From 8a09f75e5eddd5eae155ee0992d0af4365923358 Mon Sep 17 00:00:00 2001 From: "Documenter.jl" Date: Tue, 19 Sep 2023 20:08:59 +0000 Subject: [PATCH] build based on 3f61d45 --- previews/PR53/.documenter-siteinfo.json | 1 + previews/PR53/api/index.html | 107 +++ previews/PR53/assets/documenter.js | 874 ++++++++++++++++++ .../PR53/assets/themes/documenter-dark.css | 7 + .../PR53/assets/themes/documenter-light.css | 9 + previews/PR53/assets/themeswap.js | 84 ++ previews/PR53/assets/warner.js | 52 ++ previews/PR53/index.html | 2 + previews/PR53/search_index.js | 3 + previews/PR53/siteinfo.js | 1 + 10 files changed, 1140 insertions(+) create mode 100644 previews/PR53/.documenter-siteinfo.json create mode 100644 previews/PR53/api/index.html create mode 100644 previews/PR53/assets/documenter.js create mode 100644 previews/PR53/assets/themes/documenter-dark.css create mode 100644 previews/PR53/assets/themes/documenter-light.css create mode 100644 previews/PR53/assets/themeswap.js create mode 100644 previews/PR53/assets/warner.js create mode 100644 previews/PR53/index.html create mode 100644 previews/PR53/search_index.js create mode 100644 previews/PR53/siteinfo.js diff --git a/previews/PR53/.documenter-siteinfo.json b/previews/PR53/.documenter-siteinfo.json new file mode 100644 index 00000000..4faa9d55 --- /dev/null +++ b/previews/PR53/.documenter-siteinfo.json @@ -0,0 +1 @@ +{"documenter":{"julia_version":"1.8.5","generation_timestamp":"2023-09-19T20:08:47","documenter_version":"1.0.1"}} \ No newline at end of file diff --git a/previews/PR53/api/index.html b/previews/PR53/api/index.html new file mode 100644 index 00000000..0fcc440c --- /dev/null +++ b/previews/PR53/api/index.html @@ -0,0 +1,107 @@ + +API · PotentialLearning.jl

API Reference

This page provides a list of all documented types and functions and in PotentialLearning.jl.

PotentialLearning.ActiveSubspace — Type
ActiveSubspace{T<:Real} <: DimensionReducer
+    Q :: Function 
+    ∇Q :: Function (gradient of Q)
+    tol :: T

Use the theory of active subspaces, with a given quantity of interest (expressed as the function Q) which takes a Configuration as an input and outputs a real scalar. ∇Q should input a Configuration and output an appropriate gradient. If tol is a float then the number of components to keep is determined by the smallest n such that relative percentage of variance explained by keeping the leading n principle components is greater than 1 - tol. If tol is an int, then we return the components corresponding to the tol largest eigenvalues.

source
PotentialLearning.AtomicData — Type
AtomicData <: Data

Abstract type declaring the type of information that is unique to a particular atom (instead of a whole configuration).

source
PotentialLearning.Configuration — Method
Configuration(data::Union{AtomsBase.FlexibleSystem, ConfigurationData} )

A Configuration is a data struct that contains information unique to a particular configuration of atoms (Energy, LocalDescriptors, ForceDescriptors, and a FlexibleSystem) in a dictionary. Example: '''julia e = Energy(-0.57, u"eV") ld = LocalDescriptors(...) c = Configuration(e, ld) '''

Configurations can be added together, which merges the data dictionaries '''julia c1 = Configuration(e) # Contains energy c2 = Configuration(f) # contains forces c = c1 + c2 # c <: Configuration, contains energy and forces '''

source
PotentialLearning.CorrelationMatrix — Type
CorrelationMatrix 
+    α :: Vector{Float64} # weights

CorrelationMatrix produces a global descriptor that is the correlation matrix of the local descriptors. In other words, it is mean(bi'*bi for bi in B).

source
PotentialLearning.CovariateLinearProblem — Type

struct CovariateLinearProblem{T<:Real} <: LinearProblem{T} e::Vector f::Vector{Vector{T}} B::Vector{Vector{T}} dB::Vector{Matrix{T}} β::Vector{T} β0::Vector{T} σe::Vector{T} σf::Vector{T} Σ::Symmetric{T,Matrix{T}} end

A CovariateLinearProblem is a linear problem in which we are fitting energies and forces using both descriptors and their gradients (B and dB, respectively). When this is the case, the solution is not available analytically and must be solved using some iterative optimization proceedure. In the end, we fit the model coefficients, β, standard deviations corresponding to energies and forces, σe and σf, and the covariance Σ