : Week 0 +================================================= + +.. post:: May 19 2023 + :author: Vara Lakshmi Bayanagari + :tags: google + :category: gsoc + +While applying for the GSOC 2023 DIPY sub-project titled “Creating Synthetic MRI”, I knew +this would be the right one for me for two reasons. Keep reading to know more! + +As nervous and not-so-optimistic as I am about applying for academic competitions, I pushed +myself to apply for GSOC out of a necessity for summer job more than anything. This got me out +of my comfort zone and I ventured into open source development. During the time of application +I was a Master’s student from NYU(current status - graduated) with focus on Deep Learning +Applications in Healthcare. I was so involved in research in Computer Vision during school, I +decided to pursue career in the same field going forward. Fortunately, I came across a college +senior’s post on LinkedIn regarding getting accepted as a mentor for GSOC 2023 during that time. +This prompted me to look further into GSOC and its list of projects for this year. I have only +heard of GSOC during my undergrad, during which I never could muster courage to pursue something +outside college. But this time around, I decided to put a confident front and take the leap. + +As I searched through the list of available projects, I got iteratively definitive about what I +wanted to work on - looked for python projects first, filtered out machine learning projects next, +narrowed down to a couple of relevant projects. In the process, I came across the list of DIPY +projects. Firstly, I was looking to further my research knowledge in ML by exploring Generative AI. +Secondly, I have worked with MRI datasets in the context of Deep Learning previously, so +‘Creating Synthetic MRI’ project seemed the right fit. These reasons got me hooked to DIPY +sub-organization. I thoroughly enjoyed exploring DIPY applications and began the process for +the application preparation soon. With the wonderful help from the mentors, I successfully submitted +an application, later got an interview call and voila, I got in! + +I am very happy about participating in GSOC this year. What started out as a necessity has now become +a passion project. I hope to enjoy the journey ahead, looking forward to learning and implementing few +things along the way! diff --git a/pull/9/_sources/posts/2023/2023_05_29_Shilpi_Week_0_1.rst.txt b/pull/9/_sources/posts/2023/2023_05_29_Shilpi_Week_0_1.rst.txt new file mode 100644 index 00000000..3f6e9647 --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_05_29_Shilpi_Week_0_1.rst.txt @@ -0,0 +1,82 @@ +Community Bonding and Week 1 Insights +===================================== + +.. post:: May 29 2023 + :author: Shilpi Prasad + :tags: google + :category: gsoc + + +About Myself +~~~~~~~~~~~~ + +Hey there! I'm Shilpi, a Computer Science and Engineering undergrad at Dayananda Sagar College of Engineering, Bangalore. I'm on track to grab my degree in 2024. +My relationship with Python started just before I started college - got my hands dirty with this awesome Python Specialization course on Coursera. +When it comes to what makes me tick, it's all things tech. I mean, new technology always excites me. Ubuntu, with its fancy terminal and all, used to intimidate me at first, but now, I get a thrill out of using it to do even the simplest things. +Up until 2nd year I used to do competitive programming and a bit of ML. But from 3rd year I've been into ML very seriously, doing several courses on ML as well solving ML problems on kaggle. ML is very fun and I've done a few project on ML as well. +Coding? Absolutely love it. It's like, this is what I was meant to do, y'know? I got introduced to git and GitHub in my first year - was super curious about how the whole version control thing worked. And then, I stumbled upon the world of open source in my second year and made my first contribution to Tardis: (``_) +Initially, I intended on doing GSoC during my second year but ended up stepping back for reasons. This time, though, I was fired up to send in a proposal to at least one organization in GSoC. And, well, here we are! + +Intro to Open-Source and GSoC +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +So, I started off finding out about GSoC - how many hours do selected folks put in, the kind of projects people usually tackle, and all that stuff. To get a handle on what they want in a proposal, I turned to some successful ones from previous years. Really gave me an idea of the kind of stuff they expect you to bring to the table. +Trying to find the organization that'd go with my skill set, I stumbled upon Python Software Foundation, and I was like, "This is it!". And under PSF, there was DIPY. +Diving into DIPY's docs was a breeze as they've got it so well put together that I managed to get my head around a completely new topic, "Diffusion MRI", just by going through their introductory docs and a bit of gpt. +While exploring DIPY, I noticed this issue that needed a new feature. It took a good bit of reading to really understand what they were looking for and how to actually build that feature. And then, I submitted my first PR (`check it out here `__)! Getting it merged wasn't exactly easy - there was a lot of room for improvement up in my code, but honestly, I feel like it's all part of the learning curve. +I was a bit of a latecomer to GSoC, so I didn't have much time to make up a ton of PRs. Plus, by the time I'd submitted my first PR, the proposal submission period had already begun. So, I focused all my energy on increasing my knowledge on the topic and polishing my proposal. Plus, I'd wanted to get my proposal reviewed at least once before I submitted it. + +Code contributions: + +1. [https://github.com/dipy/dipy/pull/2749] + +The Day +~~~~~~~ + +May 4th: I woke up feeling like a nervous wreck. That interview with my organization? Let's just say it didn't go very well. Yet, I couldn't help but hope for the best. The results were supposed to drop at 11:45pm, a moment I wasn't exactly looking forward to. +I tried logging into Google to check, but couldn't. Too many people doing the same thing. I threw my hands up, gave up on the login battle, and got back to work, hoping to distract myself. +Fast forward to 1:30am - I figured by now, the log-in rush should have calmed down. I gave it another shot and... I got in! I clicked over to the dashboard, and there it was. My project. Right there, listed under the Projects section. I had heard that if you get selected, your proposal shows up there. +To confirm that it was actually happening, I picked my phone to check if I'd gotten any official email yet. And yes!! I'd gotten it at 12:49 am. I just hadn't checked. +I whooped, woke up my roomies, rushed to call my parents. +Honestly, words can't even begin to capture how I felt at that moment. +Pure, undiluted joy, that's what it was. My parents, surprisingly actually picked up my call. But the minute I told them I'd made the cut, they congratulated me. It was heck of a day, (^^). + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + +As this was my first week I majorly spent a lot of time knowing about the codebase of the organization. I also went through a couple of research papers of projects which have already been implemented to get information related to my branch. +I'm currently in the middle of reading through the research paper, which is directly related to my project: `here `__ +I also went through some of the videos related to information on cti, a couple of them are: `this `__ and also, `this `__ +I also submitted `this `__ PR. In this PR members of my organization are supposed to submit all the +blogs. +But mostly I spent a lot of time in implementing the already existing MultiTensor Simulation on my local system , and also completing the assignment which my mentor gave me. +In this assignment, I was given a specific number of directions, 'n' and some steps on how to produce bvals and bvecs. I had to create ``gtab1`` and ``gtab2``. and then taking ``gtab1`` & ``gtab2`` as input, I was supposed to create a function which would give output btensor i.e btens. +The purpose of this assignment was to strengthen my knowledge on concepts I've already read and also to give me some coding experience, as this is critical in order for me to be able to implement the rest of my project. + +What is coming up next Week +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +These simulations were basically the first task of the proposal. +So after the btensor I intend on producing the synthetic signals using the qti model (hint on how +it is done in qti tests). +make a figure similar to figure 1 of the 2021 CTI paper: +`here `__ + + +Did I get stuck anywhere +~~~~~~~~~~~~~~~~~~~~~~~~ + +I got stuck while creating `this `__ PR. I had to rebase a bunch of commits, and this was a new concept to me, so it took me a while to figure it out. Due to rebasing, I ended up creating a bunch of other commits, which made the commit history of this PR a mess. So, I had to learn about the concept of squashing the commits. + +I also got stuck a lot while trying to find out the perpendicular directions to the vectors used in ``gtab1``. I was supposed to implement the following formula: + +.. image:: https://github.com/dipy/dipy/blob/09a8c4f8436f995e55231fb3d11fbfe6749610a9/_static/images/formula_.png?raw=true + :width: 400 + :alt: formula cti gtab + +I had to spend a lot of time figuring out how to combine 3 vectors of shape (81, 3) to get V. And also working on the function which would give me the perpendicular vector to the vector in ``gtab1``. + +I got a bunch of ``ValueErrors`` saying: could not broadcast input array from shape (3,3,1) into shape (3,3) and some ``IndexError`` saying: shape mismatch: indexing arrays could not be broadcast together with shapes (81,) (3,1) (3,). + +I also had to experiment on how to concatenate different vectors to get the vector of the right shape, since there are a bunch of possible options while stacking, such as vstack, hstack, stack, etc. + diff --git a/pull/9/_sources/posts/2023/2023_05_29_vara_week1.rst.txt b/pull/9/_sources/posts/2023/2023_05_29_vara_week1.rst.txt new file mode 100644 index 00000000..ea5d50d4 --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_05_29_vara_week1.rst.txt @@ -0,0 +1,26 @@ +Community bonding and Project kickstart : Week 1 +================================================ + +.. post:: May 29 2023 + :author: Vara Lakshmi Bayanagari + :tags: google + :category: gsoc + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + +Community Bonding period ended last week and my first blog is based on the work carried +out in the last week. My meeting with GSOC mentors at the start of the week helped me chalk +out an agenda for the week. As the first step, I familiarized myself with Tensorflow +operations, functions and distribution strategies. My previous experience with PyTorch as +well as `website tutorials `_ on basic Deep +Learning models helped me quickly learn Tensorflow. As the next step, I read VQ-VAE paper & +understood the tensorflow open source implementation. VQ-VAE addresses 'posterior collapse' +seen in traditional VAEs and overcomes it by discretizing latent space. This in turn also +improved the generative capability by producing less blurrier images than before. +Familiarizing about VQ-VAE early on helps in understading the latents used in Diffusion models +in later steps. I also explored a potential dataset - `IXI (T1 images) `_ +- and performed some exploratory data analysis, such as age & sex distribution. The images contain +entire skull information, it may require brain extraction & registration. It maybe more useful +to use existing preprocessed datasets & align them to a template. For next week, I'll be +conducting further literature survey on Diffusion models. \ No newline at end of file diff --git a/pull/9/_sources/posts/2023/2023_06_05_Shilpi_week2.rst.txt b/pull/9/_sources/posts/2023/2023_06_05_Shilpi_week2.rst.txt new file mode 100644 index 00000000..c8a59fbd --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_06_05_Shilpi_week2.rst.txt @@ -0,0 +1,24 @@ +Signal Creation & Paper Research: Week2 Discoveries +=================================================== + +.. post:: June 05 2023 + :author: Shilpi Prasad + :tags: google + :category: gsoc + + + +What I did this week +~~~~~~~~~~~~~~~~~~~~ +I worked through this research paper, and found some relevant facts to the tasks at hand, such as the different sources of kurtosis. One other important fact I found out was that DDE comprises 2 diffusion encoding modules characterized by different q-vectors (q1 and q2 ) and diffusion times. This fact is important because, CTI approach is based on DDE's cumulant expansion, and the signal is expressed in terms of 5 unique second and fourth-order tensors. I also found out about how the synthetic signals could be created using 2 different scenarios, which comprises a mix of Gaussian components and a mix of Gaussian and/or restricted compartments. +The major time I spent this week was in creating synthetic signals, and therefore in creating simulations. + + +What Is coming up next week +~~~~~~~~~~~~~~~~~~~~~~~~~~~ +I intend on finishing the simulations with appropriate documentation and theory lines. If time permits, I'll resume working on the cti.py file and its tests section. + + +Did I get stuck anywhere +~~~~~~~~~~~~~~~~~~~~~~~~ +I didn't get stuck, however it did take me a while to go through all the code that I could possibly be needing in my simulations, and also in understanding the theory behind those codes. diff --git a/pull/9/_sources/posts/2023/2023_06_05_vara_week2.rst.txt b/pull/9/_sources/posts/2023/2023_06_05_vara_week2.rst.txt new file mode 100644 index 00000000..2bd9fa3a --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_06_05_vara_week2.rst.txt @@ -0,0 +1,33 @@ +Deep Dive into VQ-VAE : Week 2 +============================== + +.. post:: June 05, 2023 + :author: Vara Lakshmi Bayanagari + :tags: google + :category: gsoc + + +What I did this week +~~~~~~~~~~~~~~~~~~~~ +This week I took a deep dive into VQ-VAE code. Here's a little bit about VQ-VAE - + +VQ-VAE is discretized VAE in latent space that helps in achieving high quality outputs. It varies from VAE by two points - use of discrete latent space, performing separate Prior training. VAE also showed impressive generative capabilities across data modalities - images, video, audio. + +By using discrete latent space, VQ-VAE bypasses the 'posterior collapse' mode seen in traditional VAE. Posterior collapse is when latent space is not utilized properly and collapses to similar vectors independent of input, thereby resulting in not many variations when generating outputs. + +Encoder, Decoder weights are trained along with L2 updates of embedding vectors. A categorical distribution is assumed of these latent embeddings and to truly capture the distribution of these vectors, these latents are further trained using PixelCNN model. + +In the original paper, PixelCNN has shown to capture the distribution of data while also delivering rich detailing in generated output images. In the image space, PixelCNN decoder reconstructs a given input image with varying visual aspects such as colors, angles, lightning etc. This is achieved through autoregressive training with the help of masked convolutions. Auto regressive training coupled with categorical distribution sampling at the end of the pipeline facilitates PixelCNN to be an effective generative model. + +A point to be noted here is that the prior of VQ-VAE is trained in latent space rather than image space through PixelCNN. So, it doesn't replace decoder as discussed in the original paper, rather trained independently to reconstruct the latent space. So, the first question that comes to my mind - How does latent reconstruction help in image generation? Is prior training required at all? What happens if not done? + +My findings on MNIST data shows that trained prior works well only with a right sampling layer(tfp.layers.DistrubutionalLambda), that helps with uncertainty estimation. Therefore, PixelCNN autoregressive capabilities are as important as defining a distribution layer on top of them. Apart from this, I've also been researching and collating different MRI datasets to work on in the future. + +What Is coming up next week +~~~~~~~~~~~~~~~~~~~~~~~~~~~ +My work for next week includes checking insights on CIFAR dataset, brushing up on Diffusion Models. + +Did I get stuck anywhere +~~~~~~~~~~~~~~~~~~~~~~~~ +Working with VQ-VAE code required digging in a little bit before drawing conclusions on results obtained. I reached out to the author of the Keras implementation blog to verify a couple of things. And conducted couple more experiments than estimated and presented the same work at the weekly meeting. + diff --git a/pull/9/_sources/posts/2023/2023_06_12_vara_week3.rst.txt b/pull/9/_sources/posts/2023/2023_06_12_vara_week3.rst.txt new file mode 100644 index 00000000..c0803223 --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_06_12_vara_week3.rst.txt @@ -0,0 +1,35 @@ +VQ-VAE results and study on Diffusion models : Week 3 +===================================================== + +.. post:: June 12, 2023 + :author: Vara Lakshmi Bayanagari + :tags: google + :category: gsoc + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + +I continued my experiments with VQ-VAE on MNIST data to see the efficacy of the Prior training in the generated outputs. The output of the encoder for every input image delivers a categorical index of a latent vector for every pixel in the output. As discussed in the `previous blog post `_, the Prior has been trained separately using PixelCNN (without any conditioning) in the latent space. + +If PixelCNN is a bunch of convolutions, then what makes it a generative model? This is an important question to ask and the answer to it is the sampling layer used on pixelCNN outputs during inference. + +The official code in Keras uses a ``tfp.layers.DistributionLambda(tfp.distributions.Categorical)`` layer as its sampling layer. Without this sampling layer PixelCNN outputs are deterministic and collapse to single output. Also similarly, sampling layer alone, i.e., without any PixelCNN trained Prior, on the predetermined outputs of the encoder is deterministic. This is due to the fact that latent distances are correctly estimated by the pre-trained encoder and during inference categorical sampling layer would always sample the least distance latent, i.e., the one closest to the input. + +Therefore, the autoregressive nature of PixelCNN combined with a sampling layer for every pixel delivers an effective generative model. The outputs for all my experiments are shown in the image below - + +.. image:: /_static/images/vq-vae-results.png + :width: 800 + +Based on qualitative analysis, PixelCNN outputs may require some extra work. This leads me to the next step in my research - to explore Diffusion models. The first breakthrough paper on Diffusion models is by DDPM - Denoising Diffusion Probabilistic models. Inspired by previous work on nonequilibrium thermodynamics, they show that training diffusion models while maximizing the posterior likelihood in an image generation task is mathematically equivalent to denoising score matching. + +In simple terms, there are two processes in diffusion modelling - forward & reverse. Forward process iteratively produces noisy images using noise schedulers. This can be reduced to one step noisy image through reparametrization technique. In the reverse process, a U-Net is trained to estimate the noise in the final noisy image. + +During inference/sampling, noise is iteratively estimated and removed from a random noisy image to generate a new unseen image. The L2 loss used to estimate the noise during training is mathematically equivalent to maximizing the posterior likelihood i.e., maximizing the distribution of final denoised image. You can find more details in `this `_ paper. + +`Stable Diffusion `_ paper moves the needle by making the diffusion model more accessible, scalable and trainable using a single Nvidia A100 GPU. Earlier diffusion models were difficult to train, requiring 100s of training days, instability issues and restricted to image modality. Stable Diffusion achieved training stability with conditioning on multimodal data by working in latent space. A pre-trained image encoder such as VQ-VAE is used to downsample and extract imperceptible details of an input image. These latents are used to train Diffusion model discussed above. Doing so separates the notion of perceptual compression and generative nature of the whole network. Later the denoised latents can be passed through a VQ-VAE trained decoder to reconstruct images in pixel space. This results in a less complex model, faster training and high quality generative samples. + + +What is coming up next week +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +Setting up of Big Red 200 HPC account. Training Diffusion model using MNIST latent from VQ-VAE in tensorflow without any conditioning. diff --git a/pull/9/_sources/posts/2023/2023_06_13_Shipi_week3.rst.txt b/pull/9/_sources/posts/2023/2023_06_13_Shipi_week3.rst.txt new file mode 100644 index 00000000..9dfeae63 --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_06_13_Shipi_week3.rst.txt @@ -0,0 +1,29 @@ +CTI Simulation and QTI tutorial : Week 3 +======================================== + +.. post:: June 13 2023 + :author: Shilpi Prasad + :tags: google + :category: gsoc + +What I did this week: +_____________________ + +This week I worked on finishing the simulations with the appropriate documentation. I also worked on creating a general tutorial for CTI/ QTI as one doesn't already exist for QTI. +The idea behind this general tutorial was that there isn't any tutorial for advanced diffusion encoding. The closest documentation QTI has is :ref:`here `. However, there are several youtube videos. So, in this tutorial we started with simulating qti, and then we make things a little more complex by adding information on CTI as QTI can only handle a single Gradient Table whereas CTI can handle multiple Gradient Tables. +This week I also started by initializing ``cti_tests.py`` file by adding relevant simulations to it. + + +What Is coming up next week: +____________________________ + +I intend on finishing the simulations with appropriate documentation and theory lines. If time permits, I'll resume working on the ``cti.py`` file and it's tests section. +The work on creating simulations is not entirely complete as it requires conversion of all .py files into rst so that it could be generated by sphinx. I also intend on making the tutorial more complete by maybe adding some more detail to it. +The major thing I intend on working on is the construction of the design matrix for the CTI model. +In the context of diffusion MRI, a design matrix refers to a matrix that encodes the relationship between the data (diffusion-weighted signals) and the model parameters we want to estimate. It is essentially a way to map the model parameters to the observed data. +The design matrix in case of CTI captures more complex tissue microstructure information than either DTI or DKI or QTI. + +Did I get stuck anywhere +________________________ + +No, I didn't get stuck. But implementing btensor value for CTI simulation did require a bit of effort. diff --git a/pull/9/_sources/posts/2023/2023_06_19_Shilpi_week4.rst.txt b/pull/9/_sources/posts/2023/2023_06_19_Shilpi_week4.rst.txt new file mode 100644 index 00000000..17677d03 --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_06_19_Shilpi_week4.rst.txt @@ -0,0 +1,29 @@ +Re-Engineering Simulation Codes with the QTI Model and Design Matrix +==================================================================== + +.. post:: Jun 19 2023 + :author: Shilpi Prasad + :tags: google + :category: gsoc + + + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + +I had to change the ``cti_test.py`` file as the signals generated were not exactly correct. I was advised to follow the multiple gaussian signal generation method. While doing this I had to look closely at several already implemented methods and go in depth to understand how those functions were achieving the desired output. +The multiple gaussian signal generation method is preferred because the CTI signal generation closely resembles the multiple gaussian signals. We're using the multiple gaussian signals so that we can have a priori of what to expect from the outcome, if we fit our model to this signal. +I also managed to implement the design matrix for the CTI tensor and managed to save it up in the ``utils.py`` file. The design matrix is a crucial component of the CTI tensor as it represents the relationships between the different variables in our model. By accurately modeling these relationships, we can generate more realistic simulations and gain a deeper understanding of the CTI tensor. +The link of my work: `Here __` + + + +What is coming up next Week +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +This week I'll work on fitting CTI on multiple Gaussian simulations and see if it produces the expected output. And therefore, work on improving it. This may require implementing a bunch of methods for the Fit class. + +Did I get stuck anywhere +~~~~~~~~~~~~~~~~~~~~~~~~ + +No, I didn't get stuck anywhere. diff --git a/pull/9/_sources/posts/2023/2023_06_19_vara_week4.rst.txt b/pull/9/_sources/posts/2023/2023_06_19_vara_week4.rst.txt new file mode 100644 index 00000000..fae74859 --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_06_19_vara_week4.rst.txt @@ -0,0 +1,25 @@ +Diffusion research continues: Week 4 +==================================== + + +.. post:: June 19, 2023 + :author: Vara Lakshmi Bayanagari + :tags: google + :category: gsoc + + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + +As discussed last week, I completed researching on StableDiffusion(SD). Currently we're looking for unconditional image reconstruction/denoising/generation using SD. I completed putting together keras implementation of unconditional SD. Since I couldn't find an official implementation of unconditional SD code, I collated the DDPM diffusion model codebase, VQ-VAE codebase separately. + +DDPM code uses Attention based U-Net for noise prediction. The basic code blocks of the U-Net are Downsampling, Middle and Upsampling blocks, where each constitute ResidualBlock & AttentionBlock. ResidualBlock is additionally conditioned on the diffusion timestep, DDPM implements this conditioning by adding diffusion timestep to the input image, whereas DDIM performs a concatenation. + +Downsampling & Upsampling in the U-Net are performed 4 times with decreasing & increasing widths respectively. Each downsampling layer consists of two ResidualBlocks, an optional AttentionBlock and a convolutional downsampling(stride=2) layer. At each upsampling layer, there's a concatenation from the respective downsampling layer, three ResidualBlocks, an optional AttentionBlock, ``keras.layers.Upsampling2D`` and a Conv2D layers. The Middle block consists of two ResidualBlocks with an AttentionBlock in between, resulting in no change in the output size. The final output of the Upsampling block is followed by a GroupNormalization layer, Swish Activation layer and Conv2D layer to provide an output with desired dimensions. + +Due to personal reasons, I took a couple of days off this week and will be continuing the rest of the work next week. + +What Is coming up next week +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +I will be running experiments on CIFAR10 on SD, NFBS on 3D VQ-VAE. diff --git a/pull/9/_sources/posts/2023/2023_06_26_vara_week5.rst.txt b/pull/9/_sources/posts/2023/2023_06_26_vara_week5.rst.txt new file mode 100644 index 00000000..497e6a03 --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_06_26_vara_week5.rst.txt @@ -0,0 +1,52 @@ +Carbonate Account Setup, Experiment, Debug and Repeat: Week 5 +============================================================= + + +.. post:: June 26, 2023 + :author: Vara Lakshmi Bayanagari + :tags: google + :category: gsoc + + + + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + + +I finally got my hands on IU's HPC - Carbonate & Big Red 200. I quickly set up a virtual remote connection to Carbonate's Slate on VS Code with Jong's help. Later, I started looking up on Interactive jobs on Carbonate to have GPUs on the go for coding and testing. I spent a ton of time reading up on Carbonate's Interactive SLURM jobs information. Using X11 forwarding, I was able to spin up an interactive job inside the login node using command prompt. It popped up a Firefox browser window from the login node ending up slow and not very user friendly. Same goes for the Big Red 200 as well. Eventually my efforts were in vain and I resorted to installing a jupyter notebook server on my home directory. Although I can't request a GPU with this notebook, it allows me to debug syntax errors, output visualization, plotting loss values etc. + + +Continuing on my MNIST experiments, I ran into Multi Distribution issues while training the unconditional Diffusion Model(DM). Without getting into too many details I can summarize that having a custom train_step function in tensorflow, without any default loss reduction such as *tf.reduce_mean* or *tf.keras.losses.Reduction.SUM*, requires more work than *model.fit()*. So, my current loss function used for training DM is reduced on the last channel while the rest of the shape of each batch is kept intact. When using distributed training, tensorflow requires the user to take care of gradient accumulation if it's an unreduced loss. So, I tried to learn from Tensorflow tutorials. Alas, all their multi distributed strategy examples were based on functional API models whereas my approach is based on object oriented implementation. This led to design issues. For the sake of time management, I did a little bit of tweaking. While compiling the model under *tf.distribute.MirroredStrategy*, I passed *tf.keras.losses.Reduction.SUM* parameter to the loss function and divided the loss by a pre-decided factor which is *np.prod(out.shape[:-1])* i.e., number of elements in the output shape excluding the last channel which is reduced in the loss function. This tweak worked and also does not have any unexpected impacts on the architecture as well as the training paradigm. + + +I followed the architecture described in my previous blog for the DM. I trained this on VQ-VAE latents of MNIST dataset for 200 diffusion steps, 2 Nvidia V100 GPUs, Adam Optimizer with 2e-4 learning rate, 200 batch size per GPU for 100+ epochs. For the generative process, I denoised random samples for 50, 100 and 200 steps on the best performing model(112 epochs). Here are the results I achieved - + + +.. image:: /_static/images/DM-MNIST-112epoch.png + :width: 800 + + +We see some resemblance of digit shapes in the generated outputs. On further training for 300 diffusion timesteps for the best performing model( 108 epochs) with least training loss, the visuals have improved drastically - + + +.. image:: /_static/images/DM-MNIST-DDIM300-108epoch.png + :width: 800 + + +These outputs show the effectiveness of the model architecture, training parameters and the codebase. + + +What Is coming up next week +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + + +Work on T1 weighted MRI datasets on modified 3D conv code. Hyperparameter tuning for the best results. If time permits, work on the FID evaluation metric. + + +Did I get stuck anywhere +~~~~~~~~~~~~~~~~~~~~~~~~ + + +Most of the work conducted this week included setting up the environment, debugging, researching documentation. For the rest of the little time, I ran experiments. Having the code ready, both VQ-VAE and DM, before I got hold of GPUs, helped me save a lot of time. This week's work imparted a great learning experience for me. + diff --git a/pull/9/_sources/posts/2023/2023_07_06_shilpi_week5.rst.txt b/pull/9/_sources/posts/2023/2023_07_06_shilpi_week5.rst.txt new file mode 100644 index 00000000..8ae2c603 --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_07_06_shilpi_week5.rst.txt @@ -0,0 +1,22 @@ +Design Matrix Implementation and Coding with PEP8: Week 5 +========================================================= + +.. post:: July 06 2023 + :author: Shilpi Prasad + :tags: google + :category: gsoc + +What I did this Week +~~~~~~~~~~~~~~~~~~~~ + +This week, my work focused on two main areas: improving the design matrix and implementing methods under the Fit class in CTI. +For the design matrix improvement, I noticed that the design matrix I had previously created was not according to PEP8 standards. After some effort, I managed to modify it to comply with the appropriate format. +This week, my time was mostly consumed by implementing methods under the Fit class in CTI. As CTI is an extension of DKI and shares similarities with the QTI model, I had to look into methods already implemented in DKI and QTI. My approach involved going through these two different modules, comparing the methods, and making notes on which ones would need to be implemented in CTI. This was challenging, as CTI's design matrix is significantly different. +Although this implementation is not completely done, I was able to learn a lot. + +What is coming up next Week +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +This week I intend to further implement the Fit class and also generate tests for the already implemented methods under the Fit class. +And also write tests to make sure that the signals generated in the QTI model are the same as the ones done in ``CTI_pred``. +I also intend on changing the order of parameters of covariance tensor as CTI has a lot of similarities with the QTI module, and in order to use QTI methods, we need to make sure that the order of parameters under covariance tensor in QTI is same as order of parameters in CTI. diff --git a/pull/9/_sources/posts/2023/2023_07_06_shilpi_week6.rst.txt b/pull/9/_sources/posts/2023/2023_07_06_shilpi_week6.rst.txt new file mode 100644 index 00000000..5acc2d80 --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_07_06_shilpi_week6.rst.txt @@ -0,0 +1,31 @@ +Creating signal_predict Method: Testing Signal Generation +========================================================= + +.. post:: July 06 2023 + :author: Shilpi Prasad + :tags: google + :category: gsoc + + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + +This week, I worked together with my mentor to come up with a new way of arranging the elements of the design matrix. So, first I rearranged all the parameters of the covariance parameters so that they'd match with the ones in QTI. So now, the order is: the diffusion tensor, the covariance tensor, and then the kurtosis tensors. But then we decided that it would be better to put the kurtosis tensors first because then we wouldn't have to re-implement all the kurtosis methods again. So, I changed the order of kurtosis and the covariance tensors. + +Also, in order to maintain the coding standards of the previously implemented models, we decided that the diffusion tensor should be divided into evals and evecs. + +Therefore, because of all these changes I had to re-implement a lot of already implemented functions in CTI which also required changing the description of those functions and not only the code. + +But my major time went towards writing tests for these modified codes. While writing codes, I realized that a lot of the functions needed to be modified a bit. Also, I had to import several new libraries in order for the functions to work. + +What Is coming up next week +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +The testing part for the implemented method is not yet done correctly, as the signals don't yet match the expected output. So, I intend on re-implementing them by taking into consideration the suggestions provided by my mentor. This would require modifying code of some already implemented functions as well as re-writing the tests, particularly the generation of the eigenvalues and the eigen vectors. + + +Did I get stuck anywhere +~~~~~~~~~~~~~~~~~~~~~~~~ + +I didn't exactly get stuck, but implementing the tests requires you to make sure that the shape of the tensors you're passing into a function is correct and is as expected. This took me a while to figure out. + diff --git a/pull/9/_sources/posts/2023/2023_07_10_vara_week6_and_week7.rst.txt b/pull/9/_sources/posts/2023/2023_07_10_vara_week6_and_week7.rst.txt new file mode 100644 index 00000000..a4886526 --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_07_10_vara_week6_and_week7.rst.txt @@ -0,0 +1,61 @@ +Diffusion Model results on pre-trained VQVAE latents of NFBS MRI Dataset: Week 6 & Week 7 +========================================================================================= + + +.. post:: July 10, 2023 + :author: Vara Lakshmi Bayanagari + :tags: google + :category: gsoc + + + + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + + +My current code for VQVAE & DM is well tested on MNIST dataset as shown in the previous blog posts. I extended the current codebase for MRI dataset by using 3D convolutions instead of 2D ones, which resulted in 600k parameters for VQVAE for a downsampling factor f=3. I used a preprocess function to transform MRI volumes to the desired shape (128,128,128,1) through DIPY's reslice and scipy's affine_transform functions, followed by MinMax normalization. I trained the VQVAE architecture for batch_size=10, Adam optimizer's lr=2e-4, 100 epochs. I followed suit for downsampling factor f=2 as well and got the following training curves- + + +.. image:: /_static/images/vqvae3d-training-curves.png + :width: 800 + + +The reconstructed brain volumes on the test dataset on the best performing model are as shown below. As seen in the first image, there are black artifacts in the captured blurry brain structure. Whereas the second image(f=2) does a better job in producing less blurrier brain structure. Nonetheless we only see the outline of the brain being captured with no micro-structural information inside them. + + +.. image:: /_static/images/vqvae3d-reconst-f3.png + :width: 800 + + +.. image:: /_static/images/vqvae3d-reconst-f2.png + :width: 800 + + +Later, the 3D Diffusion Model was trained for approximately 200 epochs for 200 & 300 diffusion time steps in two different experiments respectively. The training curves and obtained generations are shown respectively. Both the generations are noisy and don't really have a convincing outlook. + + +.. image:: /_static/images/dm3d-training-curves.png + :width: 800 + + +.. image:: /_static/images/dm3d-reconst-D200-D300.png + :width: 800 + + +Given the achieved noisy generations, I decided to train VQVAE for a higher number of epochs. This may also indicate that the performance of DM is hitched on good latent representations i.e., a trained encoder capable of perfect reconstructions. So I trained f=3 VQVAE for a higher number of epochs as shown below. + + +.. image:: /_static/images/vqvae-f3-higher-epochs.png + :width: 800 + + +The reconstructions obtained on best VQVAE seemed to have produced a better volumetric brain structure. Although, a common theme between all reconstructions is that we see a pixelated output for the last few slices with a checkerboard sort of artifacts. Anyhow, I ran a couple more experiments with a more complex VQVAE model that has residual blocks to carry forward information. None of the reconstructions nor the DM generations have made any progress qualitatively. + + +What Is coming up next week +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + + +One idea can be working to improve VQVAE's effectiveness by playing around with architecture components and hyper-parameter tuning. Alongside I can also work on looking into checkerboard artifacts seen in the reconstructions. + diff --git a/pull/9/_sources/posts/2023/2023_07_12_Shilpi_week7.rst.txt b/pull/9/_sources/posts/2023/2023_07_12_Shilpi_week7.rst.txt new file mode 100644 index 00000000..c7add339 --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_07_12_Shilpi_week7.rst.txt @@ -0,0 +1,29 @@ +Modifying Test Signal Generation +================================ + +.. post:: July 12 2023 + :author: Shilpi Prasad + :tags: google + :category: gsoc + + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + +One of the tasks I did this week was modify the ``cti_design_matrix`` again, as asked by my mentor to make the code more readable. The initial code was following pep8 standard but it wasn't very easy to read, but now it is. +Also, I realized that the main reason my signals weren't matching the ground truth values before at all was because the eigenvalues and eigenvectors of the diffusion tensor distribution were wrong. This was because, before I tried getting D_flat by doing: ``np.squeeze(from_3x3_to_6x1(D))`` which returned a tensor of shape ( 6, ). But in this case, it returned the diffusion tensor elements in the order : Dxx, Dyy, Dzz and so on which isn't the correct format of input expected for the "from_lower_triangular" function. So, initially, we were doing : ``evals, evecs = decompose_tensor(from_lower_triangular(D_flat))`` where the from_lower_triangular function is returning a tensor of shape: (3,3). But then I realized that rather than calculating D_flat, we can simply do: ``evals, evecs = decompose_tensor(D_flat)``. Following this approach gave the correct value of "evals and evecs". So, now we have the correct values of "evals and evecs" which made the signals come closer to the ground truth signals, but we still don't have the signals completely matching the ground truth signals. +Another problem we realized was that while passing "C", covariance tensor parameters, we needed to make sure that we were passing the modified C parameters, that is "ccti". This again helped in bringing the signals to the expected values. +So, after talking things through with my mentor, and analyzing the QTI paper, we came to a few conclusions which could be done to improve the signal values. + +What is coming up next week +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +We realized that there might be a slight probability that there is a typo somewhere in the actual implementation of the QTI signals. So we decided to contact the original author and code implementer of QTI. +Also, one important thing I intend on doing is check the papers, and see the conversions are being done correctly, that is we are taking into consideration the (root2) factor which is present for some covariance tensor elements in the original paper. This is because, for the isotropic case we observe that the signals are matching perfectly because in the isotropic case all the (root2) parameters of the original covariance elements are zero. +Another thing that I intend on doing is to create a new test method which will have some similarities to the test method in dki_tests. + +Did I get stuck anywhere +~~~~~~~~~~~~~~~~~~~~~~~~ + +I didn't get stuck anywhere, but trying to figure out the problem with the current signal generation did take some time and required looking into the research papers. + diff --git a/pull/9/_sources/posts/2023/2023_07_24_vara_week_8_9.rst.txt b/pull/9/_sources/posts/2023/2023_07_24_vara_week_8_9.rst.txt new file mode 100644 index 00000000..a4643c17 --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_07_24_vara_week_8_9.rst.txt @@ -0,0 +1,74 @@ +VQVAE MONAI models & checkerboard artifacts: Week 8 & Week 9 +============================================================ + +.. post:: July 24, 2023 + :author: Vara Lakshmi Bayanagari + :tags: google + :category: gsoc + + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + +We observed in our previous results that the Diffusion Model's performance may depend on better and effective latents from VQVAE. After playing around with convolutional & residual components in the existing architecture that yielded unsatisfactory results, we decided to move to a more proven model on 3D MRIs. It is not necessary that a model that worked well on MNIST dataset would also deliver similarly on 3D MRI datasets, owing to the differences in complexity of the data distributions. Changing the convolutions to 3D filters alone clearly did not do the job. + + +MONAI is an open source organization for Machine Learning in Medical Imaging, it has repositories and tutorials for various high performing networks tested on multiple Medical Image datasets. We adopted the deep learning architecture for VQVAE from MONAI's PyTorch implementation that was trained & tested on BRATS(400 data elements). The predominant difference is that the encoder & the decoder of VQVAE use Residual units differently than our existing setup. These Residual units are alternated between downsampling/upsampling convolutions in the encoder/decoder. Additionally, MONAI's VectorQuantizer uses non-trainable embeddings with statistical updates(Laplace Smoothing) on them at every iteration. + + +I implemented MONAI's VQVAE architecture in Tensorflow from scratch, excluding the VectorQuantizer. This architecture has 46.5M trainable parameters. The training objective is to minimize the sum of reconstruction & quantization loss - same training paradigm as our previous experiments. In addition, to address the checkerboard artifacts, I referred to the `Sub-Pixel Convolution paper `_. + +This paper proposes two methods to overcome the deconvolution overlap, a phenomenon that causes checkerboarded outputs in deconvolution/upsampling layers. These two methods are - Sub Pixel Convolution & NN Resize Convolution. + +For an upsampling rate :math:`r`, Sub Pixel Convolution outputs :math:`3r^2` output channels & later reshuffles channel dimension along spatial dimensions (upsamples them by :math:`r` across each) resulting in 3(desired) output channels. + +Whereas NN Resize performs interpolation on the kernel to upsample its size by :math:`r` before carrying out convolution that outputs 3 channels. The former method relies on shuffling & the later method relies on nearest neighbor interpolation to obtain an upsampled output respectively. + +Both methods have shown to perform better qualitatively in dealing with the checkerboards, on random initialization. The authors also go ahead and prove mathematically that with an efficient initialization, both methods prove to be equivalent. They call it the ICNR initialization - Initialization of Convolution with NN Resize. + + +I ran multiple experiments with batch_size=5,10,10(with ICNR). The training loss curves obtained are as follows, all of them trained on 1 GPU for 24hrs. We see that all of them converge except the last one(B=10 with ICNR). + + +.. image:: /_static/images/vqvae3d-monai-training.png + :width: 800 + + +The best training checkpoint has been used to reconstruct test images. Following images depict 2 such reconstructions in 2 rows, where 5 slices from each of these reconstructions have been displayed in columns. + + +The first one is for B=10, the best training checkpoint had training loss=0.0037. Compared to our previous VQVAE model, we see a better performance in capturing the brain outer structure. Moreover, we don't see white blobs or artifacts as inner matter, rather some curvatures contributing to the inner microstructure of a human brain. + + +.. image:: /_static/images/vqvae3d-monai-B10.png + :width: 800 + + +The second one is for B=10 with ICNR kernel initialization, the best training checkpoint had training loss=0.0067. Although, the test results do not look complete. I implemented ICNR through DIPY's resize function to achieve NN resize equivalent output on the kernel filters. This initialization didn't work as it was intended to, further proving that the training is yet to be converged. + + +.. image:: /_static/images/vqvae3d-monai-B10-ICNR.png + :width: 800 + + +The next & last image is for B=5, the best training checkpoint had training loss = 0.0031. By far the best one quantitatively as well as visually. The test loss for the below reconstructions is 0.0013. The superior performance of this batch size can be owed to the Batch Normalization(BN) layers in the architecture that calculate mean & average of the batch to perform normalization over all batch elements using these statistics. Having lesser batch size may contribute to least variation in the output of the layer & helps in achieving converging outputs faster. This explanation stems from the concept of Contrastive Learning, where BN layers are used as the source of implicit negative loss learners. Higher the batch size, more implicit negative samples to move away from. Whereas our objective is to minimize the reconstruction loss, having lesser batch size consequently may help in lesser variation. + +.. image:: /_static/images/vqvae3d-monai-B5.png + :width: 800 + + +What is coming up next week +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +As the next step, I can focus on training the LDM(Latent Diffusion Model) from the best performing model from the above experiments. + + +Did I get stuck anywhere +~~~~~~~~~~~~~~~~~~~~~~~~ + +In both weeks, I had issues accessing resources & specifically multiple GPUs. + + + + + diff --git a/pull/9/_sources/posts/2023/2023_07_27_Shilpi_week_8_9.rst.txt b/pull/9/_sources/posts/2023/2023_07_27_Shilpi_week_8_9.rst.txt new file mode 100644 index 00000000..3560d25e --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_07_27_Shilpi_week_8_9.rst.txt @@ -0,0 +1,31 @@ +Generating Fit Functions : Week 8 & 9 +===================================== + +.. post:: July 27, 2023 + :author: Shilpi Prasad + :tags: google + :category: gsoc + + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + +This week, I started by figuring out how to run Spyder on Ubuntu. After resolving technical problems, I needed to ensure I could edit code to meet pep8 standards but the automatic formatting of code wasn't working. I made changes in the ``utils.py`` file to increase the design matrix readability and fixed a typo in the ``B[:,3]`` and ``B[:, 4]`` diffusion tensor elements. This is because we realized that the sign needed to be negative to show that it's representing a signal decay. +I implemented mapping all of the covariance parameters from paper to its actual code, creating a need to talk to the original paper's authors as the conversion shown in the paper didn't quite match its implementation. +I also worked on matching the ground truth signal values in case of anisotropic and combined DTDs. This is because the isotropic DTD signals that were being generated matched exactly the QTI signals, as in case of isotropic we've 6 non zero elements, and the rest are 0s. However in anisotropic case we had more non-zero covariance parameters (9 non-zero), similarly as in the case of combined DTD. So we figured out that the non-zero elements are being multiplied to some value which isn't correct and that this needs modifying the ``ccti`` conversion. +So, I worked on reading more about voigt notation, as the QTI parameters were implemented using that notation. +Then we looked again into the QTI paper, and felt the need to contact their author and code implementer and realized that the coding was done while keeping in mind the voigt notation conversion as well as some other factors. At the end of this we figured out the correct conversion of the ``ccti`` parameters. We noticed that some factors needed the (root2) division, while some others needed (2). Therefore, we were able to successfully figure out the correct factors that needed to be multiplied/ divided to each of the covariance parameters. +And hence, now the signal values of all the DTDs match as expected. +Then the other major ongoing task this week has been the implementation of the Fit class in CTI. This required me to implement some functions which might've been implemented in DKI/ QTI. This is an ongoing task and would require more work. + +Things coming up next week +~~~~~~~~~~~~~~~~~~~~~~~~~~ + +After the matching of the correct signals which matched the ground truth values, we realized that a DTD with more non-zero covariance parameters might make the ``ccti`` conversion more robust while taking all cases into consideration. So, we created a DTD with mevals, its angles and the fractions. However the signals didn't match exactly. But rather than being stuck on this case, we decided to move forward for the time being. So, I'll work on making sure that all the ground truth signals match. +But the more important work I will be doing this coming week would be to implement all the required functions in the ``ccti`` module such as the different sources of kurtosis which hasn't been implemented before as this is one of the differentiating factors of CTI. And then hopefully move on to generating the tests for these functions. + +Did i get stuck this week +~~~~~~~~~~~~~~~~~~~~~~~~~ + +Not at all. Some things were kind of vexing, but I didn't get stuck as there was always something else that could be done. + diff --git a/pull/9/_sources/posts/2023/2023_07_31_Shilpi_week10.rst.txt b/pull/9/_sources/posts/2023/2023_07_31_Shilpi_week10.rst.txt new file mode 100644 index 00000000..30270262 --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_07_31_Shilpi_week10.rst.txt @@ -0,0 +1,41 @@ +Adding Tests : Week 10 +====================== + +.. post:: July 31, 2023 + :author: Shilpi Prasad + :tags: google + :category: gsoc + + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + +Last week, we decided to generate a DTD to make the model more robust. This decision accounted for situations where almost all the parameters were non-zero. However, the signals weren't matching exactly in that situation. This week, I fixed that issue. We can now safely say that all DTDs will match the ground truth signals, regardless of which parameters are non-zero or what changes we make. We accomplished this by figuring out the correct order of ccti parameters. These are covariance parameters that take the root2 and '2' factor into consideration. + +I also removed the mean, axial, radial, and kurtosis functions from our CTI Fit method. I realized that we're already importing all the necessary features by importing the DKI Fit class. I still need to write tests for these methods to ensure that everything is working properly. + +The most important task this week has been the implementation of the ``ls_fit_cti``, ``cls_fit_cti``, and ``split_cti_params`` functions. These are vital in the CTI Fit class. I also wrote tests for this class. This required understanding previously implemented similar functions and the parameters they needed. One example is ``data``, which can basically be interpreted as the ``cti_pred_signals``. +The importance of writing tests is to see if given the signals, ``gtab1`` and ``gtab2`` can we obtain the cti parameters correctly or not. So, I'm still analyzing all the functions which have been implemented in DKI, and the tests that have been implemented for them. +So, the important testing function in order to be able to is the ``test_fit`` function in CTI. + +I also implemented the ``test_split_cti_params`` and ``test_cti_fits`` in the ``test_cti.py`` file. In CTI, we must implement tests for radial, axial, anisotropic, and mean kurtosis, even though we're not implementing them ourselves. To write these tests, I referred to the ground truth values when calling the functions outside the Fit class. I implemented tests accordingly. +Note that in DKI, we only needed multiple b-values. In CTI, we also need symmetric ``b1`` and ``b2s`` and also parallel and perpendicular experiments. In CTI, we consider not only the different components of kurtosis but also the sources of kurtosis. The three sources of kurtosis that we identify in CTI is isotropic kurtosis, anisotropic kurtosis, and microscopic kurtosis in CTI. I looked through the original CTI paper's formulas and implemented functions for these. + +Things to do next week +~~~~~~~~~~~~~~~~~~~~~~ + +Even though I've implemented the function which could calculate the sources of kurtosis, it's still outside the CTI Fit class, and needs to be incorporated in the Fit class. I also need to write tests for these functions. In order to do this, I intend on referring to the QTI paper to look for similarities. + +Also, even though I've written tests for the ``ls_fit_cti`` and ``cls_fit_cti`` function, I still need to run these tests and make sure that it's working as expected. + +If I get stuck, I plan to write a tutorial for the CTI implementation. + +I also need to make sure that my model runs in case of given multi-voxels. A voxel in a 3D image which can be thought of as similar to a pixel in a 2D image in that both represent a discrete element of the image data. In DIPY, a voxel model refers to a representation of a 3D image volume as a collection of individual voxels, each of which represents a small volume element within the image. +After I write tests for multi-voxel cases, and if my model is working on everything, then I'll move on to running my model on real-time data. + +If I get stuck anywhere, then I intend on writing a tutorial for the CTI implementation. + +Did I get stuck +~~~~~~~~~~~~~~~ + +No, I didn't. diff --git a/pull/9/_sources/posts/2023/2023_08_07_vara_week_10_11.rst.txt b/pull/9/_sources/posts/2023/2023_08_07_vara_week_10_11.rst.txt new file mode 100644 index 00000000..5bf4822a --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_08_07_vara_week_10_11.rst.txt @@ -0,0 +1,34 @@ +Carbonate issues, GPU availability, Tensorflow errors: Week 10 & Week 11 +======================================================================== + +.. post:: August 7, 2023 + :author: Vara Lakshmi Bayanagari + :tags: google + :category: gsoc + + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + +Recently, I've been an assigned RP(Research Project) account on University of Bloomington's HPC cluster - Carbonate. This account lets me access multiple GPUs for my experiments in a dedicated account. + +Once I started configuring my sbatch file accordingly, I started running into issues like GPU access. My debug print statements revealed that I'm accessing 1 CPU despite configuring the sbatch job for more than 1 GPUs. I double checked my dataloader definition, DistributionStrategy, train function. I read through IU's blogs as well as other resources online to see if I'm missing something. + +Nothing worked, my mentor eventually asked me to raise a IT request on Carbonate, the IT personnel couldn't help either. This could only mean that Tensorflow is picking upon assigned GPUs. So, on my mentor's suggestion, I loaded an older version of the deeplearning module 2.9.1(used 2.11.1 earlier). This worked! + +This also meant using a downgraded version of tensorflow(2.9). This meant I ran into errors again, time taking yet resolvable. I made some architectural changes - replaced GroupNorm with BatchNorm layers, tensor_slices based DataLoader to DataGenerator - to accommodate for the older tensorflow version. Additionally, I also had to change the model structure from a list of layers to ``tensorflow.keras.Sequential`` set of layers with input_shape information defined in the first layer. Without this last change, I ran into ``None`` object errors. + +Once all my new code was in place, the week ended, hahahah. And also GPU's were in scarcity in the same week. I'm glad I got some work done though. + + +What Is coming up next week +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +Run more experiments! + + +Did I get stuck anywhere +~~~~~~~~~~~~~~~~~~~~~~~~ + +All I did was get stuck again & again :P +But all is well now. diff --git a/pull/9/_sources/posts/2023/2023_08_08_Shilpi_week11.rst.txt b/pull/9/_sources/posts/2023/2023_08_08_Shilpi_week11.rst.txt new file mode 100644 index 00000000..5602feb3 --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_08_08_Shilpi_week11.rst.txt @@ -0,0 +1,30 @@ +Making the Tests Work : Week 11 +=============================== + +.. post:: August 08, 2023 + :author: Shilpi Prasad + :tags: google + :category: gsoc + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + +Previously, I had the function for different sources of kurtosis outside the Fit class. Upon suggestion from my mentor, this week I put them inside the Fit class. This required me to make changes to how certain variables were being called inside those functions. I also had to determine what arguments needed to be passed to those functions. + +I added documentation to those functions, including their basic information and the math involved. I wrote tests for them inside the ``test_cti_fits`` function. To implement this, I took help from ``QTI.py`` as our ``K_aniso`` resembles the QTI ``k_shear`` function, and ``K_iso`` resembles the QTI ``k_bulk`` function. Taking these points into consideration, my job of writing tests was made easier. While implementing the tests, I had to keep in mind the conversion factors. Every variable involving conversion ``from_a_6x6_to_21x1`` matrix required its own conversion function, such as ``k_shear``, ``k_bulk``, etc. + +I also implemented tests for the mean, axial, radial, and apparent kurtosis functions already present in the CTI Fit class. These measures, derived from the diffusion kurtosis tensor, provide different perspectives on the microstructural complexity of the tissue. +This week, I was also given real-time data to construct ``bvals``, ``bvecs`` with files that had extensions ``.bvals``, ``.bvecs``. I was able to run these files successfully on my computer. I ensured that the ``gtab`` created from these files gave the expected signals. + +Majorly this week, I worked on modifying the tests of the functions as required and tried to make them work. However, I realized that the 'fit' function inside the model class was not implemented properly. Hence, the test functions were not able to work as expected. +I also started with the tutorial for CTI. + +What is coming up next week +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +This week, I'll try to make sure that the test functions work properly. I'll focus on the function ``ls_fit_cti`` to ensure it's giving the required output. After this function works, I'll move on to implementing the 'fit' function. It will later help in the testing of the Fit class. + +Did I get stuck anywhere +~~~~~~~~~~~~~~~~~~~~~~~~ + +I didn't exactly get stuck, as I kept learning new things while encountering problems in testing the function. When I felt that I could not move forward with one task, I immediately started with other tasks. These included providing documentation to function and getting started with the tutorials. diff --git a/pull/9/_sources/posts/2023/2023_08_15_Shilpi_week12.rst.txt b/pull/9/_sources/posts/2023/2023_08_15_Shilpi_week12.rst.txt new file mode 100644 index 00000000..8a7ab364 --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_08_15_Shilpi_week12.rst.txt @@ -0,0 +1,28 @@ +Week12: Making Test Functions Work +================================== + +.. post:: August 15 2023 + :author: Shilpi Prasad + :tags: google + :category: gsoc + + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + +According to last week's situation, I was trying to make the ``test_cti_fits`` function work as well as the ``test_split_cti_params`` function. This week I figured out the problem with these functions and was able to fix it. The major problem was occurring while I was trying to compare the parameters. Firstly, I started by removing all the extra fit methods in ``common_fit_method`` list such as NLS, CLS and CWLS as I realized that we won't immediately be needing an extra ``multi_tensor_fit`` function in CTI. + +I also realized that our fit method needs to accommodate multiple voxels, so I had to add "@multi_voxel_fit" decorator at the top of that method. Major fact that I realized was that the already implemented ``ls_fit_cti`` function was not implemented incorrectly. The cti_return (obtained directly from ``ls_fit_cti``) was not matching cti_params because of the eigen value decomposition. Since the total diffusion tensor in my test was isotropic, when the tensor was decomposed inside the function ``ls_fit_cti``, it created a different eigenvector due to floating point precision. So, I instead tried to compare the more broken down variables, hence I compared the evals from ``cti_params`` to evals of ``cti_return``, and the same for covariance tensor elements and kurtosis tensor elements. And on doing this the variables matched perfectly. + +Also, last time I had the tests and functions for axial, radial, mean and apparent kurtosis which are basically different measures derived from the diffusion kurtosis tensor, and they help in providing different perspectives on the microstructural complexity of the tissue. So, since last time the fit function itself could not be tested, consequently I couldn't run tests for these functions as well. So, after the tests for the fit function were working, I ran tests for these functions and realized some errors. I fixed the errors by having to take care of the implementation part of these functions as well as changing direction assertion to np.allclose as we also need to take care of the floating point precision detail. + +However, for implementing tests for the sources of kurtosis, we'd previously decided that we'd take QTI tests into consideration as ``k_bulk`` appeared similar to ``k_iso`` and ``k_shear`` seemed similar to ``k_aniso``, but upon careful examination we realized that this was not actually the case. This is because in case of QTI, when they're calculating D from self.params, they already have the top 6 elements in voigt notation. We can also observe that when they convert ``from_3x3_to_6x1``, they're multiplying some factors. So, the end point being that "D" in our case and the diffusion tensor "D" in their case is different. And this matters because they're using D to calculate ``k_bulk`` (line 1059 in QTI.py) and we're using it to calculate ``K_iso``. Therefore I couldn't use their tests anymore. So, the only solution now in order to be able to implement tests for the sources of kurtosis is to look at the actual paper and implement their ground truth values. + +This week I also spent time creating a basic draft of the CTI simulation. + +Things to do next week +~~~~~~~~~~~~~~~~~~~~~~ + +This week I intend on making sure that the tests for the sources of kurtosis are implemented properly and they're working as expected. +Also, the real life data when run on our model at the moment is giving some overflow errors. I intend on working towards this as well. +I'm also going to make sure that at the end of this week, I'm able to create a good near finish draft of the CTI simulation. diff --git a/pull/9/_sources/posts/2023/2023_08_21_vara_week_12_13.rst.txt b/pull/9/_sources/posts/2023/2023_08_21_vara_week_12_13.rst.txt new file mode 100644 index 00000000..b79f5798 --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_08_21_vara_week_12_13.rst.txt @@ -0,0 +1,82 @@ +Finalized experiments using both datasets: Week 12 & Week13 +============================================================ + +.. post:: August 21 2023 + :author: Vara Lakshmi Bayanagari + :tags: google + :category: gsoc + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + +Monai's VQVAE results on T1-weighted NFBS dataset, 125 samples, for batch size of 5 were qualitatively and quantitatively superior to all previous results. I continued the same experiments on the T1-weighted CC359(Calgary-Campinas-359) public dataset consisting of 359 anatomical MRI volumes of healthy individuals. Preprocessed the data using existing ``transform_img`` function - + + 1. skull-strips the volume using the respective mask + 2. dipy's ``resize`` & scipy's ``affine_transform`` scale the volume to (128,128,128,1) shape & (1,1,1) voxel size + 3. MinMax normalization to limit the range of intensities to (0,1) + +Using existing training parameters, carried out two experiments, one on CC359 alone & another on both datasets combined. Additionally, I made a slight modification in the loss definition by attributing different weights of 0.5 & 1 to background & foreground pixels compared to equal weights from previous experiments. This resulted in faster convergence as shown in the red, blue & purple lines in the combined plot shown below. (Naming convention for each training curve is ``B-``, where CC=CC359, NFBS=NFBS, both=[NFBS,CC359]) + +.. image:: /_static/images/vqvae3d-monai-training-plots.png + :alt: Combined trainings plots for all experiments + :width: 800 + +Inference results on the best performing model, B12-both, is shown below, where every two rows correspond to reconstructions & original volumes respectively, with equally spaced slices in each row. These slices visualised are anterior-posterior topdown & ventral-dorsal LR. + +.. image:: /_static/images/vqvae-monai-B12-both.png + :alt: VQVAE-Monai-B12-both reconstructions & originals showing equally spaced 5 slices for 2 different test samples + :width: 800 + +Here's a similar visualization of the inference on the next best performing model, B12-CC. + +.. image:: /_static/images/vqvae-monai-B12-CC.png + :alt: VQVAE-Monai-B12-CC reconstructions & originals showing equally spaced 5 slices for 2 different test samples + :width: 800 + +This shows that our training not only converged quickly but also improved visually. Here's a comparison of our current best performing model i.e., VQVAE-Monai-B12-both & the previous one on NFBS i.e., VQVAE-Monai-B5-NFBS. The test reconstruction loss is 0.0013 & 0.0015 respectively. + +.. image:: /_static/images/vqvae-reconstructions-comparison.png + :alt: VQVAE reconstruction comparison for B12-both & B5-NFBS + :width: 800 + +I also carried out Diffusion Model training on the best performing VQVAE-Monai-B12-both model for 300 & 500 diffusion steps and the training curves obtained are as follows- + +.. image:: /_static/images/dm3d-monai-training-curves.png + :alt: Diffusion Model training plots for 300 & 500 diffusion steps + :width: 800 + +These curves seemed to converge pretty quickly but the sampling outputs in the generation pipeline are still pure noise as shown below- + +.. image:: /_static/images/dm3d-monai-B8-DM500.png + :alt: Diffusion Model training plots for 300 & 500 diffusion steps + :width: 800 + + +The best performance of KL encoders/VAEs/VQVAEs have been shown to deliver blurry reconstructions on Medical datasets. Despite using a pretty less complex VQVAE model, with only ``num_res_channels=(32, 64)``, we consistently achieved improved reconstruction results with every experiment. From capturing only the brain outer structure through VQAVE-B5-NFBS model to able to capture the volumetric details of the inner microstructure of the brain through VQVAE-Monai-B10-both model, we've stretched the capabilities of the VQVAE model. + + +For future work we should look into two things - debugging Diffusion Model, scaling VQVAE model. + +As a first priority, we could analyze the reason for pure noise output in DM3D generations, this would help us rule out any implementation errors(although I already did that, a second pair of eyes would be helpful). Because MONAI's work shows that even without a stable convergence on their diffusion model they achieved visualizations resembling a brain. Whereas our model despite achieving a stable looking training curve, our generations are not close to being convincing. + +As a second step, we could also try scaling up both VQVAE as well as Diffusion Model in terms of complexity, such as increasing intermediate channel dimensions from 64 to 128 or 256 as done in MONAI's 3D LDM. This hopefully may help us achieve the state-of-art on NFBS & CC359 datasets. + + +What is coming up next week +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +Wrapping up documentation & final report + + +Did I get stuck anywhere +~~~~~~~~~~~~~~~~~~~~~~~~ + +Yes, I carried out debugging to understand the generation pipeline of the Diffusion Model. Cross-checked implementations of posterior mean & variance in the code base with respective formulas from the paper, as well as with MONAI's DDPM implementation. Didn't come across any error, yet the generated samples are erroneous. + + + + + + + + diff --git a/pull/9/_sources/posts/2023/2023_08_22_Shilpi_Week13.rst.txt b/pull/9/_sources/posts/2023/2023_08_22_Shilpi_Week13.rst.txt new file mode 100644 index 00000000..dd984549 --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_08_22_Shilpi_Week13.rst.txt @@ -0,0 +1,26 @@ +Writing Tests & Making Documentation: Week 13 +============================================= + +.. post:: August 22, 2023 + :author: Shilpi Prasad + :tags: google + :category: gsoc + + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + +This week, I finished writing tests for the sources of kurtosis. While the isotropic source passed the test for the anisotropic DTD, the anisotropic source passed tests for all DTDs. As a result, I integrated the test for the anisotropic source within the ``test_cti_fits`` function, eliminating the need for a separate function. +I also created tests for multi-voxel cases but the tests passed only for single voxel cases. One reason I think this might be happening is because of the way we're accessing the covariance and diffusion tensor elements. I intend to look further into this. +I worked on the real life data, trying to plot maps, but it didn't work out because the problem was really related to the fact that the current kurtosis source implementations do not handle multiple voxel cases. +I worked on real life data, attempting to plot maps. Even though I was not able to get the desired result, I'm sure I'll figure it out with further research and possible collaboration. + +What is coming up next Week +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +- As soon as mapping of the images is done, I'll finish with the documentation of my model. +- I also intend on adding some references to some of the important methods. +- If everything is done early, and time remains then I'll look into finishing the QTI simulation tutorial. +- I also intend on creating a final work report of my project and submit it to the GSoC dashboard. + + diff --git a/pull/9/_sources/posts/2023/2023_08_28_Shilpi_Week14.rst.txt b/pull/9/_sources/posts/2023/2023_08_28_Shilpi_Week14.rst.txt new file mode 100644 index 00000000..7ee8df6d --- /dev/null +++ b/pull/9/_sources/posts/2023/2023_08_28_Shilpi_Week14.rst.txt @@ -0,0 +1,28 @@ +Doing Final Touch-Ups: Week 14 +============================== + +.. post:: August 28, 2023 + :author: Shilpi Prasad + :tags: google + :category: gsoc + + +What I did this week +~~~~~~~~~~~~~~~~~~~~ + +This week I fixed the test for the isotropic source of kurtosis so now it's working for all DTDs. I also created tests for the ``K_micro`` function. Initially while running the test, I got some errors which made me look deeper into the actual function. The error was that I was doing sqrt of some elements when actually I was supposed to calculate square of them. Also I was using a '1/5' factor which was not actually required. On fixing these issues, the overall map image of ``K_micro`` improved significantly. +Previously the multi-voxel test case was failing due to different eigenvalues in the isotropic total diffusion tensors simulations. Removing the eigenvalue assertion made the test pass, as verifying the kt, cvt, and evals values sufficed. +I also provided documentation to some functions in the test file such as ``_perpendicular_directions_temp_`` and ``from_qte_to_cti`` etc. +Also had to change the name of some functions to make it sound more relatable to what they were actually doing. +This week I almost finished with the CTI tutorial. The only thing remaining is to create a fetcher for the data so that all the users can download the data and use it. Currently the path given for the data retrieval is of my local system. +I also added some references and overall improved the wording and information in the tutorial. +I also finished up writing my final work report and get it reviewed by my mentors and then updated it. +Finally, before pushing the file onto the main PR, I cleaned up the code by removing all the extra comments and some unnecessary code and overall made sure that the entire code was following the pep8 standard. + +What is coming up Next Week +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +Now that almost everything is completed and all the unit tests are passing, I'll just focus on getting the PR merged. +I will also aim to achieve a 100% coverage report, thereby ensuring that every line of code is thoroughly tested. +At present, the merging of my PR is on hold as we're actively seeking a pair of reviewers who can conduct a thorough examination of the entire codebase and provide their expert feedback. +Additionally, I'll try to get the QTI simulation merged as well . diff --git a/pull/9/_sources/stateoftheart.rst.txt b/pull/9/_sources/stateoftheart.rst.txt new file mode 100644 index 00000000..fa1baaf7 --- /dev/null +++ b/pull/9/_sources/stateoftheart.rst.txt @@ -0,0 +1,36 @@ +.. _stateoftheart: + +============================ +A quick overview of features +============================ + +Here are just a few of the state-of-the-art `technologies ` and algorithms which are provided in DIPY_: + +- Reconstruction algorithms: CSD, DSI, GQI, DTI, DKI, QBI, SHORE and MAPMRI. +- Fiber tracking algorithms: deterministic and probabilistic. +- Simple interactive visualization of ODFs and streamlines. +- Apply different operations on streamlines (selection, resampling, registration). +- Simplify large datasets of streamlines using QuickBundles clustering. +- Reslice datasets with anisotropic voxels to isotropic. +- Calculate distances/correspondences between streamlines. +- Deal with huge streamline datasets without memory restrictions (using the .dpy file format). +- Visualize streamlines in the same space as anatomical images. + +With the help of some external tools you can also: + +- Read many different file formats e.g. Trackvis or Nifti (with nibabel). +- Examine your datasets interactively (with ipython). + +For more information on specific algorithms we recommend starting by looking at DIPY's `gallery ` of examples. + + +================= +Systems supported +================= + +DIPY_ is multiplatform and will run under any standard operating systems such +as *Windows*, *Linux* and *Mac OS X*. Every single new code addition is being tested on +a number of different buildbots and can be monitored online `here `_. + + +.. include:: links_names.inc diff --git a/pull/9/_sources/subscribe.rst.txt b/pull/9/_sources/subscribe.rst.txt new file mode 100644 index 00000000..4fcd2ccd --- /dev/null +++ b/pull/9/_sources/subscribe.rst.txt @@ -0,0 +1,18 @@ +.. _subscribe: + +========= +Subscribe +========= + +DIPY_ is a part of the NiPy_ community and we are happy to share the same +e-mail list. This makes sense as we can share ideas with a broader +community and boost collaboration across neuroimagers. If you +want to post to the list you will need first to subscribe to the `nipy +mailing list`_. We suggest to begin the subject of your e-mail with +``[DIPY]``. This will help us respond faster to your questions. + +Additional help can be found on the Neurostars_ website, or +on the `dipy gitter`_ channel. + + +.. include:: links_names.inc diff --git a/pull/9/_sources/theory/b_and_q.rst.txt b/pull/9/_sources/theory/b_and_q.rst.txt new file mode 100644 index 00000000..014e5567 --- /dev/null +++ b/pull/9/_sources/theory/b_and_q.rst.txt @@ -0,0 +1,145 @@ +.. _b-and-q: + +========================= + DIY Stuff about b and q +========================= + +This is a short note to explain the nature of the ``B_matrix`` found in the +Siemens private (CSA) fields of the DICOM headers of a diffusion weighted +acquisition. We trying to explain the relationship between the ``B_matrix`` and +the *b value* and the *gradient vector*. The acquisition is made with a planned +(requested) $b$-value - say $b_{req} = 1000$, and with a requested gradient +direction $\mathbf{g}_{req} = [g_x, g_y, g_z]$ (supposedly a unit vector) and +peak amplitude $G$. When the sequence runs the gradient is modulated by an +amplitude envelope $\rho(t)$ with $\max |\rho(t)| = 1$ so that the time course +of the gradient is $G\rho(t)\mathbf{g}.$ $G$ is measured in units of $T +\mathrm{mm}^-1.$ This leads to an important temporal weighting parameter of the +acquisition: + +.. math:: + + R = \int_0^T ( \int_0^t \rho ( \tau ) \, d{ \tau } )^2 \, d{t}. + +(See Basser, Matiello and LeBihan, 1994.) Another formulation involves +the introduction of k-space. In standard in-plane MR image encoding + +.. math:: + + \mathbf{k} = \gamma \int \mathbf{g}(t)dt. + + +For the classical Stejskal and Tanner pulsed gradient spin echo (PGSE) +paradigm where two rectangular pulses of width $\delta$ seconds are +spaced with their onsets $\Delta$ seconds apart $R = \Delta +(\Delta-\delta/3)^2.$ The units of $R$ are $s^3$. The $b$-matrix has +entries + +.. math:: + + b_{ij} = \gamma^2 G^2 g_i g_j R, + +where $\gamma$ is the gyromagnetic radius (units +$\mathrm{radians}.\mathrm{seconds}^{-1}.T^{-1}$) and $i$ and $j$ are +axis direcrtions from $x,y,z$ . The units of the B-matrix are +$\mathrm{radians}^2 . \mathrm{seconds} . \mathrm{mm}^{-2}.$ + +.. math:: + + \mathbf{B} = \gamma^2 G^2 R \mathbf{g} \mathbf{g}^T. + +The b-value for the acquisition is the trace of $\mathbf{B}$ and is +given by + +.. math:: + + b = \gamma^2 G^2 R \|\mathbf{g}\|^2 = \gamma^2 G^2 R. + +================================ + The B matrix and Siemens DICOM +================================ + +Though the Stejskal and Tanner formula is available for the classic +PGSE sequence, a different sequence may be used (e.g. TRSE on Siemens +Trio), and anyway the ramps up and down on the gradient field will not +be rectangular. The Siemens scanner software calculates the actual +values of the $b_{ij}$ by numerical integration of the formula above +for $R$. These values are in the form of the 6 'B-matrix' values +$[b_{xx}, b_{xy}, b_{xz}, b_{yy}, b_{yz}, b_{zz}]$. + +In this form they are suitable for use in a least squares estimation of +the diffusion tensor via the equations across the set of acquisitions: + +.. math:: + + \log(A(\mathbf{q})/A(0)) = -(b_{xx}D_{xx} + 2b_{xy}D_{xy} + 2b_{xz}D_{xz} + \ + b_{yy}D_{yy} + 2b_{yz}D_{yz} + b_{zz}D_{zz}) + +The gradient field typically stays in the one gradient direction, in +this case the relationship between $b$, $\mathbf{g}$ and the $b_{ij}$ is as +follows. If we fill out the symmetric B-matrix as: + +.. math:: + + \mathbf{B} = \begin{pmatrix} + b_{xx} & b_{yx} & b_{yz}\\ + b_{xy} & b_{yy} & b_{xz}\\ + b_{xz} & b_{yz} & b_{zz} + \end{pmatrix} + +then $\mathbf{B}$ is equal to the rank 2 tensor $\gamma^2 G^2 R +\mathbf{g} \mathbf{g}^T$. By performing an eigenvalue and +eigenvector decomposition of $\mathbf{B}$ we obtain + +.. math:: + + \mathbf{B} = \lambda_1\mathbf{v}_1\mathbf{v}_1^T + + \lambda_2\mathbf{v}_2\mathbf{v}_2^T + + \lambda_3\mathbf{v}_3\mathbf{v}_3^T, + +where only one of the $\lambda_i$, say $\lambda_1$, is (effectively) +non-zero. (Because the gradient is always a multiple of a constant +direction $\mathbf{B}$ is a effectively a rank 1 tensor.) Then +$\mathbf{g} = \pm\mathbf{v}_1$, and $b = \gamma^2 G^2 R = +\lambda_1$. The ``b-vector`` $\mathbf{b}$ is given by: + +.. math:: + + \mathbf{b}_{\mathrm{actual}} = \gamma^2 G^2 R \mathbf{g}_{\mathrm{actual}} + = \lambda_1 \mathbf{v}_1. + +Once we have $\mathbf{b}_{actual}$ we can calculate $b_{actual} = +\|\mathbf{b}_{actual}\|$ and $\mathbf{g}_{actual} = \mathbf{b}_{actual} +/ b_{actual}$. Various software packages (e.g. FSL's DFT-DTIFIT) expect +to get N x 3 and N x 1 arrays of $\mathbf{g}_{actual}$ (``bvecs``) and +$b_{actual}$ values (``bvals``) as their inputs. + +======================= +... and what about 'q'? +======================= + +Callaghan, Eccles and Xia (1988) showed that the signal from the +narrow pulse PGSE paradigm measured the Fourier transform of the +diffusion displacement propagator. Propagation space is measured in +displacement per unit time $(\mathrm{mm}.\mathrm{seconds}^{-1})$. They +named the reciprocal space ``q-space`` with units of +$\mathrm{seconds}.\mathrm{mm}^{-1}$. + +.. math:: + :label: fourier + + q = \gamma \delta G /{2\pi} + +.. math:: + + b = 4 \pi^2 q^2 \Delta + +Diffusion spectroscopy measures signal over a wide range of $b$-values +(or $q$-values) and diffusion times ($\Delta$) and performs a $q$-space +analysis (Fourier transform of the diffusion signal decay). + +There remains a bit of mystery as to how $\mathbf{q}$ (as a vector in +$q$-space) is specified for other paradigms. We think that (a) it only +matters up to a scale factor, and (b) we can loosely identify +$\mathbf{q}$ with $b\mathbf{g}$, where $\mathbf{g}$ is the unit +vector in the gradient direction. + diff --git a/pull/9/_sources/theory/bmatrix.rst.txt b/pull/9/_sources/theory/bmatrix.rst.txt new file mode 100644 index 00000000..0fb0d439 --- /dev/null +++ b/pull/9/_sources/theory/bmatrix.rst.txt @@ -0,0 +1,63 @@ +================================ + The B matrix and Siemens DICOM +================================ + +This is a short note to explain the nature of the ``B_matrix`` found in the +Siemens private (CSA) fields of the DICOM headers of a diffusion-weighted +acquisition. We try to explain the relationship between the ``B_matrix`` and +the *b value* and the *gradient vector*. The acquisition is made with a planned +(requested) b value - say $b_{req} = 1000$, and with a requested gradient +direction $\mathbf{g}_{req} = [g_x, g_y, g_z]$ (supposedly a unit vector). + +Note that here we're using $\mathbf{q}$ in the sense of an approximation +to a vector in $q$ space. Other people use $\mathbf{b}$ for the same +concept, but we've chosen $\mathbf{q}$ to make the exposition clearer. + +For some purposes, we want the q vector $\mathbf{q}_{actual}$ which is +equal to $b_{actual} . \mathbf{g}_{actual}$. We need to be aware that +$b_{actual}$ and $\mathbf{g}_{actual}$ may be different from the +$b_{req}$ and $\mathbf{g}_{req}$! Though the Stejskal and Tanner +formula is available for the classic PGSE sequence, a different sequence +may be used (e.g. TRSE on Siemens Trio), and anyway, the ramps up and +down on the gradient field will not be rectangular. The Siemens scanner +software calculates the effective directional diffusion weighting of the +acquisition based on the temporal profile of the applied gradient +vector field. These are in the form of the 6 ``B_matrix`` values +$[b_{xx}, b_{xy}, b_{xz}, b_{yy}, b_{yz}, b_{zz}]$. + +In this form they are suitable for use in a least squares estimation of +the diffusion tensor via the equations across the set of acquisitions: + +.. math:: + + \log(A(\mathbf{q})/A(0)) = -(b_{xx}D_{xx} + 2b_{xy}D_{xy} + 2b_{xz}D_{xz} + \ + b_{yy}D_{yy} + 2b_{yz}D_{yz} + b_{zz}D_{zz}) + +The gradient field typically stays in the one gradient direction, in +this case the relationship between $\mathbf{q}$ and the $b_{ij}$ is as +follows. If we fill out the symmetric B-matrix as: + +.. math:: + + \mathbf{B} = \begin{pmatrix} + b_{xx} & b_{yx} & b_{yz}\\ + b_{xy} & b_{yy} & b_{xz}\\ + b_{xz} & b_{yz} & b_{zz} + \end{pmatrix} + +then $\mathbf{B}$ is equal to the rank 1 tensor +$b\mathbf{g}\mathbf{g}^T$. One of the ways to recover $b$ and $\mathbf{g}$, +and hence $\mathbf{q}$, from +$\mathbf{B}$ is to do a singular value decomposition of $\mathbf{B}: +\mathbf{B} = \lambda_1\mathbf{v}_1\mathbf{v}_1^T + +\lambda_2\mathbf{v}_2\mathbf{v}_2^T + +\lambda_3\mathbf{v}_3\mathbf{v}_3^T$, where only one of the $\lambda_i$, +say $\lambda_1$, is effectively non-zero. Then $b = \lambda_1$, $\mathbf{g} = +\pm\mathbf{v}_1,$ and $\mathbf{q} = +\pm\lambda_1\mathbf{v}_1.$ The choice of sign is arbitrary +(essentially we have a choice between two possible square roots of the +rank 1 tensor $\mathbf{B}$). Once we have $\mathbf{q}_{actual}$ we can +calculate $b_{actual} = |\mathbf{q}_{actual}|$ and $\mathbf{g}_{actual} += \mathbf{q}_{actual} / b_{actual}$. Various software packages +(e.g. FSL's DFT-DTIFIT) expect to get 3 × N and 1 × N arrays of +$\mathbf{g}_{actual}$ and $b_{actual}$ values as their inputs. diff --git a/pull/9/_sources/theory/gqi.rst.txt b/pull/9/_sources/theory/gqi.rst.txt new file mode 100644 index 00000000..f2659924 --- /dev/null +++ b/pull/9/_sources/theory/gqi.rst.txt @@ -0,0 +1,35 @@ +.. _gqi: + +============================== +Generalised Q-Sampling Imaging +============================== + +These notes are to help the user of the DIPY module understand +Frank Yeh's Generalised Q-Sampling Imaging (GQI) [reference?]. + +The starting point is the classical formulation of joint k-space +and q-space imaging (Calaghan 8.3.1 p. 438) using the narrow +pulse gradient spin echo (PGSE) sequence of Tanner and Stejskal: + +.. math:: + + S(\mathbf{k},\mathbf{q}) = \int \rho(\mathbf{r}) \exp [j 2 \pi + \mathbf{k} \cdot \mathbf{r}] \int P_{\Delta} + (\mathbf{r}|\mathbf{r}',\Delta) \exp [j 2 \pi \mathbf{q} \cdot + (\mathbf{r}-\mathbf{r'})] \operatorname{d}\mathbf{r}' + \operatorname{d}\mathbf{r}. + +Here $S$ is the (complex) RF signal measured at spatial wave number $\mathbf{k}$ +and magnetic gradient wave number $\mathbf{q}$. + +$\rho$ is the local spin density (number of protons per unit volume +contributing to the RF signal). + +$\Delta$ is the diffusion time scale of the sequence. + +$P_{\Delta}$ is the averages diffusion propagator (transition +probability distribution). + + + + diff --git a/pull/9/_sources/theory/index.rst.txt b/pull/9/_sources/theory/index.rst.txt new file mode 100644 index 00000000..8d04bb72 --- /dev/null +++ b/pull/9/_sources/theory/index.rst.txt @@ -0,0 +1,11 @@ +===================== + Theory and concepts +===================== + +Contents: + +.. toctree:: + :maxdepth: 2 + + spherical + sh_basis diff --git a/pull/9/_sources/theory/sh_basis.rst.txt b/pull/9/_sources/theory/sh_basis.rst.txt new file mode 100644 index 00000000..cfa40747 --- /dev/null +++ b/pull/9/_sources/theory/sh_basis.rst.txt @@ -0,0 +1,180 @@ +.. _sh-basis: + +======================== +Spherical Harmonic bases +======================== + +Spherical Harmonics (SH) are functions defined on the sphere. A collection of +SH can be used as a basis function to represent and reconstruct any function on +the surface of a unit sphere. + +Spherical harmonics are orthonormal functions defined by: + +.. math:: + + Y_l^m(\theta, \phi) = \sqrt{\frac{2l + 1}{4 \pi} \frac{(l - m)!}{(l + m)!}} P_l^m( cos \theta) e^{i m \phi} + +where $l$ is the order, $m$ is the degree, $P_l^m$ is an associated +$l$-th order, $m$-th degree Legendre polynomial, and $(\theta, \phi)$ is the +representation of the direction vector in spherical coordinates. The relation +between $Y_l^{m}$ and $Y_l^{-m}$ is given by: + +.. math:: + + Y_l^{-m}(\theta, \phi) = (-1)^m \overline{Y_l^m} + +where $\overline{Y_l^m}$ is the complex conjugate of $Y_l^m$ defined as +$\overline{Y_l^m} = \Re(Y_l^m) - \Im(Y_l^m)$. + +A function $f(\theta, \phi)$ can be represented using a spherical harmonics +basis using the spherical harmonics coefficients $a_l^m$, which can be +computed using the expression: + +.. math:: + + a_l^m = \int_S f(\theta, \phi) Y_l^m(\theta, \phi) ds + +Once the coefficients are computed, the function $f(\theta, \phi)$ can be +computed as: + +.. math:: + + f(\theta, \phi) = \sum_{l = 0}^{\infty} \sum_{m = -l}^{l} a^m_l Y_l^m(\theta, \phi) + +In HARDI, the Orientation Distribution Function (ODF) is a function on the +sphere. Therefore, SH functions offer the ideal framework for reconstructing +the ODF. Descoteaux *et al.* [1]_ use the Q-Ball Imaging (QBI) formalization +to recover the ODF, while Tournier *et al.* [2]_ use the Spherical Deconvolution +(SD) framework. + +Several modified SH bases have been proposed in the diffusion imaging literature +for the computation of the ODF. DIPY implements two of these in the +:mod:`~dipy.reconst.shm` module. Below are the formal definitions taken +directly from the literature. + +- The basis proposed by Descoteaux *et al.* [1]_: + +.. math:: + + Y_i(\theta, \phi) = + \begin{cases} + \sqrt{2} \Re(Y_l^{m}(\theta, \phi)) & -l \leq m < 0, \\ + Y_l^0(\theta, \phi) & m = 0, \\ + \sqrt{2} \Im(Y_l^m(\theta, \phi)) & 0 < m \leq l + \end{cases} + +- The basis proposed by Tournier *et al.* [2]_: + +.. math:: + + Y_i(\theta, \phi) = + \begin{cases} + \Im(Y_l^{m}(\theta, \phi)) & -l \leq m < 0, \\ + Y_l^0(\theta, \phi) & m = 0, \\ + \Re(Y_{l}^m(\theta, \phi)) & 0 < m \leq l + \end{cases} + +In both cases, $\Re$ denotes the real part of the spherical harmonic basis, and +$\Im$ denotes the imaginary part. The SH bases are both orthogonal and real. Moreover, +the `descoteaux07` basis is orthonormal. + +In both cases, $\Re$ denotes the real part of the SH basis, and $\Im$ denotes +the imaginary part. By alternately selecting the real or imaginary part of the +original SH basis, the modified SH bases have the properties of being both +orthogonal and real. Moreover, due to the presence of the $\sqrt{2}$ factor, +the basis proposed by Descoteaux *et al.* is orthonormal. + +The SH bases implemented in DIPY for versions 1.2 and below differ slightly +from the literature. Their implementation is given below. + +- The ``descoteaux07`` basis is based on the one proposed by Descoteaux *et al.* + [1]_ and is given by: + +.. math:: + + Y_i(\theta, \phi) = + \begin{cases} + \sqrt{2} \Re(Y_l^{|m|}(\theta, \phi)) & -l \leq m < 0, \\ + Y_l^0(\theta, \phi) & m = 0, \\ + \sqrt{2} \Im(Y_l^m(\theta, \phi)) & 0 < m \leq l + \end{cases} + +- The ``tournier07`` basis is based on the one proposed by Tournier *et al.* + [2]_ and is given by: + +.. math:: + + Y_i(\theta, \phi) = + \begin{cases} + \Im(Y_l^{|m|}(\theta, \phi)) & -l \leq m < 0, \\ + Y_l^0(\theta, \phi) & m = 0, \\ + \Re(Y_{l}^m(\theta, \phi)) & 0 < m \leq l + \end{cases} + +These bases differ from the literature by the presence of an absolute value around +$m$ when $m < 0$. Due to relations $-p = |p| ; \forall p < 0$ and +$Y_l^{-m}(\theta, \phi) = (-1)^m \overline{Y_l^m}$, the effect of this change is a +sign flip for the SH functions of even degree $m < 0$. This has no effect on the +mathematical properties of each basis. + +The ``tournier07`` SH basis defined above is the basis used in MRtrix 0.2 [3]_. +However, the omission of the $\sqrt{2}$ factor seen in the basis from Descoteaux +*et al.* [1]_ makes it non-orthonormal. For this reason, the MRtrix3 [4]_ SH +basis uses a new basis including the normalization factor. + +Since DIPY 1.3, the ``descoteaux07`` and ``tournier07`` SH bases have been +updated in order to agree with the literature and the latest MRtrix3 +implementation. While previous bases are still available as *legacy* bases, +the ``descoteaux07`` and ``tournier07`` bases now default to: + +.. math:: + + Y_i(\theta, \phi) = + \begin{cases} + \sqrt{2} \Re(Y_l^{m}(\theta, \phi)) & -l \leq m < 0, \\ + Y_l^0(\theta, \phi) & m = 0, \\ + \sqrt{2} \Im(Y_l^m(\theta, \phi)) & 0 < m \leq l + \end{cases} + +for the ``descoteaux07`` basis and + +.. math:: + + Y_i(\theta, \phi) = + \begin{cases} + \sqrt{2} \Im(Y_l^{|m|}(\theta, \phi)) & -l \leq m < 0, \\ + Y_l^0(\theta, \phi) & m = 0, \\ + \sqrt{2} \Re(Y_{l}^m(\theta, \phi)) & 0 < m \leq l + \end{cases} + +for the ``tournier07`` basis. Both bases are very similar, with their only +difference being the sign of $m$ for which the imaginary and real parts of +the spherical harmonic $Y_{l}^m$ are used. + +In practice, a maximum order $k$ is used to truncate the SH series. By +only taking into account even order SH functions, the above bases can be used +to reconstruct symmetric spherical functions. The choice of an even order is +motivated by the symmetry of the diffusion process around the origin. + +Both bases are also available as full SH bases, where odd order SH functions +are also taken into account when reconstructing a spherical function. These +full bases can successfully reconstruct asymmetric signals as well as +symmetric signals. + +References +---------- +.. [1] Descoteaux, M., Angelino, E., Fitzgibbons, S. and Deriche, R. + Regularized, Fast, and Robust Analytical Q‐ball Imaging. + Magn. Reson. Med. 2007;58:497-510. +.. [2] Tournier J.D., Calamante F. and Connelly A. Robust determination + of the fibre orientation distribution in diffusion MRI: + Non-negativity constrained super-resolved spherical deconvolution. + NeuroImage. 2007;35(4):1459–1472. +.. [3] Tournier J-D, Smith R, Raffelt D, Tabbara R, Dhollander T, + Pietsch M, et al. MRtrix3: A fast, flexible and open software + framework for medical image processing and visualisation. + NeuroImage. 2019 Nov 15;202:116-137. +.. [4] Tournier J-D, Smith R, Raffelt D, Tabbara R, Dhollander T, + Pietsch M, et al. MRtrix3: A fast, flexible and open software + framework for medical image processing and visualisation. + NeuroImage. 2019 Nov 15;202:116-137. diff --git a/pull/9/_sources/theory/spherical.rst.txt b/pull/9/_sources/theory/spherical.rst.txt new file mode 100644 index 00000000..f5833003 --- /dev/null +++ b/pull/9/_sources/theory/spherical.rst.txt @@ -0,0 +1,108 @@ +.. _spherical: + +======================= + Spherical coordinates +======================= + +There are good discussions of spherical coordinates in `Wikipedia +spherical coordinate system`_ and `Mathworld spherical coordinate +system`_. + +There is more information in the docstring for the +:func:`~dipy.core.geometry.sphere2cart` function. + +Terms +===== + +Origin + Origin of the sphere + +P + The point represented by spherical coordinates + +OP + The line connecting the origin and P + +radial distance + or radius. The Euclidean length of OP. + +z-axis + The vertical of the sphere. If we consider the sphere as a globe, + then the z-axis runs from south to north. This is the zenith direction of the sphere. + +Reference plane + The plane containing the origin and orthogonal to the z-axis + (zenith direction) + +y-axis + The horizontal axis of the sphere, orthogonal to the z-axis, on the reference plane. West to east + for a globe. + +x-axis + Axis orthogonal to y and z-axis, on the reference plane. For a globe, + this will be a line + from behind the globe through the origin towards us, the viewer. + +Inclination angle + The angle between the OP and the z-axis. This can also be called the + polar angle, or the co-latitude. + +Azimuth angle + or azimuthal angle or longitude. The angle between the projection of OP onto the + reference plane and the x-axis + + +The physics convention +====================== + +The radius is $r$, the inclination angle is $\theta$ and the azimuth angle is +$\phi$. Spherical coordinates are specified by the tuple of $(r, \theta, \phi)$ +in that order. + +Here is a good illustration we made from the scripts kindly provided by `Jorge +Stolfi`_ on Wikipedia. + +.. _`Jorge Stolfi`: http://commons.wikimedia.org/wiki/User:Jorge_Stolfi + +.. image:: spherical_coordinates.png + +The formulae relating Cartesian coordinates $(x, y, z)$ to $r, \theta, \phi$ are: + +.. math:: + + r=\sqrt{x^2+y^2+z^2} + + \theta=\arccos\frac{z}{\sqrt{x^2+y^2+z^2}} + + \phi = \operatorname{atan2}(y,x) + +and from $(r, \theta, \phi)$ to $(x, y, z)$: + +.. math:: + + x=r \, \sin\theta \, \cos\phi + + y=r \, \sin\theta \, \sin\phi + + z=r \, \cos\theta + + +The mathematics convention +========================== + +See the `Wikipedia spherical coordinate system`_. The mathematics convention +reverses the meaning of $\theta$ and $\phi$ so that $\theta$ refers to the +azimuthal angle and $\phi$ refers to the inclination angle. + +Matlab convention +================= + +Matlab has functions ``sph2cart`` and ``cart2sph``. These use the terms +``theta`` and ``phi``, but with a different meaning again from the standard +physics and mathematics conventions. Here ``theta`` is the azimuth angle, as +for the mathematics convention, but ``phi`` is the angle between the reference +plane and OP. This implies different formulae for the conversions between +Cartesian and spherical coordinates that are easy to derive. + + +.. include:: ../links_names.inc diff --git a/pull/9/_static/basic.css b/pull/9/_static/basic.css new file mode 100644 index 00000000..e760386b --- /dev/null +++ b/pull/9/_static/basic.css @@ -0,0 +1,925 @@ +/* + * basic.css + * ~~~~~~~~~ + * + * Sphinx stylesheet -- basic theme. + * + * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ + +/* -- main layout ----------------------------------------------------------- */ + +div.clearer { + clear: both; +} + +div.section::after { + display: block; + content: ''; + clear: left; +} + +/* -- relbar ---------------------------------------------------------------- */ + +div.related { + width: 100%; + font-size: 90%; +} + +div.related h3 { + display: none; +} + +div.related ul { + margin: 0; + padding: 0 0 0 10px; + list-style: none; +} + +div.related li 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mode 100644 index 00000000..8ce117b3 --- /dev/null +++ b/pull/9/_static/css/common/variables.css @@ -0,0 +1,15 @@ +html[data-theme="light"] { + --gst-color-primary: #FD8D25; + --gst-color-secondary: #1B8BF4; + --gst-color-bg: var(--bs-white); + --gst-color-bg-gray: var(--bs-gray-100); + --gst-color-light-border: var(--gst-color-border); +} + +html[data-theme="dark"] { + --gst-color-primary: #FD8D25; + --gst-color-secondary: #1B8BF4; + --gst-color-bg: var(--bs-gray-900); + --gst-color-bg-gray: var(--bs-gray-900); + --gst-color-light-border: transparent; +} diff --git a/pull/9/_static/css/dipy.css b/pull/9/_static/css/dipy.css new file mode 100644 index 00000000..8646f6c9 --- /dev/null +++ b/pull/9/_static/css/dipy.css @@ -0,0 +1,12 @@ +/* Index CSS file */ +/* Do not add any css directly here.... */ + +/* util css is no longer required as it is fetched from grg-sphinx-theme */ + +/* Common CSS */ + +@import url("./common/variables.css"); +@import url("./common/override.css"); + +/* Home CSS */ +@import "./home/index.css"; \ No newline at end of file diff --git a/pull/9/_static/css/home/carousel.css b/pull/9/_static/css/home/carousel.css new file mode 100644 index 00000000..3f96f197 --- /dev/null +++ b/pull/9/_static/css/home/carousel.css @@ -0,0 +1,92 @@ +.carousel-item { + height: 440px; +} + +.carousel-item img { + border: 1px solid var(--gst-color-border); +} + +.carousel-indicators [data-bs-target] { + background-color: var(--gst-color-primary); +} + + +.carousel-caption { + opacity: 0.9; + width: fit-content; + bottom: auto; + top: 40px; + left: 0; + background-color: var(--gst-color-primary); + box-shadow: var(--pst-shadow); +} + +.carousel-caption::after { + position: absolute; + content: ""; + height: 100%; + clip-path: polygon(0 0, 100% 0, 100% 100%, 0 100%, 35% 50%); + background-color: var(--gst-color-primary); + width: 60px; + transform: scaleX(-1); + right: -40px; + top: 0; +} + +.carousel-caption::before { + position: absolute; + left: 0; + content: ""; + width: 20px; + height: 100%; + background-image: linear-gradient(45deg, transparent 50%, var(--gst-color-primary-border) 50%); + background-size: 20px 20px; + background-repeat: no-repeat; + background-position: bottom right; + z-index: -1; +} + + +.carousel-caption h5 { + color: var(--bs-white); + font-size: 24px; + font-weight: 900; + margin: 0; +} + +.carousel-caption a, +.carousel-caption a:visited { + color: var(--bs-white); +} + +@media only screen and (max-width: 768px) { + .carousel-item { + height: 260px; + } + + .carousel-caption { + opacity: 0.9; + bottom: 70px; + padding: 10px 20px !important; + top: auto; + width: 80%; + left: 0; + right: 0; + margin: 0 auto; + border-radius: 12px; + background-color: var(--gst-color-primary); + box-shadow: none; + } + + .carousel-caption::after { + content: none; + } + + .carousel-caption::before { + content: none; + } + + .carousel-caption h5 { + font-size: 18px; + } +} \ No newline at end of file diff --git a/pull/9/_static/css/home/cite.css b/pull/9/_static/css/home/cite.css new file mode 100644 index 00000000..0fdf279e --- /dev/null +++ b/pull/9/_static/css/home/cite.css @@ -0,0 +1,59 @@ +.cite { + display: grid; + grid-template-columns: 100px 1fr; + gap: 1em; + border: 2px solid var(--gst-color-light-border); + background-color: var(--gst-color-bg); + border-radius: 12px; + width: fit-content; + margin: 0 auto; +} + +.cite-icon-bg { + height: 90px; + width: 90px; + border-radius: 50%; + + background-color: var(--gst-color-primary); + color: var(--bs-white); + font-size: 52px; + margin: 0 auto; + + display: flex; + justify-content: center; + align-items: center; + + box-shadow: var(--pst-shadow); +} + + +.cite-detail { + display: flex; + flex-direction: column; + align-items: start; + justify-content: center; +} + +.cite-detail p { + margin: 0; + margin-bottom: 0; + font-size: 18px; +} + +.cite-link, +.cite-link:visited { + color: var(--gst-color-primary); + text-decoration: underline; + font-weight: 600; +} + +@media only screen and (max-width: 768px) { + .cite { + grid-template-columns: 1fr; + } + + .cite-detail { + flex-direction: column; + align-items: start; + } +} \ No newline at end of file diff --git a/pull/9/_static/css/home/explore.css b/pull/9/_static/css/home/explore.css new file mode 100644 index 00000000..0f07751f --- /dev/null +++ b/pull/9/_static/css/home/explore.css @@ -0,0 +1,44 @@ +.explore { + display: grid; + gap: 3em; +} + +.explore-tile { + border-radius: 12px; + background-color: var(--gst-color-bg-gray); + border: 1px solid var(--gst-color-border); + transition: all 0.2s ease-in-out; +} + +.explore-tile:hover, +.explore-tile:hover .explore-tile-icon { + box-shadow: var(--pst-shadow); +} + +.explore-tile-icon { + background-color: var(--gst-color-primary); + height: 55px; + width: 55px; + border-radius: 12px; + /* TODO This should be removed as the util will be available */ + padding: 12px; + margin-bottom: 24px; + transition: all 0.2s ease-in-out; +} + +.explore-tile-icon img { + filter: invert(1) !important; +} + +.explore-tile-title { + font-weight: 600; + color: var(--gst-color-section-heading); +} + +.explore-tile-know-more, +.explore-tile-know-more:visited { + color: var(--gst-color-primary); + text-transform: uppercase; + font-size: 14px; + font-weight: 600; +} \ No newline at end of file diff --git a/pull/9/_static/css/home/index.css b/pull/9/_static/css/home/index.css new file mode 100644 index 00000000..3cb55cf8 --- /dev/null +++ b/pull/9/_static/css/home/index.css @@ -0,0 +1,31 @@ +@import "./intro.css"; +@import "./explore.css"; +@import "./carousel.css"; +@import "./sponsors.css"; +@import "./cite.css"; + +/* CSS which is common across the home page */ +.dipy-highlight { + color: var(--pst-color-primary); +} + +div.section:nth-child(n+3) { + margin: 72px 0; + padding: 0 20px; +} + +h2.section-title { + padding: 10px 0; + margin: 10px 0; + text-align: center; + font-weight: 900; + font-size: 50px; + color: var(--gst-color-heading); +} + +@media only screen and (max-width: 768px) { + /* Your CSS styles for phones go here */ + h2.section-title { + font-size: 30px; + } +} \ No newline at end of file diff --git a/pull/9/_static/css/home/intro.css b/pull/9/_static/css/home/intro.css new file mode 100644 index 00000000..3bfc86cf --- /dev/null +++ b/pull/9/_static/css/home/intro.css @@ -0,0 +1,38 @@ +.intro { + width: 100%; + padding: 96px 32px; + text-align: center; +} + +.tagline { + color: var(--gst-color-heading); + font-size: 76px; + line-height: 1.25; + font-weight: 900; + margin: 0 auto; +} + +.description { + line-height: 1.25; + font-size: 20px; + max-width: 900px; + margin: 24px auto 40px; + color: var(--pst-color-text-muted); +} + +.actions { + margin: 0 auto; +} + +@media only screen and (max-width: 768px) { + /* Your CSS styles for phones go here */ + .intro { + padding: 90px 20px; + } + .tagline { + font-size: 40px; + } + .description { + font-size: 16px; + } +} \ No newline at end of file diff --git a/pull/9/_static/css/home/sponsors.css b/pull/9/_static/css/home/sponsors.css new file mode 100644 index 00000000..1c84b308 --- /dev/null +++ b/pull/9/_static/css/home/sponsors.css @@ -0,0 +1,24 @@ +.sponsors { + gap: 5px; +} +.sponsors-item { + background-color: var(--gst-color-bg-gray); + border-radius: 2px; + display: flex; + justify-content: space-around; + align-items: center; + padding: 20px; + transition: all 0.2s ease-in-out; +} + +html[data-theme=dark] .sponsors-item:hover { + background-color: var(--bs-gray-100); +} + +html[data-theme=dark] .sponsors-item:hover img:not(.only-dark):not(.dark-light) { + filter: none; +} + +html[data-theme=dark] .sponsors-item img:not(.only-dark):not(.dark-light) { + filter: grayscale(1) invert(1); +} \ No newline at end of file diff --git a/pull/9/_static/dipy-favicon.png b/pull/9/_static/dipy-favicon.png new file mode 100644 index 00000000..caffe0d8 Binary files /dev/null and b/pull/9/_static/dipy-favicon.png differ diff --git a/pull/9/_static/dipy-logo.png b/pull/9/_static/dipy-logo.png new file mode 100644 index 00000000..d9bac5eb Binary files /dev/null and b/pull/9/_static/dipy-logo.png differ diff --git a/pull/9/_static/doctools.js b/pull/9/_static/doctools.js new file mode 100644 index 00000000..d06a71d7 --- /dev/null +++ b/pull/9/_static/doctools.js @@ -0,0 +1,156 @@ +/* + * doctools.js + * ~~~~~~~~~~~ + * + * Base JavaScript utilities for all Sphinx HTML documentation. + * + * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ +"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/pull/9/_static/documentation_options.js b/pull/9/_static/documentation_options.js new file mode 100644 index 00000000..f38abe9a --- /dev/null +++ b/pull/9/_static/documentation_options.js @@ -0,0 +1,13 @@ +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: true, + SHOW_SEARCH_SUMMARY: true, + 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00000000..250f5665 --- /dev/null +++ b/pull/9/_static/language_data.js @@ -0,0 +1,199 @@ +/* + * language_data.js + * ~~~~~~~~~~~~~~~~ + * + * This script contains the language-specific data used by searchtools.js, + * namely the list of stopwords, stemmer, scorer and splitter. + * + * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ + +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, is 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); 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l=n?"carousel-item-start":"carousel-item-end",c=n?"carousel-item-next":"carousel-item-prev";s.classList.add(c),qt(s),i.classList.add(l),s.classList.add(l),this._queueCallback((()=>{s.classList.remove(l,c),s.classList.add(Ze),i.classList.remove(Ze,c,l),this._isSliding=!1,r(Ve)}),i,this._isAnimated()),a&&this.cycle()}_isAnimated(){return this._element.classList.contains("slide")}_getActive(){return ke.findOne(ii,this._element)}_getItems(){return ke.find(ei,this._element)}_clearInterval(){this._interval&&(clearInterval(this._interval),this._interval=null)}_directionToOrder(t){return Kt()?t===ze?Be:Fe:t===ze?Fe:Be}_orderToDirection(t){return Kt()?t===Be?ze:qe:t===Be?qe:ze}static jQueryInterface(t){return this.each((function(){const e=ri.getOrCreateInstance(this,t);if("number"!=typeof t){if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}else e.to(t)}))}}de.on(document,Ge,"[data-bs-slide], 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e=Nt(t),i=ke.find(e).filter((t=>t===this._element));null!==e&&i.length&&this._triggerArray.push(t)}this._initializeChildren(),this._config.parent||this._addAriaAndCollapsedClass(this._triggerArray,this._isShown()),this._config.toggle&&this.toggle()}static get Default(){return bi}static get DefaultType(){return vi}static get NAME(){return"collapse"}toggle(){this._isShown()?this.hide():this.show()}show(){if(this._isTransitioning||this._isShown())return;let t=[];if(this._config.parent&&(t=this._getFirstLevelChildren(".collapse.show, .collapse.collapsing").filter((t=>t!==this._element)).map((t=>yi.getOrCreateInstance(t,{toggle:!1})))),t.length&&t[0]._isTransitioning)return;if(de.trigger(this._element,li).defaultPrevented)return;for(const e of t)e.hide();const e=this._getDimension();this._element.classList.remove(pi),this._element.classList.add(gi),this._element.style[e]=0,this._addAriaAndCollapsedClass(this._triggerArray,!0),this._isTransitioning=!0;const i=`scroll${e[0].toUpperCase()+e.slice(1)}`;this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(gi),this._element.classList.add(pi,fi),this._element.style[e]="",de.trigger(this._element,ci)}),this._element,!0),this._element.style[e]=`${this._element[i]}px`}hide(){if(this._isTransitioning||!this._isShown())return;if(de.trigger(this._element,hi).defaultPrevented)return;const t=this._getDimension();this._element.style[t]=`${this._element.getBoundingClientRect()[t]}px`,qt(this._element),this._element.classList.add(gi),this._element.classList.remove(pi,fi);for(const t of this._triggerArray){const e=Pt(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(gi),this._element.classList.add(pi),de.trigger(this._element,ui)}),this._element,!0)}_isShown(t=this._element){return t.classList.contains(fi)}_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(_i);for(const e of t){const t=Pt(e);t&&this._addAriaAndCollapsedClass([e],this._isShown(t))}}_getFirstLevelChildren(t){const e=ke.find(mi,this._config.parent);return ke.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=yi.getOrCreateInstance(this,e);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t]()}}))}}de.on(document,di,_i,(function(t){("A"===t.target.tagName||t.delegateTarget&&"A"===t.delegateTarget.tagName)&&t.preventDefault();const e=Nt(this),i=ke.find(e);for(const t of i)yi.getOrCreateInstance(t,{toggle:!1}).toggle()})),Qt(yi);const wi="dropdown",Ai=".bs.dropdown",Ei=".data-api",Ci="ArrowUp",Ti="ArrowDown",Oi=`hide${Ai}`,xi=`hidden${Ai}`,ki=`show${Ai}`,Li=`shown${Ai}`,Di=`click${Ai}${Ei}`,$i=`keydown${Ai}${Ei}`,Si=`keyup${Ai}${Ei}`,Ii="show",Ni='[data-bs-toggle="dropdown"]:not(.disabled):not(:disabled)',Pi=`${Ni}.${Ii}`,ji=".dropdown-menu",Mi=Kt()?"top-end":"top-start",Hi=Kt()?"top-start":"top-end",Wi=Kt()?"bottom-end":"bottom-start",Fi=Kt()?"bottom-start":"bottom-end",Bi=Kt()?"left-start":"right-start",zi=Kt()?"right-start":"left-start",qi={autoClose:!0,boundary:"clippingParents",display:"dynamic",offset:[0,2],popperConfig:null,reference:"toggle"},Ri={autoClose:"(boolean|string)",boundary:"(string|element)",display:"string",offset:"(array|string|function)",popperConfig:"(null|object|function)",reference:"(string|element|object)"};class Vi extends ye{constructor(t,e){super(t,e),this._popper=null,this._parent=this._element.parentNode,this._menu=ke.next(this._element,ji)[0]||ke.prev(this._element,ji)[0]||ke.findOne(ji,this._parent),this._inNavbar=this._detectNavbar()}static get Default(){return qi}static get DefaultType(){return Ri}static get NAME(){return wi}toggle(){return this._isShown()?this.hide():this.show()}show(){if(Ft(this._element)||this._isShown())return;const t={relatedTarget:this._element};if(!de.trigger(this._element,ki,t).defaultPrevented){if(this._createPopper(),"ontouchstart"in document.documentElement&&!this._parent.closest(".navbar-nav"))for(const t of[].concat(...document.body.children))de.on(t,"mouseover",zt);this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Ii),this._element.classList.add(Ii),de.trigger(this._element,Li,t)}}hide(){if(Ft(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(!de.trigger(this._element,Oi,t).defaultPrevented){if("ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))de.off(t,"mouseover",zt);this._popper&&this._popper.destroy(),this._menu.classList.remove(Ii),this._element.classList.remove(Ii),this._element.setAttribute("aria-expanded","false"),be.removeDataAttribute(this._menu,"popper"),de.trigger(this._element,xi,t)}}_getConfig(t){if("object"==typeof(t=super._getConfig(t)).reference&&!Mt(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${wi.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(){if(void 0===e)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let t=this._element;"parent"===this._config.reference?t=this._parent:Mt(this._config.reference)?t=Ht(this._config.reference):"object"==typeof this._config.reference&&(t=this._config.reference);const i=this._getPopperConfig();this._popper=Dt(t,this._menu,i)}_isShown(){return this._menu.classList.contains(Ii)}_getPlacement(){const t=this._parent;if(t.classList.contains("dropend"))return Bi;if(t.classList.contains("dropstart"))return zi;if(t.classList.contains("dropup-center"))return"top";if(t.classList.contains("dropdown-center"))return"bottom";const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?Hi:Mi:e?Fi:Wi}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return(this._inNavbar||"static"===this._config.display)&&(be.setDataAttribute(this._menu,"popper","static"),t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=ke.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter((t=>Wt(t)));i.length&&Ut(i,e,t===Ti,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=Vi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(2===t.button||"keyup"===t.type&&"Tab"!==t.key)return;const e=ke.find(Pi);for(const i of e){const e=Vi.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=[Ci,Ti].includes(t.key);if(!n&&!i)return;if(e&&!i)return;t.preventDefault();const s=this.matches(Ni)?this:ke.prev(this,Ni)[0]||ke.next(this,Ni)[0]||ke.findOne(Ni,t.delegateTarget.parentNode),o=Vi.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&&(t.stopPropagation(),o.hide(),s.focus())}}de.on(document,$i,Ni,Vi.dataApiKeydownHandler),de.on(document,$i,ji,Vi.dataApiKeydownHandler),de.on(document,Di,Vi.clearMenus),de.on(document,Si,Vi.clearMenus),de.on(document,Di,Ni,(function(t){t.preventDefault(),Vi.getOrCreateInstance(this).toggle()})),Qt(Vi);const Ki=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",Qi=".sticky-top",Xi="padding-right",Yi="margin-right";class Ui{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,Xi,(e=>e+t)),this._setElementAttributes(Ki,Xi,(e=>e+t)),this._setElementAttributes(Qi,Yi,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,Xi),this._resetElementAttributes(Ki,Xi),this._resetElementAttributes(Qi,Yi)}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,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&be.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=be.getDataAttribute(t,e);null!==i?(be.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(Mt(t))e(t);else for(const i of ke.find(t,this._element))e(i)}}const Gi="backdrop",Ji="show",Zi=`mousedown.bs.${Gi}`,tn={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},en={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class nn extends ve{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return tn}static get DefaultType(){return en}static get NAME(){return Gi}show(t){if(!this._config.isVisible)return void Xt(t);this._append();const e=this._getElement();this._config.isAnimated&&qt(e),e.classList.add(Ji),this._emulateAnimation((()=>{Xt(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Ji),this._emulateAnimation((()=>{this.dispose(),Xt(t)}))):Xt(t)}dispose(){this._isAppended&&(de.off(this._element,Zi),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),de.on(t,Zi,(()=>{Xt(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){Yt(t,this._getElement(),this._config.isAnimated)}}const sn=".bs.focustrap",on=`focusin${sn}`,rn=`keydown.tab${sn}`,an="backward",ln={autofocus:!0,trapElement:null},cn={autofocus:"boolean",trapElement:"element"};class hn extends ve{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return ln}static get DefaultType(){return cn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),de.off(document,sn),de.on(document,on,(t=>this._handleFocusin(t))),de.on(document,rn,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,de.off(document,sn))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=ke.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===an?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?an:"forward")}}const un=".bs.modal",dn=`hide${un}`,fn=`hidePrevented${un}`,pn=`hidden${un}`,gn=`show${un}`,mn=`shown${un}`,_n=`resize${un}`,bn=`click.dismiss${un}`,vn=`mousedown.dismiss${un}`,yn=`keydown.dismiss${un}`,wn=`click${un}.data-api`,An="modal-open",En="show",Cn="modal-static",Tn={backdrop:!0,focus:!0,keyboard:!0},On={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class xn extends ye{constructor(t,e){super(t,e),this._dialog=ke.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new Ui,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return On}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||de.trigger(this._element,gn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(An),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(de.trigger(this._element,dn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(En),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){for(const t of[window,this._dialog])de.off(t,un);this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new nn({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new hn({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=ke.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),qt(this._element),this._element.classList.add(En),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,de.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){de.on(this._element,yn,(t=>{if("Escape"===t.key)return this._config.keyboard?(t.preventDefault(),void this.hide()):void this._triggerBackdropTransition()})),de.on(window,_n,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),de.on(this._element,vn,(t=>{de.one(this._element,bn,(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(An),this._resetAdjustments(),this._scrollBar.reset(),de.trigger(this._element,pn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(de.trigger(this._element,fn).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(Cn)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(Cn),this._queueCallback((()=>{this._element.classList.remove(Cn),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=xn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}de.on(document,wn,'[data-bs-toggle="modal"]',(function(t){const e=Pt(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),de.one(e,gn,(t=>{t.defaultPrevented||de.one(e,pn,(()=>{Wt(this)&&this.focus()}))}));const i=ke.findOne(".modal.show");i&&xn.getInstance(i).hide(),xn.getOrCreateInstance(e).toggle(this)})),we(xn),Qt(xn);const kn=".bs.offcanvas",Ln=".data-api",Dn=`load${kn}${Ln}`,$n="show",Sn="showing",In="hiding",Nn=".offcanvas.show",Pn=`show${kn}`,jn=`shown${kn}`,Mn=`hide${kn}`,Hn=`hidePrevented${kn}`,Wn=`hidden${kn}`,Fn=`resize${kn}`,Bn=`click${kn}${Ln}`,zn=`keydown.dismiss${kn}`,qn={backdrop:!0,keyboard:!0,scroll:!1},Rn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class Vn extends ye{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return qn}static get DefaultType(){return Rn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||de.trigger(this._element,Pn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new Ui).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Sn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add($n),this._element.classList.remove(Sn),de.trigger(this._element,jn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(de.trigger(this._element,Mn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add(In),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove($n,In),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new Ui).reset(),de.trigger(this._element,Wn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new nn({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():de.trigger(this._element,Hn)}:null})}_initializeFocusTrap(){return new hn({trapElement:this._element})}_addEventListeners(){de.on(this._element,zn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():de.trigger(this._element,Hn))}))}static jQueryInterface(t){return this.each((function(){const e=Vn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}de.on(document,Bn,'[data-bs-toggle="offcanvas"]',(function(t){const e=Pt(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),Ft(this))return;de.one(e,Wn,(()=>{Wt(this)&&this.focus()}));const i=ke.findOne(Nn);i&&i!==e&&Vn.getInstance(i).hide(),Vn.getOrCreateInstance(e).toggle(this)})),de.on(window,Dn,(()=>{for(const t of ke.find(Nn))Vn.getOrCreateInstance(t).show()})),de.on(window,Fn,(()=>{for(const t of ke.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&Vn.getOrCreateInstance(t).hide()})),we(Vn),Qt(Vn);const Kn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Qn=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Xn=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Yn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Kn.has(i)||Boolean(Qn.test(t.nodeValue)||Xn.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Un={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],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:[]},Gn={allowList:Un,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"
"},Jn={allowList:"object",content:"object",extraClass:"(string|function)",html:"boolean",sanitize:"boolean",sanitizeFn:"(null|function)",template:"string"},Zn={entry:"(string|element|function|null)",selector:"(string|element)"};class ts extends ve{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Gn}static get DefaultType(){return Jn}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},Zn)}_setContent(t,e,i){const n=ke.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?Mt(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)Yn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return"function"==typeof t?t(this):t}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const es=new Set(["sanitize","allowList","sanitizeFn"]),is="fade",ns="show",ss=".modal",os="hide.bs.modal",rs="hover",as="focus",ls={AUTO:"auto",TOP:"top",RIGHT:Kt()?"left":"right",BOTTOM:"bottom",LEFT:Kt()?"right":"left"},cs={allowList:Un,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,0],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'',title:"",trigger:"hover focus"},hs={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 us extends ye{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 cs}static get DefaultType(){return hs}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),de.off(this._element.closest(ss),os,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=de.trigger(this._element,this.constructor.eventName("show")),e=(Bt(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),de.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(ns),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))de.on(t,"mouseover",zt);this._queueCallback((()=>{de.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!de.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(ns),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))de.off(t,"mouseover",zt);this._activeTrigger.click=!1,this._activeTrigger[as]=!1,this._activeTrigger[rs]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),de.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(is,ns),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(is),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new ts({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{".tooltip-inner":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(is)}_isShown(){return this.tip&&this.tip.classList.contains(ns)}_createPopper(t){const e="function"==typeof this._config.placement?this._config.placement.call(this,t,this._element):this._config.placement,i=ls[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"function"==typeof t?t.call(this._element):t}_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,..."function"==typeof this._config.popperConfig?this._config.popperConfig(e):this._config.popperConfig}}_setListeners(){const t=this._config.trigger.split(" ");for(const e of t)if("click"===e)de.on(this._element,this.constructor.eventName("click"),this._config.selector,(t=>{this._initializeOnDelegatedTarget(t).toggle()}));else if("manual"!==e){const t=e===rs?this.constructor.eventName("mouseenter"):this.constructor.eventName("focusin"),i=e===rs?this.constructor.eventName("mouseleave"):this.constructor.eventName("focusout");de.on(this._element,t,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusin"===t.type?as:rs]=!0,e._enter()})),de.on(this._element,i,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusout"===t.type?as:rs]=e._element.contains(t.relatedTarget),e._leave()}))}this._hideModalHandler=()=>{this._element&&this.hide()},de.on(this._element.closest(ss),os,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=be.getDataAttributes(this._element);for(const t of Object.keys(e))es.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 in this._config)this.constructor.Default[e]!==this._config[e]&&(t[e]=this._config[e]);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=us.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}Qt(us);const ds={...us.Default,content:"",offset:[0,8],placement:"right",template:'',trigger:"click"},fs={...us.DefaultType,content:"(null|string|element|function)"};class ps extends us{static get Default(){return ds}static get DefaultType(){return fs}static get NAME(){return"popover"}_isWithContent(){return this._getTitle()||this._getContent()}_getContentForTemplate(){return{".popover-header":this._getTitle(),".popover-body":this._getContent()}}_getContent(){return this._resolvePossibleFunction(this._config.content)}static jQueryInterface(t){return this.each((function(){const e=ps.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}Qt(ps);const gs=".bs.scrollspy",ms=`activate${gs}`,_s=`click${gs}`,bs=`load${gs}.data-api`,vs="active",ys="[href]",ws=".nav-link",As=`${ws}, .nav-item > ${ws}, .list-group-item`,Es={offset:null,rootMargin:"0px 0px -25%",smoothScroll:!1,target:null,threshold:[.1,.5,1]},Cs={offset:"(number|null)",rootMargin:"string",smoothScroll:"boolean",target:"element",threshold:"array"};class Ts extends ye{constructor(t,e){super(t,e),this._targetLinks=new Map,this._observableSections=new Map,this._rootElement="visible"===getComputedStyle(this._element).overflowY?null:this._element,this._activeTarget=null,this._observer=null,this._previousScrollData={visibleEntryTop:0,parentScrollTop:0},this.refresh()}static get Default(){return Es}static get DefaultType(){return Cs}static get NAME(){return"scrollspy"}refresh(){this._initializeTargetsAndObservables(),this._maybeEnableSmoothScroll(),this._observer?this._observer.disconnect():this._observer=this._getNewObserver();for(const t of this._observableSections.values())this._observer.observe(t)}dispose(){this._observer.disconnect(),super.dispose()}_configAfterMerge(t){return t.target=Ht(t.target)||document.body,t.rootMargin=t.offset?`${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&&(de.off(this._config.target,_s),de.on(this._config.target,_s,ys,(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(`#${t.target.id}`),i=t=>{this._previousScrollData.visibleEntryTop=t.target.offsetTop,this._process(e(t))},n=(this._rootElement||document.documentElement).scrollTop,s=n>=this._previousScrollData.parentScrollTop;this._previousScrollData.parentScrollTop=n;for(const o of t){if(!o.isIntersecting){this._activeTarget=null,this._clearActiveClass(e(o));continue}const t=o.target.offsetTop>=this._previousScrollData.visibleEntryTop;if(s&&t){if(i(o),!n)return}else s||t||i(o)}}_initializeTargetsAndObservables(){this._targetLinks=new Map,this._observableSections=new Map;const t=ke.find(ys,this._config.target);for(const e of t){if(!e.hash||Ft(e))continue;const t=ke.findOne(e.hash,this._element);Wt(t)&&(this._targetLinks.set(e.hash,e),this._observableSections.set(e.hash,t))}}_process(t){this._activeTarget!==t&&(this._clearActiveClass(this._config.target),this._activeTarget=t,t.classList.add(vs),this._activateParents(t),de.trigger(this._element,ms,{relatedTarget:t}))}_activateParents(t){if(t.classList.contains("dropdown-item"))ke.findOne(".dropdown-toggle",t.closest(".dropdown")).classList.add(vs);else for(const e of ke.parents(t,".nav, .list-group"))for(const t of ke.prev(e,As))t.classList.add(vs)}_clearActiveClass(t){t.classList.remove(vs);const e=ke.find(`${ys}.${vs}`,t);for(const t of e)t.classList.remove(vs)}static jQueryInterface(t){return this.each((function(){const e=Ts.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}))}}de.on(window,bs,(()=>{for(const t of ke.find('[data-bs-spy="scroll"]'))Ts.getOrCreateInstance(t)})),Qt(Ts);const Os=".bs.tab",xs=`hide${Os}`,ks=`hidden${Os}`,Ls=`show${Os}`,Ds=`shown${Os}`,$s=`click${Os}`,Ss=`keydown${Os}`,Is=`load${Os}`,Ns="ArrowLeft",Ps="ArrowRight",js="ArrowUp",Ms="ArrowDown",Hs="active",Ws="fade",Fs="show",Bs=":not(.dropdown-toggle)",zs='[data-bs-toggle="tab"], [data-bs-toggle="pill"], [data-bs-toggle="list"]',qs=`.nav-link${Bs}, .list-group-item${Bs}, [role="tab"]${Bs}, ${zs}`,Rs=`.${Hs}[data-bs-toggle="tab"], .${Hs}[data-bs-toggle="pill"], .${Hs}[data-bs-toggle="list"]`;class Vs extends ye{constructor(t){super(t),this._parent=this._element.closest('.list-group, .nav, [role="tablist"]'),this._parent&&(this._setInitialAttributes(this._parent,this._getChildren()),de.on(this._element,Ss,(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?de.trigger(e,xs,{relatedTarget:t}):null;de.trigger(t,Ls,{relatedTarget:e}).defaultPrevented||i&&i.defaultPrevented||(this._deactivate(e,t),this._activate(t,e))}_activate(t,e){t&&(t.classList.add(Hs),this._activate(Pt(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.removeAttribute("tabindex"),t.setAttribute("aria-selected",!0),this._toggleDropDown(t,!0),de.trigger(t,Ds,{relatedTarget:e})):t.classList.add(Fs)}),t,t.classList.contains(Ws)))}_deactivate(t,e){t&&(t.classList.remove(Hs),t.blur(),this._deactivate(Pt(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.setAttribute("aria-selected",!1),t.setAttribute("tabindex","-1"),this._toggleDropDown(t,!1),de.trigger(t,ks,{relatedTarget:e})):t.classList.remove(Fs)}),t,t.classList.contains(Ws)))}_keydown(t){if(![Ns,Ps,js,Ms].includes(t.key))return;t.stopPropagation(),t.preventDefault();const e=[Ps,Ms].includes(t.key),i=Ut(this._getChildren().filter((t=>!Ft(t))),t.target,e,!0);i&&(i.focus({preventScroll:!0}),Vs.getOrCreateInstance(i).show())}_getChildren(){return ke.find(qs,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=Pt(t);e&&(this._setAttributeIfNotExists(e,"role","tabpanel"),t.id&&this._setAttributeIfNotExists(e,"aria-labelledby",`#${t.id}`))}_toggleDropDown(t,e){const i=this._getOuterElement(t);if(!i.classList.contains("dropdown"))return;const n=(t,n)=>{const s=ke.findOne(t,i);s&&s.classList.toggle(n,e)};n(".dropdown-toggle",Hs),n(".dropdown-menu",Fs),i.setAttribute("aria-expanded",e)}_setAttributeIfNotExists(t,e,i){t.hasAttribute(e)||t.setAttribute(e,i)}_elemIsActive(t){return t.classList.contains(Hs)}_getInnerElement(t){return t.matches(qs)?t:ke.findOne(qs,t)}_getOuterElement(t){return t.closest(".nav-item, .list-group-item")||t}static jQueryInterface(t){return this.each((function(){const e=Vs.getOrCreateInstance(this);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}))}}de.on(document,$s,zs,(function(t){["A","AREA"].includes(this.tagName)&&t.preventDefault(),Ft(this)||Vs.getOrCreateInstance(this).show()})),de.on(window,Is,(()=>{for(const t of ke.find(Rs))Vs.getOrCreateInstance(t)})),Qt(Vs);const Ks=".bs.toast",Qs=`mouseover${Ks}`,Xs=`mouseout${Ks}`,Ys=`focusin${Ks}`,Us=`focusout${Ks}`,Gs=`hide${Ks}`,Js=`hidden${Ks}`,Zs=`show${Ks}`,to=`shown${Ks}`,eo="hide",io="show",no="showing",so={animation:"boolean",autohide:"boolean",delay:"number"},oo={animation:!0,autohide:!0,delay:5e3};class ro extends ye{constructor(t,e){super(t,e),this._timeout=null,this._hasMouseInteraction=!1,this._hasKeyboardInteraction=!1,this._setListeners()}static get Default(){return oo}static get DefaultType(){return so}static get 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= 'end';\nexport var clippingParents = 'clippingParents';\nexport var viewport = 'viewport';\nexport var popper = 'popper';\nexport var reference = 'reference';\nexport var variationPlacements = /*#__PURE__*/basePlacements.reduce(function (acc, placement) {\n return acc.concat([placement + \"-\" + start, placement + \"-\" + end]);\n}, []);\nexport var placements = /*#__PURE__*/[].concat(basePlacements, [auto]).reduce(function (acc, placement) {\n return acc.concat([placement, placement + \"-\" + start, placement + \"-\" + end]);\n}, []); // modifiers that need to read the DOM\n\nexport var beforeRead = 'beforeRead';\nexport var read = 'read';\nexport var afterRead = 'afterRead'; // pure-logic modifiers\n\nexport var beforeMain = 'beforeMain';\nexport var main = 'main';\nexport var afterMain = 'afterMain'; // modifier with the purpose to write to the DOM (or write into a framework state)\n\nexport var beforeWrite = 'beforeWrite';\nexport var write = 'write';\nexport var afterWrite = 'afterWrite';\nexport var modifierPhases = [beforeRead, read, afterRead, beforeMain, main, afterMain, beforeWrite, write, afterWrite];","export default function getNodeName(element) {\n return element ? (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\";\nimport { isHTMLElement } from \"../dom-utils/instanceOf.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 (process.env.NODE_ENV !== \"production\") {\n if (!isHTMLElement(arrowElement)) {\n console.error(['Popper: \"arrow\" element must be an HTMLElement (not an SVGElement).', 'To use an SVG arrow, wrap it in an HTMLElement that will be used as', 'the arrow.'].join(' '));\n }\n }\n\n if (!contains(state.elements.popper, arrowElement)) {\n if (process.env.NODE_ENV !== \"production\") {\n console.error(['Popper: \"arrow\" modifier\\'s `element` must be a child of the popper', 'element.'].join(' '));\n }\n\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\n if (process.env.NODE_ENV !== \"production\") {\n var transitionProperty = getComputedStyle(state.elements.popper).transitionProperty || '';\n\n if (adaptive && ['transform', 'top', 'right', 'bottom', 'left'].some(function (property) {\n return transitionProperty.indexOf(property) >= 0;\n })) {\n console.warn(['Popper: Detected CSS transitions on at least one of the following', 'CSS properties: \"transform\", \"top\", \"right\", \"bottom\", \"left\".', '\\n\\n', 'Disable the \"computeStyles\" modifier\\'s `adaptive` option to allow', 'for smooth transitions, or remove these properties from the CSS', 'transition declaration on the popper element if only transitioning', 'opacity or background-color for example.', '\\n\\n', 'We recommend using the popper element as a wrapper around an inner', 'element that can have any CSS property transitioned for animations.'].join(' '));\n }\n }\n\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\n if (process.env.NODE_ENV !== \"production\") {\n console.error(['Popper: The `allowedAutoPlacements` option did not allow any', 'placements. Ensure the `placement` option matches the variation', 'of the allowed placements.', 'For example, \"auto\" cannot be used to allow \"bottom-start\".', 'Use \"auto-start\" instead.'].join(' '));\n }\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 getComputedStyle from \"./dom-utils/getComputedStyle.js\";\nimport orderModifiers from \"./utils/orderModifiers.js\";\nimport debounce from \"./utils/debounce.js\";\nimport validateModifiers from \"./utils/validateModifiers.js\";\nimport uniqueBy from \"./utils/uniqueBy.js\";\nimport getBasePlacement from \"./utils/getBasePlacement.js\";\nimport mergeByName from \"./utils/mergeByName.js\";\nimport detectOverflow from \"./utils/detectOverflow.js\";\nimport { isElement } from \"./dom-utils/instanceOf.js\";\nimport { auto } from \"./enums.js\";\nvar INVALID_ELEMENT_ERROR = 'Popper: Invalid reference or popper argument provided. They must be either a DOM element or virtual element.';\nvar INFINITE_LOOP_ERROR = 'Popper: An infinite loop in the modifiers cycle has been detected! The cycle has been interrupted to prevent a browser crash.';\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 }); // Validate the provided modifiers so that the consumer will get warned\n // if one of the modifiers is invalid for any reason\n\n if (process.env.NODE_ENV !== \"production\") {\n var modifiers = uniqueBy([].concat(orderedModifiers, state.options.modifiers), function (_ref) {\n var name = _ref.name;\n return name;\n });\n validateModifiers(modifiers);\n\n if (getBasePlacement(state.options.placement) === auto) {\n var flipModifier = state.orderedModifiers.find(function (_ref2) {\n var name = _ref2.name;\n return name === 'flip';\n });\n\n if (!flipModifier) {\n console.error(['Popper: \"auto\" placements require the \"flip\" modifier be', 'present and enabled to work.'].join(' '));\n }\n }\n\n var _getComputedStyle = getComputedStyle(popper),\n marginTop = _getComputedStyle.marginTop,\n marginRight = _getComputedStyle.marginRight,\n marginBottom = _getComputedStyle.marginBottom,\n marginLeft = _getComputedStyle.marginLeft; // We no longer take into account `margins` on the popper, and it can\n // cause bugs with positioning, so we'll warn the consumer\n\n\n if ([marginTop, marginRight, marginBottom, marginLeft].some(function (margin) {\n return parseFloat(margin);\n })) {\n console.warn(['Popper: CSS \"margin\" styles cannot be used to apply padding', 'between the popper and its reference element or boundary.', 'To replicate margin, use the `offset` modifier, as well as', 'the `padding` option in the `preventOverflow` and `flip`', 'modifiers.'].join(' '));\n }\n }\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 if (process.env.NODE_ENV !== \"production\") {\n console.error(INVALID_ELEMENT_ERROR);\n }\n\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 `${name}#persistent`\n\n state.orderedModifiers.forEach(function (modifier) {\n return state.modifiersData[modifier.name] = Object.assign({}, modifier.data);\n });\n var __debug_loops__ = 0;\n\n for (var index = 0; index < state.orderedModifiers.length; index++) {\n if (process.env.NODE_ENV !== \"production\") {\n __debug_loops__ += 1;\n\n if (__debug_loops__ > 100) {\n console.error(INFINITE_LOOP_ERROR);\n break;\n }\n }\n\n if (state.reset === true) {\n state.reset = false;\n index = -1;\n continue;\n }\n\n var _state$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 if (process.env.NODE_ENV !== \"production\") {\n console.error(INVALID_ELEMENT_ERROR);\n }\n\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 (_ref3) {\n var name = _ref3.name,\n _ref3$options = _ref3.options,\n options = _ref3$options === void 0 ? {} : _ref3$options,\n effect = _ref3.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 v5.2.3 (https://getbootstrap.com/)\n * Copyright 2011-2022 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 (v5.2.3): util/index.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\nconst MAX_UID = 1000000;\nconst MILLISECONDS_MULTIPLIER = 1000;\nconst TRANSITION_END = 'transitionend'; // Shout-out Angus Croll (https://goo.gl/pxwQGp)\n\nconst toType = object => {\n if (object === null || object === undefined) {\n return `${object}`;\n }\n\n return Object.prototype.toString.call(object).match(/\\s([a-z]+)/i)[1].toLowerCase();\n};\n/**\n * Public Util API\n */\n\n\nconst getUID = prefix => {\n do {\n prefix += Math.floor(Math.random() * MAX_UID);\n } while (document.getElementById(prefix));\n\n return prefix;\n};\n\nconst getSelector = element => {\n let selector = element.getAttribute('data-bs-target');\n\n if (!selector || selector === '#') {\n let hrefAttribute = element.getAttribute('href'); // 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\n if (!hrefAttribute || !hrefAttribute.includes('#') && !hrefAttribute.startsWith('.')) {\n return null;\n } // Just in case some CMS puts out a full URL with the anchor appended\n\n\n if (hrefAttribute.includes('#') && !hrefAttribute.startsWith('#')) {\n hrefAttribute = `#${hrefAttribute.split('#')[1]}`;\n }\n\n selector = hrefAttribute && hrefAttribute !== '#' ? hrefAttribute.trim() : null;\n }\n\n return selector;\n};\n\nconst getSelectorFromElement = element => {\n const selector = getSelector(element);\n\n if (selector) {\n return document.querySelector(selector) ? selector : null;\n }\n\n return null;\n};\n\nconst getElementFromSelector = element => {\n const selector = getSelector(element);\n return selector ? document.querySelector(selector) : null;\n};\n\nconst getTransitionDurationFromElement = element => {\n if (!element) {\n return 0;\n } // Get transition-duration of the element\n\n\n let {\n transitionDuration,\n transitionDelay\n } = window.getComputedStyle(element);\n const floatTransitionDuration = Number.parseFloat(transitionDuration);\n const floatTransitionDelay = Number.parseFloat(transitionDelay); // Return 0 if element or transition duration is not found\n\n if (!floatTransitionDuration && !floatTransitionDelay) {\n return 0;\n } // If multiple durations are defined, take the first\n\n\n transitionDuration = transitionDuration.split(',')[0];\n transitionDelay = transitionDelay.split(',')[0];\n return (Number.parseFloat(transitionDuration) + Number.parseFloat(transitionDelay)) * MILLISECONDS_MULTIPLIER;\n};\n\nconst triggerTransitionEnd = element => {\n element.dispatchEvent(new Event(TRANSITION_END));\n};\n\nconst isElement = object => {\n if (!object || typeof object !== 'object') {\n return false;\n }\n\n if (typeof object.jquery !== 'undefined') {\n object = object[0];\n }\n\n return typeof object.nodeType !== 'undefined';\n};\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\n if (typeof object === 'string' && object.length > 0) {\n return document.querySelector(object);\n }\n\n return null;\n};\n\nconst isVisible = element => {\n if (!isElement(element) || element.getClientRects().length === 0) {\n return false;\n }\n\n const elementIsVisible = getComputedStyle(element).getPropertyValue('visibility') === 'visible'; // Handle `details` element as its content may falsie appear visible when it is closed\n\n const closedDetails = element.closest('details:not([open])');\n\n if (!closedDetails) {\n return elementIsVisible;\n }\n\n if (closedDetails !== element) {\n const summary = element.closest('summary');\n\n if (summary && summary.parentNode !== closedDetails) {\n return false;\n }\n\n if (summary === null) {\n return false;\n }\n }\n\n return elementIsVisible;\n};\n\nconst isDisabled = element => {\n if (!element || element.nodeType !== Node.ELEMENT_NODE) {\n return true;\n }\n\n if (element.classList.contains('disabled')) {\n return true;\n }\n\n if (typeof element.disabled !== 'undefined') {\n return element.disabled;\n }\n\n return element.hasAttribute('disabled') && element.getAttribute('disabled') !== 'false';\n};\n\nconst findShadowRoot = element => {\n if (!document.documentElement.attachShadow) {\n return null;\n } // Can find the shadow root otherwise it'll return the document\n\n\n if (typeof element.getRootNode === 'function') {\n const root = element.getRootNode();\n return root instanceof ShadowRoot ? root : null;\n }\n\n if (element instanceof ShadowRoot) {\n return element;\n } // when we don't find a shadow root\n\n\n if (!element.parentNode) {\n return null;\n }\n\n return findShadowRoot(element.parentNode);\n};\n\nconst noop = () => {};\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 */\n\n\nconst reflow = element => {\n element.offsetHeight; // eslint-disable-line no-unused-expressions\n};\n\nconst getjQuery = () => {\n if (window.jQuery && !document.body.hasAttribute('data-bs-no-jquery')) {\n return window.jQuery;\n }\n\n return null;\n};\n\nconst DOMContentLoadedCallbacks = [];\n\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\n DOMContentLoadedCallbacks.push(callback);\n } else {\n callback();\n }\n};\n\nconst isRTL = () => document.documentElement.dir === 'rtl';\n\nconst defineJQueryPlugin = plugin => {\n onDOMContentLoaded(() => {\n const $ = getjQuery();\n /* istanbul ignore if */\n\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\n $.fn[name].noConflict = () => {\n $.fn[name] = JQUERY_NO_CONFLICT;\n return plugin.jQueryInterface;\n };\n }\n });\n};\n\nconst execute = callback => {\n if (typeof callback === 'function') {\n callback();\n }\n};\n\nconst executeAfterTransition = (callback, transitionElement, waitForTransition = true) => {\n if (!waitForTransition) {\n execute(callback);\n return;\n }\n\n const durationPadding = 5;\n const emulatedDuration = getTransitionDurationFromElement(transitionElement) + durationPadding;\n let called = false;\n\n const handler = ({\n target\n }) => {\n if (target !== transitionElement) {\n return;\n }\n\n called = true;\n transitionElement.removeEventListener(TRANSITION_END, handler);\n execute(callback);\n };\n\n transitionElement.addEventListener(TRANSITION_END, handler);\n setTimeout(() => {\n if (!called) {\n triggerTransitionEnd(transitionElement);\n }\n }, emulatedDuration);\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 */\n\n\nconst getNextActiveElement = (list, activeElement, shouldGetNext, isCycleAllowed) => {\n const listLength = list.length;\n let index = list.indexOf(activeElement); // if the element does not exist in the list return an element\n // depending on the direction and if cycle is allowed\n\n if (index === -1) {\n return !shouldGetNext && isCycleAllowed ? list[listLength - 1] : list[0];\n }\n\n index += shouldGetNext ? 1 : -1;\n\n if (isCycleAllowed) {\n index = (index + listLength) % listLength;\n }\n\n return list[Math.max(0, Math.min(index, listLength - 1))];\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dom/event-handler.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst namespaceRegex = /[^.]*(?=\\..*)\\.|.*/;\nconst stripNameRegex = /\\..*/;\nconst stripUidRegex = /::\\d+$/;\nconst eventRegistry = {}; // Events storage\n\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 * Private methods\n */\n\nfunction makeEventUid(element, uid) {\n return uid && `${uid}::${uidEvent++}` || element.uidEvent || uidEvent++;\n}\n\nfunction getElementEvents(element) {\n const uid = makeEventUid(element);\n element.uidEvent = uid;\n eventRegistry[uid] = eventRegistry[uid] || {};\n return eventRegistry[uid];\n}\n\nfunction bootstrapHandler(element, fn) {\n return function handler(event) {\n hydrateObj(event, {\n delegateTarget: element\n });\n\n if (handler.oneOff) {\n EventHandler.off(element, event.type, fn);\n }\n\n return fn.apply(element, [event]);\n };\n}\n\nfunction bootstrapDelegationHandler(element, selector, fn) {\n return function handler(event) {\n const domElements = element.querySelectorAll(selector);\n\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\n hydrateObj(event, {\n delegateTarget: target\n });\n\n if (handler.oneOff) {\n EventHandler.off(element, event.type, selector, fn);\n }\n\n return fn.apply(target, [event]);\n }\n }\n };\n}\n\nfunction findHandler(events, callable, delegationSelector = null) {\n return Object.values(events).find(event => event.callable === callable && event.delegationSelector === delegationSelector);\n}\n\nfunction normalizeParameters(originalTypeEvent, handler, delegationFunction) {\n const isDelegated = typeof handler === 'string'; // todo: tooltip passes `false` instead of selector, so we need to check\n\n const callable = isDelegated ? delegationFunction : handler || delegationFunction;\n let typeEvent = getTypeEvent(originalTypeEvent);\n\n if (!nativeEvents.has(typeEvent)) {\n typeEvent = originalTypeEvent;\n }\n\n return [isDelegated, callable, typeEvent];\n}\n\nfunction addHandler(element, originalTypeEvent, handler, delegationFunction, oneOff) {\n if (typeof originalTypeEvent !== 'string' || !element) {\n return;\n }\n\n let [isDelegated, callable, typeEvent] = normalizeParameters(originalTypeEvent, handler, delegationFunction); // 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\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\n callable = wrapFunction(callable);\n }\n\n const events = getElementEvents(element);\n const handlers = events[typeEvent] || (events[typeEvent] = {});\n const previousFunction = findHandler(handlers, callable, isDelegated ? handler : null);\n\n if (previousFunction) {\n previousFunction.oneOff = previousFunction.oneOff && oneOff;\n return;\n }\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}\n\nfunction removeHandler(element, events, typeEvent, handler, delegationSelector) {\n const fn = findHandler(events[typeEvent], handler, delegationSelector);\n\n if (!fn) {\n return;\n }\n\n element.removeEventListener(typeEvent, fn, Boolean(delegationSelector));\n delete events[typeEvent][fn.uidEvent];\n}\n\nfunction removeNamespacedHandlers(element, events, typeEvent, namespace) {\n const storeElementEvent = events[typeEvent] || {};\n\n for (const handlerKey of Object.keys(storeElementEvent)) {\n if (handlerKey.includes(namespace)) {\n const event = storeElementEvent[handlerKey];\n removeHandler(element, events, typeEvent, event.callable, event.delegationSelector);\n }\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}\n\nconst EventHandler = {\n on(element, event, handler, delegationFunction) {\n addHandler(element, event, handler, delegationFunction, false);\n },\n\n one(element, event, handler, delegationFunction) {\n addHandler(element, event, handler, delegationFunction, true);\n },\n\n off(element, originalTypeEvent, handler, delegationFunction) {\n if (typeof originalTypeEvent !== 'string' || !element) {\n return;\n }\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\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\n removeHandler(element, events, typeEvent, callable, isDelegated ? handler : null);\n return;\n }\n\n if (isNamespace) {\n for (const elementEvent of Object.keys(events)) {\n removeNamespacedHandlers(element, events, elementEvent, originalTypeEvent.slice(1));\n }\n }\n\n for (const keyHandlers of Object.keys(storeElementEvent)) {\n const handlerKey = keyHandlers.replace(stripUidRegex, '');\n\n if (!inNamespace || originalTypeEvent.includes(handlerKey)) {\n const event = storeElementEvent[keyHandlers];\n removeHandler(element, events, typeEvent, event.callable, event.delegationSelector);\n }\n }\n },\n\n trigger(element, event, args) {\n if (typeof event !== 'string' || !element) {\n return null;\n }\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\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\n let evt = new Event(event, {\n bubbles,\n cancelable: true\n });\n evt = hydrateObj(evt, args);\n\n if (defaultPrevented) {\n evt.preventDefault();\n }\n\n if (nativeDispatch) {\n element.dispatchEvent(evt);\n }\n\n if (evt.defaultPrevented && jQueryEvent) {\n jQueryEvent.preventDefault();\n }\n\n return evt;\n }\n\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\n get() {\n return value;\n }\n\n });\n }\n }\n\n return obj;\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dom/data.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n/**\n * Constants\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\n const instanceMap = elementMap.get(element); // 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\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: ${Array.from(instanceMap.keys())[0]}.`);\n return;\n }\n\n instanceMap.set(key, instance);\n },\n\n get(element, key) {\n if (elementMap.has(element)) {\n return elementMap.get(element).get(key) || null;\n }\n\n return null;\n },\n\n remove(element, key) {\n if (!elementMap.has(element)) {\n return;\n }\n\n const instanceMap = elementMap.get(element);\n instanceMap.delete(key); // free up element references if there are no instances left for an element\n\n if (instanceMap.size === 0) {\n elementMap.delete(element);\n }\n }\n\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dom/manipulator.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\nfunction normalizeData(value) {\n if (value === 'true') {\n return true;\n }\n\n if (value === 'false') {\n return false;\n }\n\n if (value === Number(value).toString()) {\n return Number(value);\n }\n\n if (value === '' || value === 'null') {\n return null;\n }\n\n if (typeof value !== 'string') {\n return value;\n }\n\n try {\n return JSON.parse(decodeURIComponent(value));\n } catch (_unused) {\n return value;\n }\n}\n\nfunction normalizeDataKey(key) {\n return key.replace(/[A-Z]/g, chr => `-${chr.toLowerCase()}`);\n}\n\nconst Manipulator = {\n setDataAttribute(element, key, value) {\n element.setAttribute(`data-bs-${normalizeDataKey(key)}`, value);\n },\n\n removeDataAttribute(element, key) {\n element.removeAttribute(`data-bs-${normalizeDataKey(key)}`);\n },\n\n getDataAttributes(element) {\n if (!element) {\n return {};\n }\n\n const attributes = {};\n const bsKeys = Object.keys(element.dataset).filter(key => key.startsWith('bs') && !key.startsWith('bsConfig'));\n\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\n return attributes;\n },\n\n getDataAttribute(element, key) {\n return normalizeData(element.getAttribute(`data-bs-${normalizeDataKey(key)}`));\n }\n\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/config.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Class definition\n */\n\nclass Config {\n // Getters\n static get Default() {\n return {};\n }\n\n static get DefaultType() {\n return {};\n }\n\n static get NAME() {\n throw new Error('You have to implement the static method \"NAME\", for each component!');\n }\n\n _getConfig(config) {\n config = this._mergeConfigObj(config);\n config = this._configAfterMerge(config);\n\n this._typeCheckConfig(config);\n\n return config;\n }\n\n _configAfterMerge(config) {\n return config;\n }\n\n _mergeConfigObj(config, element) {\n const jsonConfig = isElement(element) ? Manipulator.getDataAttribute(element, 'config') : {}; // try to parse\n\n return { ...this.constructor.Default,\n ...(typeof jsonConfig === 'object' ? jsonConfig : {}),\n ...(isElement(element) ? Manipulator.getDataAttributes(element) : {}),\n ...(typeof config === 'object' ? config : {})\n };\n }\n\n _typeCheckConfig(config, configTypes = this.constructor.DefaultType) {\n for (const property of Object.keys(configTypes)) {\n const expectedTypes = configTypes[property];\n const value = config[property];\n const valueType = isElement(value) ? 'element' : toType(value);\n\n if (!new RegExp(expectedTypes).test(valueType)) {\n throw new TypeError(`${this.constructor.NAME.toUpperCase()}: Option \"${property}\" provided type \"${valueType}\" but expected type \"${expectedTypes}\".`);\n }\n }\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): base-component.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst VERSION = '5.2.3';\n/**\n * Class definition\n */\n\nclass BaseComponent extends Config {\n constructor(element, config) {\n super();\n element = getElement(element);\n\n if (!element) {\n return;\n }\n\n this._element = element;\n this._config = this._getConfig(config);\n Data.set(this._element, this.constructor.DATA_KEY, this);\n } // Public\n\n\n dispose() {\n Data.remove(this._element, this.constructor.DATA_KEY);\n EventHandler.off(this._element, this.constructor.EVENT_KEY);\n\n for (const propertyName of Object.getOwnPropertyNames(this)) {\n this[propertyName] = null;\n }\n }\n\n _queueCallback(callback, element, isAnimated = true) {\n executeAfterTransition(callback, element, isAnimated);\n }\n\n _getConfig(config) {\n config = this._mergeConfigObj(config, this._element);\n config = this._configAfterMerge(config);\n\n this._typeCheckConfig(config);\n\n return config;\n } // Static\n\n\n static getInstance(element) {\n return Data.get(getElement(element), this.DATA_KEY);\n }\n\n static getOrCreateInstance(element, config = {}) {\n return this.getInstance(element) || new this(element, typeof config === 'object' ? config : null);\n }\n\n static get VERSION() {\n return VERSION;\n }\n\n static get DATA_KEY() {\n return `bs.${this.NAME}`;\n }\n\n static get EVENT_KEY() {\n return `.${this.DATA_KEY}`;\n }\n\n static eventName(name) {\n return `${name}${this.EVENT_KEY}`;\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/component-functions.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nconst enableDismissTrigger = (component, method = 'hide') => {\n const clickEvent = `click.dismiss${component.EVENT_KEY}`;\n const name = component.NAME;\n EventHandler.on(document, clickEvent, `[data-bs-dismiss=\"${name}\"]`, function (event) {\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault();\n }\n\n if (isDisabled(this)) {\n return;\n }\n\n const target = getElementFromSelector(this) || this.closest(`.${name}`);\n const instance = component.getOrCreateInstance(target); // Method argument is left, for Alert and only, as it doesn't implement the 'hide' method\n\n instance[method]();\n });\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): alert.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\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$8 = 'show';\n/**\n * Class definition\n */\n\nclass Alert extends BaseComponent {\n // Getters\n static get NAME() {\n return NAME$f;\n } // Public\n\n\n close() {\n const closeEvent = EventHandler.trigger(this._element, EVENT_CLOSE);\n\n if (closeEvent.defaultPrevented) {\n return;\n }\n\n this._element.classList.remove(CLASS_NAME_SHOW$8);\n\n const isAnimated = this._element.classList.contains(CLASS_NAME_FADE$5);\n\n this._queueCallback(() => this._destroyElement(), this._element, isAnimated);\n } // Private\n\n\n _destroyElement() {\n this._element.remove();\n\n EventHandler.trigger(this._element, EVENT_CLOSED);\n this.dispose();\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Alert.getOrCreateInstance(this);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config](this);\n });\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nenableDismissTrigger(Alert, 'close');\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Alert);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): button.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\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$6}`;\n/**\n * Class definition\n */\n\nclass Button extends BaseComponent {\n // Getters\n static get NAME() {\n return NAME$e;\n } // Public\n\n\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 } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Button.getOrCreateInstance(this);\n\n if (config === 'toggle') {\n data[config]();\n }\n });\n }\n\n}\n/**\n * Data API implementation\n */\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$5);\n const data = Button.getOrCreateInstance(button);\n data.toggle();\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Button);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dom/selector-engine.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst SelectorEngine = {\n find(selector, element = document.documentElement) {\n return [].concat(...Element.prototype.querySelectorAll.call(element, selector));\n },\n\n findOne(selector, element = document.documentElement) {\n return Element.prototype.querySelector.call(element, selector);\n },\n\n children(element, selector) {\n return [].concat(...element.children).filter(child => child.matches(selector));\n },\n\n parents(element, selector) {\n const parents = [];\n let ancestor = element.parentNode.closest(selector);\n\n while (ancestor) {\n parents.push(ancestor);\n ancestor = ancestor.parentNode.closest(selector);\n }\n\n return parents;\n },\n\n prev(element, selector) {\n let previous = element.previousElementSibling;\n\n while (previous) {\n if (previous.matches(selector)) {\n return [previous];\n }\n\n previous = previous.previousElementSibling;\n }\n\n return [];\n },\n\n // TODO: this is now unused; remove later along with prev()\n next(element, selector) {\n let next = element.nextElementSibling;\n\n while (next) {\n if (next.matches(selector)) {\n return [next];\n }\n\n next = next.nextElementSibling;\n }\n\n return [];\n },\n\n focusableChildren(element) {\n const focusables = ['a', 'button', 'input', 'textarea', 'select', 'details', '[tabindex]', '[contenteditable=\"true\"]'].map(selector => `${selector}:not([tabindex^=\"-\"])`).join(',');\n return this.find(focusables, element).filter(el => !isDisabled(el) && isVisible(el));\n }\n\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/swipe.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\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$c = {\n endCallback: '(function|null)',\n leftCallback: '(function|null)',\n rightCallback: '(function|null)'\n};\n/**\n * Class definition\n */\n\nclass Swipe extends Config {\n constructor(element, config) {\n super();\n this._element = element;\n\n if (!element || !Swipe.isSupported()) {\n return;\n }\n\n this._config = this._getConfig(config);\n this._deltaX = 0;\n this._supportPointerEvents = Boolean(window.PointerEvent);\n\n this._initEvents();\n } // Getters\n\n\n static get Default() {\n return Default$c;\n }\n\n static get DefaultType() {\n return DefaultType$c;\n }\n\n static get NAME() {\n return NAME$d;\n } // Public\n\n\n dispose() {\n EventHandler.off(this._element, EVENT_KEY$9);\n } // Private\n\n\n _start(event) {\n if (!this._supportPointerEvents) {\n this._deltaX = event.touches[0].clientX;\n return;\n }\n\n if (this._eventIsPointerPenTouch(event)) {\n this._deltaX = event.clientX;\n }\n }\n\n _end(event) {\n if (this._eventIsPointerPenTouch(event)) {\n this._deltaX = event.clientX - this._deltaX;\n }\n\n this._handleSwipe();\n\n execute(this._config.endCallback);\n }\n\n _move(event) {\n this._deltaX = event.touches && event.touches.length > 1 ? 0 : event.touches[0].clientX - this._deltaX;\n }\n\n _handleSwipe() {\n const absDeltaX = Math.abs(this._deltaX);\n\n if (absDeltaX <= SWIPE_THRESHOLD) {\n return;\n }\n\n const direction = absDeltaX / this._deltaX;\n this._deltaX = 0;\n\n if (!direction) {\n return;\n }\n\n execute(direction > 0 ? this._config.rightCallback : this._config.leftCallback);\n }\n\n _initEvents() {\n if (this._supportPointerEvents) {\n EventHandler.on(this._element, EVENT_POINTERDOWN, event => this._start(event));\n EventHandler.on(this._element, EVENT_POINTERUP, event => this._end(event));\n\n this._element.classList.add(CLASS_NAME_POINTER_EVENT);\n } else {\n EventHandler.on(this._element, EVENT_TOUCHSTART, event => this._start(event));\n EventHandler.on(this._element, EVENT_TOUCHMOVE, event => this._move(event));\n EventHandler.on(this._element, EVENT_TOUCHEND, event => this._end(event));\n }\n }\n\n _eventIsPointerPenTouch(event) {\n return this._supportPointerEvents && (event.pointerType === POINTER_TYPE_PEN || event.pointerType === POINTER_TYPE_TOUCH);\n } // Static\n\n\n static isSupported() {\n return 'ontouchstart' in document.documentElement || navigator.maxTouchPoints > 0;\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): carousel.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$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$b = {\n interval: '(number|boolean)',\n // TODO:v6 remove boolean support\n keyboard: 'boolean',\n pause: '(string|boolean)',\n ride: '(boolean|string)',\n touch: 'boolean',\n wrap: 'boolean'\n};\n/**\n * Class definition\n */\n\nclass Carousel extends BaseComponent {\n constructor(element, config) {\n super(element, config);\n this._interval = null;\n this._activeElement = null;\n this._isSliding = false;\n this.touchTimeout = null;\n this._swipeHelper = null;\n this._indicatorsElement = SelectorEngine.findOne(SELECTOR_INDICATORS, this._element);\n\n this._addEventListeners();\n\n if (this._config.ride === CLASS_NAME_CAROUSEL) {\n this.cycle();\n }\n } // Getters\n\n\n static get Default() {\n return Default$b;\n }\n\n static get DefaultType() {\n return DefaultType$b;\n }\n\n static get NAME() {\n return NAME$c;\n } // Public\n\n\n next() {\n this._slide(ORDER_NEXT);\n }\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\n prev() {\n this._slide(ORDER_PREV);\n }\n\n pause() {\n if (this._isSliding) {\n triggerTransitionEnd(this._element);\n }\n\n this._clearInterval();\n }\n\n cycle() {\n this._clearInterval();\n\n this._updateInterval();\n\n this._interval = setInterval(() => this.nextWhenVisible(), this._config.interval);\n }\n\n _maybeEnableCycle() {\n if (!this._config.ride) {\n return;\n }\n\n if (this._isSliding) {\n EventHandler.one(this._element, EVENT_SLID, () => this.cycle());\n return;\n }\n\n this.cycle();\n }\n\n to(index) {\n const items = this._getItems();\n\n if (index > items.length - 1 || index < 0) {\n return;\n }\n\n if (this._isSliding) {\n EventHandler.one(this._element, EVENT_SLID, () => this.to(index));\n return;\n }\n\n const activeIndex = this._getItemIndex(this._getActive());\n\n if (activeIndex === index) {\n return;\n }\n\n const order = index > activeIndex ? ORDER_NEXT : ORDER_PREV;\n\n this._slide(order, items[index]);\n }\n\n dispose() {\n if (this._swipeHelper) {\n this._swipeHelper.dispose();\n }\n\n super.dispose();\n } // Private\n\n\n _configAfterMerge(config) {\n config.defaultInterval = config.interval;\n return config;\n }\n\n _addEventListeners() {\n if (this._config.keyboard) {\n EventHandler.on(this._element, EVENT_KEYDOWN$1, event => this._keydown(event));\n }\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\n if (this._config.touch && Swipe.isSupported()) {\n this._addTouchEventListeners();\n }\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\n const endCallBack = () => {\n if (this._config.pause !== 'hover') {\n return;\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\n this.pause();\n\n if (this.touchTimeout) {\n clearTimeout(this.touchTimeout);\n }\n\n this.touchTimeout = setTimeout(() => this._maybeEnableCycle(), TOUCHEVENT_COMPAT_WAIT + this._config.interval);\n };\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\n _keydown(event) {\n if (/input|textarea/i.test(event.target.tagName)) {\n return;\n }\n\n const direction = KEY_TO_DIRECTION[event.key];\n\n if (direction) {\n event.preventDefault();\n\n this._slide(this._directionToOrder(direction));\n }\n }\n\n _getItemIndex(element) {\n return this._getItems().indexOf(element);\n }\n\n _setActiveIndicatorElement(index) {\n if (!this._indicatorsElement) {\n return;\n }\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\n if (newActiveIndicator) {\n newActiveIndicator.classList.add(CLASS_NAME_ACTIVE$2);\n newActiveIndicator.setAttribute('aria-current', 'true');\n }\n }\n\n _updateInterval() {\n const element = this._activeElement || this._getActive();\n\n if (!element) {\n return;\n }\n\n const elementInterval = Number.parseInt(element.getAttribute('data-bs-interval'), 10);\n this._config.interval = elementInterval || this._config.defaultInterval;\n }\n\n _slide(order, element = null) {\n if (this._isSliding) {\n return;\n }\n\n const activeElement = this._getActive();\n\n const isNext = order === ORDER_NEXT;\n const nextElement = element || getNextActiveElement(this._getItems(), activeElement, isNext, this._config.wrap);\n\n if (nextElement === activeElement) {\n return;\n }\n\n const nextElementIndex = this._getItemIndex(nextElement);\n\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\n const slideEvent = triggerEvent(EVENT_SLIDE);\n\n if (slideEvent.defaultPrevented) {\n return;\n }\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\n const isCycling = Boolean(this._interval);\n this.pause();\n this._isSliding = true;\n\n this._setActiveIndicatorElement(nextElementIndex);\n\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\n const completeCallBack = () => {\n nextElement.classList.remove(directionalClassName, orderClassName);\n nextElement.classList.add(CLASS_NAME_ACTIVE$2);\n activeElement.classList.remove(CLASS_NAME_ACTIVE$2, orderClassName, directionalClassName);\n this._isSliding = false;\n triggerEvent(EVENT_SLID);\n };\n\n this._queueCallback(completeCallBack, activeElement, this._isAnimated());\n\n if (isCycling) {\n this.cycle();\n }\n }\n\n _isAnimated() {\n return this._element.classList.contains(CLASS_NAME_SLIDE);\n }\n\n _getActive() {\n return SelectorEngine.findOne(SELECTOR_ACTIVE_ITEM, this._element);\n }\n\n _getItems() {\n return SelectorEngine.find(SELECTOR_ITEM, this._element);\n }\n\n _clearInterval() {\n if (this._interval) {\n clearInterval(this._interval);\n this._interval = null;\n }\n }\n\n _directionToOrder(direction) {\n if (isRTL()) {\n return direction === DIRECTION_LEFT ? ORDER_PREV : ORDER_NEXT;\n }\n\n return direction === DIRECTION_LEFT ? ORDER_NEXT : ORDER_PREV;\n }\n\n _orderToDirection(order) {\n if (isRTL()) {\n return order === ORDER_PREV ? DIRECTION_LEFT : DIRECTION_RIGHT;\n }\n\n return order === ORDER_PREV ? DIRECTION_RIGHT : DIRECTION_LEFT;\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Carousel.getOrCreateInstance(this, config);\n\n if (typeof config === 'number') {\n data.to(config);\n return;\n }\n\n if (typeof config === 'string') {\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config]();\n }\n });\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$5, SELECTOR_DATA_SLIDE, function (event) {\n const target = getElementFromSelector(this);\n\n if (!target || !target.classList.contains(CLASS_NAME_CAROUSEL)) {\n return;\n }\n\n event.preventDefault();\n const carousel = Carousel.getOrCreateInstance(target);\n const slideIndex = this.getAttribute('data-bs-slide-to');\n\n if (slideIndex) {\n carousel.to(slideIndex);\n\n carousel._maybeEnableCycle();\n\n return;\n }\n\n if (Manipulator.getDataAttribute(this, 'slide') === 'next') {\n carousel.next();\n\n carousel._maybeEnableCycle();\n\n return;\n }\n\n carousel.prev();\n\n carousel._maybeEnableCycle();\n});\nEventHandler.on(window, EVENT_LOAD_DATA_API$3, () => {\n const carousels = SelectorEngine.find(SELECTOR_DATA_RIDE);\n\n for (const carousel of carousels) {\n Carousel.getOrCreateInstance(carousel);\n }\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Carousel);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): collapse.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$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 * 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$4);\n\n for (const elem of toggleList) {\n const selector = getSelectorFromElement(elem);\n const filterElement = SelectorEngine.find(selector).filter(foundElement => foundElement === this._element);\n\n if (selector !== null && filterElement.length) {\n this._triggerArray.push(elem);\n }\n }\n\n this._initializeChildren();\n\n if (!this._config.parent) {\n this._addAriaAndCollapsedClass(this._triggerArray, this._isShown());\n }\n\n if (this._config.toggle) {\n this.toggle();\n }\n } // Getters\n\n\n static get Default() {\n return Default$a;\n }\n\n static get DefaultType() {\n return DefaultType$a;\n }\n\n static get NAME() {\n return NAME$b;\n } // Public\n\n\n toggle() {\n if (this._isShown()) {\n this.hide();\n } else {\n this.show();\n }\n }\n\n show() {\n if (this._isTransitioning || this._isShown()) {\n return;\n }\n\n let activeChildren = []; // find active children\n\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\n if (activeChildren.length && activeChildren[0]._isTransitioning) {\n return;\n }\n\n const startEvent = EventHandler.trigger(this._element, EVENT_SHOW$6);\n\n if (startEvent.defaultPrevented) {\n return;\n }\n\n for (const activeInstance of activeChildren) {\n activeInstance.hide();\n }\n\n const dimension = this._getDimension();\n\n this._element.classList.remove(CLASS_NAME_COLLAPSE);\n\n this._element.classList.add(CLASS_NAME_COLLAPSING);\n\n this._element.style[dimension] = 0;\n\n this._addAriaAndCollapsedClass(this._triggerArray, true);\n\n this._isTransitioning = true;\n\n const complete = () => {\n this._isTransitioning = false;\n\n this._element.classList.remove(CLASS_NAME_COLLAPSING);\n\n this._element.classList.add(CLASS_NAME_COLLAPSE, CLASS_NAME_SHOW$7);\n\n this._element.style[dimension] = '';\n EventHandler.trigger(this._element, EVENT_SHOWN$6);\n };\n\n const capitalizedDimension = dimension[0].toUpperCase() + dimension.slice(1);\n const scrollSize = `scroll${capitalizedDimension}`;\n\n this._queueCallback(complete, this._element, true);\n\n this._element.style[dimension] = `${this._element[scrollSize]}px`;\n }\n\n hide() {\n if (this._isTransitioning || !this._isShown()) {\n return;\n }\n\n const startEvent = EventHandler.trigger(this._element, EVENT_HIDE$6);\n\n if (startEvent.defaultPrevented) {\n return;\n }\n\n const dimension = this._getDimension();\n\n this._element.style[dimension] = `${this._element.getBoundingClientRect()[dimension]}px`;\n reflow(this._element);\n\n this._element.classList.add(CLASS_NAME_COLLAPSING);\n\n this._element.classList.remove(CLASS_NAME_COLLAPSE, CLASS_NAME_SHOW$7);\n\n for (const trigger of this._triggerArray) {\n const element = getElementFromSelector(trigger);\n\n if (element && !this._isShown(element)) {\n this._addAriaAndCollapsedClass([trigger], false);\n }\n }\n\n this._isTransitioning = true;\n\n const complete = () => {\n this._isTransitioning = false;\n\n this._element.classList.remove(CLASS_NAME_COLLAPSING);\n\n this._element.classList.add(CLASS_NAME_COLLAPSE);\n\n EventHandler.trigger(this._element, EVENT_HIDDEN$6);\n };\n\n this._element.style[dimension] = '';\n\n this._queueCallback(complete, this._element, true);\n }\n\n _isShown(element = this._element) {\n return element.classList.contains(CLASS_NAME_SHOW$7);\n } // Private\n\n\n _configAfterMerge(config) {\n config.toggle = Boolean(config.toggle); // Coerce string values\n\n config.parent = getElement(config.parent);\n return config;\n }\n\n _getDimension() {\n return this._element.classList.contains(CLASS_NAME_HORIZONTAL) ? WIDTH : HEIGHT;\n }\n\n _initializeChildren() {\n if (!this._config.parent) {\n return;\n }\n\n const children = this._getFirstLevelChildren(SELECTOR_DATA_TOGGLE$4);\n\n for (const element of children) {\n const selected = getElementFromSelector(element);\n\n if (selected) {\n this._addAriaAndCollapsedClass([element], this._isShown(selected));\n }\n }\n }\n\n _getFirstLevelChildren(selector) {\n const children = SelectorEngine.find(CLASS_NAME_DEEPER_CHILDREN, this._config.parent); // remove children if greater depth\n\n return SelectorEngine.find(selector, this._config.parent).filter(element => !children.includes(element));\n }\n\n _addAriaAndCollapsedClass(triggerArray, isOpen) {\n if (!triggerArray.length) {\n return;\n }\n\n for (const element of triggerArray) {\n element.classList.toggle(CLASS_NAME_COLLAPSED, !isOpen);\n element.setAttribute('aria-expanded', isOpen);\n }\n } // Static\n\n\n static jQueryInterface(config) {\n const _config = {};\n\n if (typeof config === 'string' && /show|hide/.test(config)) {\n _config.toggle = false;\n }\n\n return this.each(function () {\n const data = Collapse.getOrCreateInstance(this, _config);\n\n if (typeof config === 'string') {\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config]();\n }\n });\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$4, SELECTOR_DATA_TOGGLE$4, function (event) {\n // preventDefault only for elements (which change the URL) not inside the collapsible element\n if (event.target.tagName === 'A' || event.delegateTarget && event.delegateTarget.tagName === 'A') {\n event.preventDefault();\n }\n\n const selector = getSelectorFromElement(this);\n const selectorElements = SelectorEngine.find(selector);\n\n for (const element of selectorElements) {\n Collapse.getOrCreateInstance(element, {\n toggle: false\n }).toggle();\n }\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Collapse);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dropdown.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$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 * 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/5.2/forms/input-group/\n\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 } // Getters\n\n\n static get Default() {\n return Default$9;\n }\n\n static get DefaultType() {\n return DefaultType$9;\n }\n\n static get NAME() {\n return NAME$a;\n } // Public\n\n\n toggle() {\n return this._isShown() ? this.hide() : this.show();\n }\n\n show() {\n if (isDisabled(this._element) || this._isShown()) {\n return;\n }\n\n const relatedTarget = {\n relatedTarget: this._element\n };\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$5, relatedTarget);\n\n if (showEvent.defaultPrevented) {\n return;\n }\n\n this._createPopper(); // 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\n\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\n this._element.focus();\n\n this._element.setAttribute('aria-expanded', true);\n\n this._menu.classList.add(CLASS_NAME_SHOW$6);\n\n this._element.classList.add(CLASS_NAME_SHOW$6);\n\n EventHandler.trigger(this._element, EVENT_SHOWN$5, relatedTarget);\n }\n\n hide() {\n if (isDisabled(this._element) || !this._isShown()) {\n return;\n }\n\n const relatedTarget = {\n relatedTarget: this._element\n };\n\n this._completeHide(relatedTarget);\n }\n\n dispose() {\n if (this._popper) {\n this._popper.destroy();\n }\n\n super.dispose();\n }\n\n update() {\n this._inNavbar = this._detectNavbar();\n\n if (this._popper) {\n this._popper.update();\n }\n } // Private\n\n\n _completeHide(relatedTarget) {\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$5, relatedTarget);\n\n if (hideEvent.defaultPrevented) {\n return;\n } // If this is a touch-enabled device we remove the extra\n // empty mouseover listeners we added for iOS support\n\n\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.off(element, 'mouseover', noop);\n }\n }\n\n if (this._popper) {\n this._popper.destroy();\n }\n\n this._menu.classList.remove(CLASS_NAME_SHOW$6);\n\n this._element.classList.remove(CLASS_NAME_SHOW$6);\n\n this._element.setAttribute('aria-expanded', 'false');\n\n Manipulator.removeDataAttribute(this._menu, 'popper');\n EventHandler.trigger(this._element, EVENT_HIDDEN$5, relatedTarget);\n }\n\n _getConfig(config) {\n config = super._getConfig(config);\n\n if (typeof config.reference === 'object' && !isElement(config.reference) && typeof config.reference.getBoundingClientRect !== 'function') {\n // Popper virtual elements require a getBoundingClientRect method\n throw new TypeError(`${NAME$a.toUpperCase()}: Option \"reference\" provided type \"object\" without a required \"getBoundingClientRect\" method.`);\n }\n\n return config;\n }\n\n _createPopper() {\n if (typeof Popper === 'undefined') {\n throw new TypeError('Bootstrap\\'s dropdowns require Popper (https://popper.js.org)');\n }\n\n let referenceElement = this._element;\n\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\n const popperConfig = this._getPopperConfig();\n\n this._popper = Popper.createPopper(referenceElement, this._menu, popperConfig);\n }\n\n _isShown() {\n return this._menu.classList.contains(CLASS_NAME_SHOW$6);\n }\n\n _getPlacement() {\n const parentDropdown = this._parent;\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPEND)) {\n return PLACEMENT_RIGHT;\n }\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPSTART)) {\n return PLACEMENT_LEFT;\n }\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPUP_CENTER)) {\n return PLACEMENT_TOPCENTER;\n }\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPDOWN_CENTER)) {\n return PLACEMENT_BOTTOMCENTER;\n } // We need to trim the value because custom properties can also include spaces\n\n\n const isEnd = getComputedStyle(this._menu).getPropertyValue('--bs-position').trim() === 'end';\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPUP)) {\n return isEnd ? PLACEMENT_TOPEND : PLACEMENT_TOP;\n }\n\n return isEnd ? PLACEMENT_BOTTOMEND : PLACEMENT_BOTTOM;\n }\n\n _detectNavbar() {\n return this._element.closest(SELECTOR_NAVBAR) !== null;\n }\n\n _getOffset() {\n const {\n offset\n } = this._config;\n\n if (typeof offset === 'string') {\n return offset.split(',').map(value => Number.parseInt(value, 10));\n }\n\n if (typeof offset === 'function') {\n return popperData => offset(popperData, this._element);\n }\n\n return offset;\n }\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 }; // Disable Popper if we have a static display or Dropdown is in Navbar\n\n if (this._inNavbar || this._config.display === 'static') {\n Manipulator.setDataAttribute(this._menu, 'popper', 'static'); // todo:v6 remove\n\n defaultBsPopperConfig.modifiers = [{\n name: 'applyStyles',\n enabled: false\n }];\n }\n\n return { ...defaultBsPopperConfig,\n ...(typeof this._config.popperConfig === 'function' ? this._config.popperConfig(defaultBsPopperConfig) : this._config.popperConfig)\n };\n }\n\n _selectMenuItem({\n key,\n target\n }) {\n const items = SelectorEngine.find(SELECTOR_VISIBLE_ITEMS, this._menu).filter(element => isVisible(element));\n\n if (!items.length) {\n return;\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\n\n getNextActiveElement(items, target, key === ARROW_DOWN_KEY$1, !items.includes(target)).focus();\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Dropdown.getOrCreateInstance(this, config);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config]();\n });\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\n const openToggles = SelectorEngine.find(SELECTOR_DATA_TOGGLE_SHOWN);\n\n for (const toggle of openToggles) {\n const context = Dropdown.getInstance(toggle);\n\n if (!context || context._config.autoClose === false) {\n continue;\n }\n\n const composedPath = event.composedPath();\n const isMenuTarget = composedPath.includes(context._menu);\n\n if (composedPath.includes(context._element) || context._config.autoClose === 'inside' && !isMenuTarget || context._config.autoClose === 'outside' && isMenuTarget) {\n continue;\n } // Tab navigation through the dropdown menu or events from contained inputs shouldn't close the menu\n\n\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\n const relatedTarget = {\n relatedTarget: context._element\n };\n\n if (event.type === 'click') {\n relatedTarget.clickEvent = event;\n }\n\n context._completeHide(relatedTarget);\n }\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 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\n if (!isUpOrDownEvent && !isEscapeEvent) {\n return;\n }\n\n if (isInput && !isEscapeEvent) {\n return;\n }\n\n event.preventDefault(); // todo: v6 revert #37011 & change markup https://getbootstrap.com/docs/5.2/forms/input-group/\n\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\n if (isUpOrDownEvent) {\n event.stopPropagation();\n instance.show();\n\n instance._selectMenuItem(event);\n\n return;\n }\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\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 * jQuery\n */\n\ndefineJQueryPlugin(Dropdown);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/scrollBar.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\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 * Class definition\n */\n\nclass ScrollBarHelper {\n constructor() {\n this._element = document.body;\n } // Public\n\n\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\n hide() {\n const width = this.getWidth();\n\n this._disableOverFlow(); // give padding to element to balance the hidden scrollbar width\n\n\n this._setElementAttributes(this._element, PROPERTY_PADDING, calculatedValue => calculatedValue + width); // trick: We adjust positive paddingRight and negative marginRight to sticky-top elements to keep showing fullwidth\n\n\n this._setElementAttributes(SELECTOR_FIXED_CONTENT, PROPERTY_PADDING, calculatedValue => calculatedValue + width);\n\n this._setElementAttributes(SELECTOR_STICKY_CONTENT, PROPERTY_MARGIN, calculatedValue => calculatedValue - width);\n }\n\n reset() {\n this._resetElementAttributes(this._element, 'overflow');\n\n this._resetElementAttributes(this._element, PROPERTY_PADDING);\n\n this._resetElementAttributes(SELECTOR_FIXED_CONTENT, PROPERTY_PADDING);\n\n this._resetElementAttributes(SELECTOR_STICKY_CONTENT, PROPERTY_MARGIN);\n }\n\n isOverflowing() {\n return this.getWidth() > 0;\n } // Private\n\n\n _disableOverFlow() {\n this._saveInitialAttribute(this._element, 'overflow');\n\n this._element.style.overflow = 'hidden';\n }\n\n _setElementAttributes(selector, styleProperty, callback) {\n const scrollbarWidth = this.getWidth();\n\n const manipulationCallBack = element => {\n if (element !== this._element && window.innerWidth > element.clientWidth + scrollbarWidth) {\n return;\n }\n\n this._saveInitialAttribute(element, styleProperty);\n\n const calculatedValue = window.getComputedStyle(element).getPropertyValue(styleProperty);\n element.style.setProperty(styleProperty, `${callback(Number.parseFloat(calculatedValue))}px`);\n };\n\n this._applyManipulationCallback(selector, manipulationCallBack);\n }\n\n _saveInitialAttribute(element, styleProperty) {\n const actualValue = element.style.getPropertyValue(styleProperty);\n\n if (actualValue) {\n Manipulator.setDataAttribute(element, styleProperty, actualValue);\n }\n }\n\n _resetElementAttributes(selector, styleProperty) {\n const manipulationCallBack = element => {\n const value = Manipulator.getDataAttribute(element, styleProperty); // We only want to remove the property if the value is `null`; the value can also be zero\n\n if (value === null) {\n element.style.removeProperty(styleProperty);\n return;\n }\n\n Manipulator.removeDataAttribute(element, styleProperty);\n element.style.setProperty(styleProperty, value);\n };\n\n this._applyManipulationCallback(selector, manipulationCallBack);\n }\n\n _applyManipulationCallback(selector, callBack) {\n if (isElement(selector)) {\n callBack(selector);\n return;\n }\n\n for (const sel of SelectorEngine.find(selector, this._element)) {\n callBack(sel);\n }\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/backdrop.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\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\n};\nconst DefaultType$8 = {\n className: 'string',\n clickCallback: '(function|null)',\n isAnimated: 'boolean',\n isVisible: 'boolean',\n rootElement: '(element|string)'\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 } // Getters\n\n\n static get Default() {\n return Default$8;\n }\n\n static get DefaultType() {\n return DefaultType$8;\n }\n\n static get NAME() {\n return NAME$9;\n } // Public\n\n\n show(callback) {\n if (!this._config.isVisible) {\n execute(callback);\n return;\n }\n\n this._append();\n\n const element = this._getElement();\n\n if (this._config.isAnimated) {\n reflow(element);\n }\n\n element.classList.add(CLASS_NAME_SHOW$5);\n\n this._emulateAnimation(() => {\n execute(callback);\n });\n }\n\n hide(callback) {\n if (!this._config.isVisible) {\n execute(callback);\n return;\n }\n\n this._getElement().classList.remove(CLASS_NAME_SHOW$5);\n\n this._emulateAnimation(() => {\n this.dispose();\n execute(callback);\n });\n }\n\n dispose() {\n if (!this._isAppended) {\n return;\n }\n\n EventHandler.off(this._element, EVENT_MOUSEDOWN);\n\n this._element.remove();\n\n this._isAppended = false;\n } // Private\n\n\n _getElement() {\n if (!this._element) {\n const backdrop = document.createElement('div');\n backdrop.className = this._config.className;\n\n if (this._config.isAnimated) {\n backdrop.classList.add(CLASS_NAME_FADE$4);\n }\n\n this._element = backdrop;\n }\n\n return this._element;\n }\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\n _append() {\n if (this._isAppended) {\n return;\n }\n\n const element = this._getElement();\n\n this._config.rootElement.append(element);\n\n EventHandler.on(element, EVENT_MOUSEDOWN, () => {\n execute(this._config.clickCallback);\n });\n this._isAppended = true;\n }\n\n _emulateAnimation(callback) {\n executeAfterTransition(callback, this._getElement(), this._config.isAnimated);\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/focustrap.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\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\n};\nconst DefaultType$7 = {\n autofocus: 'boolean',\n trapElement: 'element'\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 } // Getters\n\n\n static get Default() {\n return Default$7;\n }\n\n static get DefaultType() {\n return DefaultType$7;\n }\n\n static get NAME() {\n return NAME$8;\n } // Public\n\n\n activate() {\n if (this._isActive) {\n return;\n }\n\n if (this._config.autofocus) {\n this._config.trapElement.focus();\n }\n\n EventHandler.off(document, EVENT_KEY$5); // guard against infinite focus loop\n\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\n deactivate() {\n if (!this._isActive) {\n return;\n }\n\n this._isActive = false;\n EventHandler.off(document, EVENT_KEY$5);\n } // Private\n\n\n _handleFocusin(event) {\n const {\n trapElement\n } = this._config;\n\n if (event.target === document || event.target === trapElement || trapElement.contains(event.target)) {\n return;\n }\n\n const elements = SelectorEngine.focusableChildren(trapElement);\n\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\n _handleKeydown(event) {\n if (event.key !== TAB_KEY) {\n return;\n }\n\n this._lastTabNavDirection = event.shiftKey ? TAB_NAV_BACKWARD : TAB_NAV_FORWARD;\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): modal.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\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 * 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\n this._addEventListeners();\n } // Getters\n\n\n static get Default() {\n return Default$6;\n }\n\n static get DefaultType() {\n return DefaultType$6;\n }\n\n static get NAME() {\n return NAME$7;\n } // Public\n\n\n toggle(relatedTarget) {\n return this._isShown ? this.hide() : this.show(relatedTarget);\n }\n\n show(relatedTarget) {\n if (this._isShown || this._isTransitioning) {\n return;\n }\n\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$4, {\n relatedTarget\n });\n\n if (showEvent.defaultPrevented) {\n return;\n }\n\n this._isShown = true;\n this._isTransitioning = true;\n\n this._scrollBar.hide();\n\n document.body.classList.add(CLASS_NAME_OPEN);\n\n this._adjustDialog();\n\n this._backdrop.show(() => this._showElement(relatedTarget));\n }\n\n hide() {\n if (!this._isShown || this._isTransitioning) {\n return;\n }\n\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$4);\n\n if (hideEvent.defaultPrevented) {\n return;\n }\n\n this._isShown = false;\n this._isTransitioning = true;\n\n this._focustrap.deactivate();\n\n this._element.classList.remove(CLASS_NAME_SHOW$4);\n\n this._queueCallback(() => this._hideModal(), this._element, this._isAnimated());\n }\n\n dispose() {\n for (const htmlElement of [window, this._dialog]) {\n EventHandler.off(htmlElement, EVENT_KEY$4);\n }\n\n this._backdrop.dispose();\n\n this._focustrap.deactivate();\n\n super.dispose();\n }\n\n handleUpdate() {\n this._adjustDialog();\n } // Private\n\n\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\n _initializeFocusTrap() {\n return new FocusTrap({\n trapElement: this._element\n });\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\n this._element.style.display = 'block';\n\n this._element.removeAttribute('aria-hidden');\n\n this._element.setAttribute('aria-modal', true);\n\n this._element.setAttribute('role', 'dialog');\n\n this._element.scrollTop = 0;\n const modalBody = SelectorEngine.findOne(SELECTOR_MODAL_BODY, this._dialog);\n\n if (modalBody) {\n modalBody.scrollTop = 0;\n }\n\n reflow(this._element);\n\n this._element.classList.add(CLASS_NAME_SHOW$4);\n\n const transitionComplete = () => {\n if (this._config.focus) {\n this._focustrap.activate();\n }\n\n this._isTransitioning = false;\n EventHandler.trigger(this._element, EVENT_SHOWN$4, {\n relatedTarget\n });\n };\n\n this._queueCallback(transitionComplete, this._dialog, this._isAnimated());\n }\n\n _addEventListeners() {\n EventHandler.on(this._element, EVENT_KEYDOWN_DISMISS$1, event => {\n if (event.key !== ESCAPE_KEY$1) {\n return;\n }\n\n if (this._config.keyboard) {\n event.preventDefault();\n this.hide();\n return;\n }\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\n if (this._config.backdrop === 'static') {\n this._triggerBackdropTransition();\n\n return;\n }\n\n if (this._config.backdrop) {\n this.hide();\n }\n });\n });\n }\n\n _hideModal() {\n this._element.style.display = 'none';\n\n this._element.setAttribute('aria-hidden', true);\n\n this._element.removeAttribute('aria-modal');\n\n this._element.removeAttribute('role');\n\n this._isTransitioning = false;\n\n this._backdrop.hide(() => {\n document.body.classList.remove(CLASS_NAME_OPEN);\n\n this._resetAdjustments();\n\n this._scrollBar.reset();\n\n EventHandler.trigger(this._element, EVENT_HIDDEN$4);\n });\n }\n\n _isAnimated() {\n return this._element.classList.contains(CLASS_NAME_FADE$3);\n }\n\n _triggerBackdropTransition() {\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED$1);\n\n if (hideEvent.defaultPrevented) {\n return;\n }\n\n const isModalOverflowing = this._element.scrollHeight > document.documentElement.clientHeight;\n const initialOverflowY = this._element.style.overflowY; // return if the following background transition hasn't yet completed\n\n if (initialOverflowY === 'hidden' || this._element.classList.contains(CLASS_NAME_STATIC)) {\n return;\n }\n\n if (!isModalOverflowing) {\n this._element.style.overflowY = 'hidden';\n }\n\n this._element.classList.add(CLASS_NAME_STATIC);\n\n this._queueCallback(() => {\n this._element.classList.remove(CLASS_NAME_STATIC);\n\n this._queueCallback(() => {\n this._element.style.overflowY = initialOverflowY;\n }, this._dialog);\n }, this._dialog);\n\n this._element.focus();\n }\n /**\n * The following methods are used to handle overflowing modals\n */\n\n\n _adjustDialog() {\n const isModalOverflowing = this._element.scrollHeight > document.documentElement.clientHeight;\n\n const scrollbarWidth = this._scrollBar.getWidth();\n\n const isBodyOverflowing = scrollbarWidth > 0;\n\n if (isBodyOverflowing && !isModalOverflowing) {\n const property = isRTL() ? 'paddingLeft' : 'paddingRight';\n this._element.style[property] = `${scrollbarWidth}px`;\n }\n\n if (!isBodyOverflowing && isModalOverflowing) {\n const property = isRTL() ? 'paddingRight' : 'paddingLeft';\n this._element.style[property] = `${scrollbarWidth}px`;\n }\n }\n\n _resetAdjustments() {\n this._element.style.paddingLeft = '';\n this._element.style.paddingRight = '';\n } // Static\n\n\n static jQueryInterface(config, relatedTarget) {\n return this.each(function () {\n const data = Modal.getOrCreateInstance(this, config);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config](relatedTarget);\n });\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$2, SELECTOR_DATA_TOGGLE$2, function (event) {\n const target = getElementFromSelector(this);\n\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault();\n }\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\n EventHandler.one(target, EVENT_HIDDEN$4, () => {\n if (isVisible(this)) {\n this.focus();\n }\n });\n }); // avoid conflict when clicking modal toggler while another one is open\n\n const alreadyOpen = SelectorEngine.findOne(OPEN_SELECTOR$1);\n\n if (alreadyOpen) {\n Modal.getInstance(alreadyOpen).hide();\n }\n\n const data = Modal.getOrCreateInstance(target);\n data.toggle(this);\n});\nenableDismissTrigger(Modal);\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Modal);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): offcanvas.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\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 * 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\n this._addEventListeners();\n } // Getters\n\n\n static get Default() {\n return Default$5;\n }\n\n static get DefaultType() {\n return DefaultType$5;\n }\n\n static get NAME() {\n return NAME$6;\n } // Public\n\n\n toggle(relatedTarget) {\n return this._isShown ? this.hide() : this.show(relatedTarget);\n }\n\n show(relatedTarget) {\n if (this._isShown) {\n return;\n }\n\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$3, {\n relatedTarget\n });\n\n if (showEvent.defaultPrevented) {\n return;\n }\n\n this._isShown = true;\n\n this._backdrop.show();\n\n if (!this._config.scroll) {\n new ScrollBarHelper().hide();\n }\n\n this._element.setAttribute('aria-modal', true);\n\n this._element.setAttribute('role', 'dialog');\n\n this._element.classList.add(CLASS_NAME_SHOWING$1);\n\n const completeCallBack = () => {\n if (!this._config.scroll || this._config.backdrop) {\n this._focustrap.activate();\n }\n\n this._element.classList.add(CLASS_NAME_SHOW$3);\n\n this._element.classList.remove(CLASS_NAME_SHOWING$1);\n\n EventHandler.trigger(this._element, EVENT_SHOWN$3, {\n relatedTarget\n });\n };\n\n this._queueCallback(completeCallBack, this._element, true);\n }\n\n hide() {\n if (!this._isShown) {\n return;\n }\n\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$3);\n\n if (hideEvent.defaultPrevented) {\n return;\n }\n\n this._focustrap.deactivate();\n\n this._element.blur();\n\n this._isShown = false;\n\n this._element.classList.add(CLASS_NAME_HIDING);\n\n this._backdrop.hide();\n\n const completeCallback = () => {\n this._element.classList.remove(CLASS_NAME_SHOW$3, CLASS_NAME_HIDING);\n\n this._element.removeAttribute('aria-modal');\n\n this._element.removeAttribute('role');\n\n if (!this._config.scroll) {\n new ScrollBarHelper().reset();\n }\n\n EventHandler.trigger(this._element, EVENT_HIDDEN$3);\n };\n\n this._queueCallback(completeCallback, this._element, true);\n }\n\n dispose() {\n this._backdrop.dispose();\n\n this._focustrap.deactivate();\n\n super.dispose();\n } // Private\n\n\n _initializeBackDrop() {\n const clickCallback = () => {\n if (this._config.backdrop === 'static') {\n EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED);\n return;\n }\n\n this.hide();\n }; // 'static' option will be translated to true, and booleans will keep their value\n\n\n const isVisible = Boolean(this._config.backdrop);\n return new Backdrop({\n className: CLASS_NAME_BACKDROP,\n isVisible,\n isAnimated: true,\n rootElement: this._element.parentNode,\n clickCallback: isVisible ? clickCallback : null\n });\n }\n\n _initializeFocusTrap() {\n return new FocusTrap({\n trapElement: this._element\n });\n }\n\n _addEventListeners() {\n EventHandler.on(this._element, EVENT_KEYDOWN_DISMISS, event => {\n if (event.key !== ESCAPE_KEY) {\n return;\n }\n\n if (!this._config.keyboard) {\n EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED);\n return;\n }\n\n this.hide();\n });\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Offcanvas.getOrCreateInstance(this, config);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config](this);\n });\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$1, SELECTOR_DATA_TOGGLE$1, function (event) {\n const target = getElementFromSelector(this);\n\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault();\n }\n\n if (isDisabled(this)) {\n return;\n }\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 }); // avoid conflict when clicking a toggler of an offcanvas, while another is open\n\n const alreadyOpen = SelectorEngine.findOne(OPEN_SELECTOR);\n\n if (alreadyOpen && alreadyOpen !== target) {\n Offcanvas.getInstance(alreadyOpen).hide();\n }\n\n const data = Offcanvas.getOrCreateInstance(target);\n data.toggle(this);\n});\nEventHandler.on(window, EVENT_LOAD_DATA_API$2, () => {\n for (const selector of SelectorEngine.find(OPEN_SELECTOR)) {\n Offcanvas.getOrCreateInstance(selector).show();\n }\n});\nEventHandler.on(window, EVENT_RESIZE, () => {\n for (const element of SelectorEngine.find('[aria-modal][class*=show][class*=offcanvas-]')) {\n if (getComputedStyle(element).position !== 'fixed') {\n Offcanvas.getOrCreateInstance(element).hide();\n }\n }\n});\nenableDismissTrigger(Offcanvas);\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Offcanvas);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/sanitizer.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\nconst uriAttributes = new Set(['background', 'cite', 'href', 'itemtype', 'longdesc', 'poster', 'src', 'xlink:href']);\nconst ARIA_ATTRIBUTE_PATTERN = /^aria-[\\w-]*$/i;\n/**\n * A pattern that recognizes a commonly useful subset of URLs that are safe.\n *\n * Shout-out to Angular https://github.com/angular/angular/blob/12.2.x/packages/core/src/sanitization/url_sanitizer.ts\n */\n\nconst SAFE_URL_PATTERN = /^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i;\n/**\n * A pattern that matches safe data URLs. Only matches image, video and audio types.\n *\n * Shout-out to Angular https://github.com/angular/angular/blob/12.2.x/packages/core/src/sanitization/url_sanitizer.ts\n */\n\nconst DATA_URL_PATTERN = /^data:(?:image\\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\\/(?:mpeg|mp4|ogg|webm)|audio\\/(?:mp3|oga|ogg|opus));base64,[\\d+/a-z]+=*$/i;\n\nconst allowedAttribute = (attribute, allowedAttributeList) => {\n const attributeName = attribute.nodeName.toLowerCase();\n\n if (allowedAttributeList.includes(attributeName)) {\n if (uriAttributes.has(attributeName)) {\n return Boolean(SAFE_URL_PATTERN.test(attribute.nodeValue) || DATA_URL_PATTERN.test(attribute.nodeValue));\n }\n\n return true;\n } // Check if a regular expression validates the attribute.\n\n\n return allowedAttributeList.filter(attributeRegex => attributeRegex instanceof RegExp).some(regex => regex.test(attributeName));\n};\n\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 div: [],\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};\nfunction sanitizeHtml(unsafeHtml, allowList, sanitizeFunction) {\n if (!unsafeHtml.length) {\n return unsafeHtml;\n }\n\n if (sanitizeFunction && typeof sanitizeFunction === 'function') {\n return sanitizeFunction(unsafeHtml);\n }\n\n const domParser = new window.DOMParser();\n const createdDocument = domParser.parseFromString(unsafeHtml, 'text/html');\n const elements = [].concat(...createdDocument.body.querySelectorAll('*'));\n\n for (const element of elements) {\n const elementName = element.nodeName.toLowerCase();\n\n if (!Object.keys(allowList).includes(elementName)) {\n element.remove();\n continue;\n }\n\n const attributeList = [].concat(...element.attributes);\n const allowedAttributes = [].concat(allowList['*'] || [], allowList[elementName] || []);\n\n for (const attribute of attributeList) {\n if (!allowedAttribute(attribute, allowedAttributes)) {\n element.removeAttribute(attribute.nodeName);\n }\n }\n }\n\n return createdDocument.body.innerHTML;\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/template-factory.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\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 * Class definition\n */\n\nclass TemplateFactory extends Config {\n constructor(config) {\n super();\n this._config = this._getConfig(config);\n } // Getters\n\n\n static get Default() {\n return Default$4;\n }\n\n static get DefaultType() {\n return DefaultType$4;\n }\n\n static get NAME() {\n return NAME$5;\n } // Public\n\n\n getContent() {\n return Object.values(this._config.content).map(config => this._resolvePossibleFunction(config)).filter(Boolean);\n }\n\n hasContent() {\n return this.getContent().length > 0;\n }\n\n changeContent(content) {\n this._checkContent(content);\n\n this._config.content = { ...this._config.content,\n ...content\n };\n return this;\n }\n\n toHtml() {\n const templateWrapper = document.createElement('div');\n templateWrapper.innerHTML = this._maybeSanitize(this._config.template);\n\n for (const [selector, text] of Object.entries(this._config.content)) {\n this._setContent(templateWrapper, text, selector);\n }\n\n const template = templateWrapper.children[0];\n\n const extraClass = this._resolvePossibleFunction(this._config.extraClass);\n\n if (extraClass) {\n template.classList.add(...extraClass.split(' '));\n }\n\n return template;\n } // Private\n\n\n _typeCheckConfig(config) {\n super._typeCheckConfig(config);\n\n this._checkContent(config.content);\n }\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\n _setContent(template, content, selector) {\n const templateElement = SelectorEngine.findOne(selector, template);\n\n if (!templateElement) {\n return;\n }\n\n content = this._resolvePossibleFunction(content);\n\n if (!content) {\n templateElement.remove();\n return;\n }\n\n if (isElement(content)) {\n this._putElementInTemplate(getElement(content), templateElement);\n\n return;\n }\n\n if (this._config.html) {\n templateElement.innerHTML = this._maybeSanitize(content);\n return;\n }\n\n templateElement.textContent = content;\n }\n\n _maybeSanitize(arg) {\n return this._config.sanitize ? sanitizeHtml(arg, this._config.allowList, this._config.sanitizeFn) : arg;\n }\n\n _resolvePossibleFunction(arg) {\n return typeof arg === 'function' ? arg(this) : arg;\n }\n\n _putElementInTemplate(element, templateElement) {\n if (this._config.html) {\n templateElement.innerHTML = '';\n templateElement.append(element);\n return;\n }\n\n templateElement.textContent = element.textContent;\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): tooltip.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\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, 0],\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 * 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\n super(element, config); // Private\n\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; // Protected\n\n this.tip = null;\n\n this._setListeners();\n\n if (!this._config.selector) {\n this._fixTitle();\n }\n } // Getters\n\n\n static get Default() {\n return Default$3;\n }\n\n static get DefaultType() {\n return DefaultType$3;\n }\n\n static get NAME() {\n return NAME$4;\n } // Public\n\n\n enable() {\n this._isEnabled = true;\n }\n\n disable() {\n this._isEnabled = false;\n }\n\n toggleEnabled() {\n this._isEnabled = !this._isEnabled;\n }\n\n toggle() {\n if (!this._isEnabled) {\n return;\n }\n\n this._activeTrigger.click = !this._activeTrigger.click;\n\n if (this._isShown()) {\n this._leave();\n\n return;\n }\n\n this._enter();\n }\n\n dispose() {\n clearTimeout(this._timeout);\n EventHandler.off(this._element.closest(SELECTOR_MODAL), EVENT_MODAL_HIDE, this._hideModalHandler);\n\n if (this._element.getAttribute('data-bs-original-title')) {\n this._element.setAttribute('title', this._element.getAttribute('data-bs-original-title'));\n }\n\n this._disposePopper();\n\n super.dispose();\n }\n\n show() {\n if (this._element.style.display === 'none') {\n throw new Error('Please use show on visible elements');\n }\n\n if (!(this._isWithContent() && this._isEnabled)) {\n return;\n }\n\n const showEvent = EventHandler.trigger(this._element, this.constructor.eventName(EVENT_SHOW$2));\n const shadowRoot = findShadowRoot(this._element);\n\n const isInTheDom = (shadowRoot || this._element.ownerDocument.documentElement).contains(this._element);\n\n if (showEvent.defaultPrevented || !isInTheDom) {\n return;\n } // todo v6 remove this OR make it optional\n\n\n this._disposePopper();\n\n const tip = this._getTipElement();\n\n this._element.setAttribute('aria-describedby', tip.getAttribute('id'));\n\n const {\n container\n } = this._config;\n\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\n this._popper = this._createPopper(tip);\n tip.classList.add(CLASS_NAME_SHOW$2); // 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\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.on(element, 'mouseover', noop);\n }\n }\n\n const complete = () => {\n EventHandler.trigger(this._element, this.constructor.eventName(EVENT_SHOWN$2));\n\n if (this._isHovered === false) {\n this._leave();\n }\n\n this._isHovered = false;\n };\n\n this._queueCallback(complete, this.tip, this._isAnimated());\n }\n\n hide() {\n if (!this._isShown()) {\n return;\n }\n\n const hideEvent = EventHandler.trigger(this._element, this.constructor.eventName(EVENT_HIDE$2));\n\n if (hideEvent.defaultPrevented) {\n return;\n }\n\n const tip = this._getTipElement();\n\n tip.classList.remove(CLASS_NAME_SHOW$2); // If this is a touch-enabled device we remove the extra\n // empty mouseover listeners we added for iOS support\n\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.off(element, 'mouseover', noop);\n }\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\n if (!this._isHovered) {\n this._disposePopper();\n }\n\n this._element.removeAttribute('aria-describedby');\n\n EventHandler.trigger(this._element, this.constructor.eventName(EVENT_HIDDEN$2));\n };\n\n this._queueCallback(complete, this.tip, this._isAnimated());\n }\n\n update() {\n if (this._popper) {\n this._popper.update();\n }\n } // Protected\n\n\n _isWithContent() {\n return Boolean(this._getTitle());\n }\n\n _getTipElement() {\n if (!this.tip) {\n this.tip = this._createTipElement(this._newContent || this._getContentForTemplate());\n }\n\n return this.tip;\n }\n\n _createTipElement(content) {\n const tip = this._getTemplateFactory(content).toHtml(); // todo: remove this check on v6\n\n\n if (!tip) {\n return null;\n }\n\n tip.classList.remove(CLASS_NAME_FADE$2, CLASS_NAME_SHOW$2); // todo: on v6 the following can be achieved with CSS only\n\n tip.classList.add(`bs-${this.constructor.NAME}-auto`);\n const tipId = getUID(this.constructor.NAME).toString();\n tip.setAttribute('id', tipId);\n\n if (this._isAnimated()) {\n tip.classList.add(CLASS_NAME_FADE$2);\n }\n\n return tip;\n }\n\n setContent(content) {\n this._newContent = content;\n\n if (this._isShown()) {\n this._disposePopper();\n\n this.show();\n }\n }\n\n _getTemplateFactory(content) {\n if (this._templateFactory) {\n this._templateFactory.changeContent(content);\n } else {\n this._templateFactory = new TemplateFactory({ ...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\n return this._templateFactory;\n }\n\n _getContentForTemplate() {\n return {\n [SELECTOR_TOOLTIP_INNER]: this._getTitle()\n };\n }\n\n _getTitle() {\n return this._resolvePossibleFunction(this._config.title) || this._element.getAttribute('data-bs-original-title');\n } // Private\n\n\n _initializeOnDelegatedTarget(event) {\n return this.constructor.getOrCreateInstance(event.delegateTarget, this._getDelegateConfig());\n }\n\n _isAnimated() {\n return this._config.animation || this.tip && this.tip.classList.contains(CLASS_NAME_FADE$2);\n }\n\n _isShown() {\n return this.tip && this.tip.classList.contains(CLASS_NAME_SHOW$2);\n }\n\n _createPopper(tip) {\n const placement = typeof this._config.placement === 'function' ? this._config.placement.call(this, tip, this._element) : this._config.placement;\n const attachment = AttachmentMap[placement.toUpperCase()];\n return Popper.createPopper(this._element, tip, this._getPopperConfig(attachment));\n }\n\n _getOffset() {\n const {\n offset\n } = this._config;\n\n if (typeof offset === 'string') {\n return offset.split(',').map(value => Number.parseInt(value, 10));\n }\n\n if (typeof offset === 'function') {\n return popperData => offset(popperData, this._element);\n }\n\n return offset;\n }\n\n _resolvePossibleFunction(arg) {\n return typeof arg === 'function' ? arg.call(this._element) : arg;\n }\n\n _getPopperConfig(attachment) {\n const defaultBsPopperConfig = {\n placement: attachment,\n modifiers: [{\n name: 'flip',\n options: {\n fallbackPlacements: this._config.fallbackPlacements\n }\n }, {\n name: 'offset',\n options: {\n offset: this._getOffset()\n }\n }, {\n name: 'preventOverflow',\n options: {\n boundary: this._config.boundary\n }\n }, {\n name: 'arrow',\n options: {\n element: `.${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 { ...defaultBsPopperConfig,\n ...(typeof this._config.popperConfig === 'function' ? this._config.popperConfig(defaultBsPopperConfig) : this._config.popperConfig)\n };\n }\n\n _setListeners() {\n const triggers = this._config.trigger.split(' ');\n\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\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\n context._activeTrigger[event.type === 'focusin' ? TRIGGER_FOCUS : TRIGGER_HOVER] = true;\n\n context._enter();\n });\n EventHandler.on(this._element, eventOut, this._config.selector, event => {\n const context = this._initializeOnDelegatedTarget(event);\n\n context._activeTrigger[event.type === 'focusout' ? TRIGGER_FOCUS : TRIGGER_HOVER] = context._element.contains(event.relatedTarget);\n\n context._leave();\n });\n }\n }\n\n this._hideModalHandler = () => {\n if (this._element) {\n this.hide();\n }\n };\n\n EventHandler.on(this._element.closest(SELECTOR_MODAL), EVENT_MODAL_HIDE, this._hideModalHandler);\n }\n\n _fixTitle() {\n const title = this._element.getAttribute('title');\n\n if (!title) {\n return;\n }\n\n if (!this._element.getAttribute('aria-label') && !this._element.textContent.trim()) {\n this._element.setAttribute('aria-label', title);\n }\n\n this._element.setAttribute('data-bs-original-title', title); // DO NOT USE IT. Is only for backwards compatibility\n\n\n this._element.removeAttribute('title');\n }\n\n _enter() {\n if (this._isShown() || this._isHovered) {\n this._isHovered = true;\n return;\n }\n\n this._isHovered = true;\n\n this._setTimeout(() => {\n if (this._isHovered) {\n this.show();\n }\n }, this._config.delay.show);\n }\n\n _leave() {\n if (this._isWithActiveTrigger()) {\n return;\n }\n\n this._isHovered = false;\n\n this._setTimeout(() => {\n if (!this._isHovered) {\n this.hide();\n }\n }, this._config.delay.hide);\n }\n\n _setTimeout(handler, timeout) {\n clearTimeout(this._timeout);\n this._timeout = setTimeout(handler, timeout);\n }\n\n _isWithActiveTrigger() {\n return Object.values(this._activeTrigger).includes(true);\n }\n\n _getConfig(config) {\n const dataAttributes = Manipulator.getDataAttributes(this._element);\n\n for (const dataAttribute of Object.keys(dataAttributes)) {\n if (DISALLOWED_ATTRIBUTES.has(dataAttribute)) {\n delete dataAttributes[dataAttribute];\n }\n }\n\n config = { ...dataAttributes,\n ...(typeof config === 'object' && config ? config : {})\n };\n config = this._mergeConfigObj(config);\n config = this._configAfterMerge(config);\n\n this._typeCheckConfig(config);\n\n return config;\n }\n\n _configAfterMerge(config) {\n config.container = config.container === false ? document.body : getElement(config.container);\n\n if (typeof config.delay === 'number') {\n config.delay = {\n show: config.delay,\n hide: config.delay\n };\n }\n\n if (typeof config.title === 'number') {\n config.title = config.title.toString();\n }\n\n if (typeof config.content === 'number') {\n config.content = config.content.toString();\n }\n\n return config;\n }\n\n _getDelegateConfig() {\n const config = {};\n\n for (const key in this._config) {\n if (this.constructor.Default[key] !== this._config[key]) {\n config[key] = this._config[key];\n }\n }\n\n config.selector = false;\n config.trigger = 'manual'; // 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\n return config;\n }\n\n _disposePopper() {\n if (this._popper) {\n this._popper.destroy();\n\n this._popper = null;\n }\n\n if (this.tip) {\n this.tip.remove();\n this.tip = null;\n }\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Tooltip.getOrCreateInstance(this, config);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config]();\n });\n }\n\n}\n/**\n * jQuery\n */\n\n\ndefineJQueryPlugin(Tooltip);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): popover.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$3 = 'popover';\nconst SELECTOR_TITLE = '.popover-header';\nconst SELECTOR_CONTENT = '.popover-body';\nconst Default$2 = { ...Tooltip.Default,\n content: '',\n offset: [0, 8],\n placement: 'right',\n template: '
' + '
' + '

' + '
' + '
',\n trigger: 'click'\n};\nconst DefaultType$2 = { ...Tooltip.DefaultType,\n content: '(null|string|element|function)'\n};\n/**\n * Class definition\n */\n\nclass Popover extends Tooltip {\n // Getters\n static get Default() {\n return Default$2;\n }\n\n static get DefaultType() {\n return DefaultType$2;\n }\n\n static get NAME() {\n return NAME$3;\n } // Overrides\n\n\n _isWithContent() {\n return this._getTitle() || this._getContent();\n } // Private\n\n\n _getContentForTemplate() {\n return {\n [SELECTOR_TITLE]: this._getTitle(),\n [SELECTOR_CONTENT]: this._getContent()\n };\n }\n\n _getContent() {\n return this._resolvePossibleFunction(this._config.content);\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Popover.getOrCreateInstance(this, config);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config]();\n });\n }\n\n}\n/**\n * jQuery\n */\n\n\ndefineJQueryPlugin(Popover);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): scrollspy.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\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 * Class definition\n */\n\nclass ScrollSpy extends BaseComponent {\n constructor(element, config) {\n super(element, config); // this._element is the observablesContainer and config.target the menu links wrapper\n\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 } // Getters\n\n\n static get Default() {\n return Default$1;\n }\n\n static get DefaultType() {\n return DefaultType$1;\n }\n\n static get NAME() {\n return NAME$2;\n } // Public\n\n\n refresh() {\n this._initializeTargetsAndObservables();\n\n this._maybeEnableSmoothScroll();\n\n if (this._observer) {\n this._observer.disconnect();\n } else {\n this._observer = this._getNewObserver();\n }\n\n for (const section of this._observableSections.values()) {\n this._observer.observe(section);\n }\n }\n\n dispose() {\n this._observer.disconnect();\n\n super.dispose();\n } // Private\n\n\n _configAfterMerge(config) {\n // TODO: on v6 target should be given explicitly & remove the {target: 'ss-target'} case\n config.target = getElement(config.target) || document.body; // TODO: v6 Only for backwards compatibility reasons. Use rootMargin only\n\n config.rootMargin = config.offset ? `${config.offset}px 0px -30%` : config.rootMargin;\n\n if (typeof config.threshold === 'string') {\n config.threshold = config.threshold.split(',').map(value => Number.parseFloat(value));\n }\n\n return config;\n }\n\n _maybeEnableSmoothScroll() {\n if (!this._config.smoothScroll) {\n return;\n } // unregister any previous listeners\n\n\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\n if (observableSection) {\n event.preventDefault();\n const root = this._rootElement || window;\n const height = observableSection.offsetTop - this._element.offsetTop;\n\n if (root.scrollTo) {\n root.scrollTo({\n top: height,\n behavior: 'smooth'\n });\n return;\n } // Chrome 60 doesn't support `scrollTo`\n\n\n root.scrollTop = height;\n }\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 } // The logic of selection\n\n\n _observerCallback(entries) {\n const targetElement = entry => this._targetLinks.get(`#${entry.target.id}`);\n\n const activate = entry => {\n this._previousScrollData.visibleEntryTop = entry.target.offsetTop;\n\n this._process(targetElement(entry));\n };\n\n const parentScrollTop = (this._rootElement || document.documentElement).scrollTop;\n const userScrollsDown = parentScrollTop >= this._previousScrollData.parentScrollTop;\n this._previousScrollData.parentScrollTop = parentScrollTop;\n\n for (const entry of entries) {\n if (!entry.isIntersecting) {\n this._activeTarget = null;\n\n this._clearActiveClass(targetElement(entry));\n\n continue;\n }\n\n const entryIsLowerThanPrevious = entry.target.offsetTop >= this._previousScrollData.visibleEntryTop; // if we are scrolling down, pick the bigger offsetTop\n\n if (userScrollsDown && entryIsLowerThanPrevious) {\n activate(entry); // if parent isn't scrolled, let's keep the first visible item, breaking the iteration\n\n if (!parentScrollTop) {\n return;\n }\n\n continue;\n } // if we are scrolling up, pick the smallest offsetTop\n\n\n if (!userScrollsDown && !entryIsLowerThanPrevious) {\n activate(entry);\n }\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\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\n const observableSection = SelectorEngine.findOne(anchor.hash, this._element); // ensure that the observableSection exists & is visible\n\n if (isVisible(observableSection)) {\n this._targetLinks.set(anchor.hash, anchor);\n\n this._observableSections.set(anchor.hash, observableSection);\n }\n }\n }\n\n _process(target) {\n if (this._activeTarget === target) {\n return;\n }\n\n this._clearActiveClass(this._config.target);\n\n this._activeTarget = target;\n target.classList.add(CLASS_NAME_ACTIVE$1);\n\n this._activateParents(target);\n\n EventHandler.trigger(this._element, EVENT_ACTIVATE, {\n relatedTarget: target\n });\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\n for (const listGroup of SelectorEngine.parents(target, SELECTOR_NAV_LIST_GROUP)) {\n // Set triggered links parents as active\n // With both
    and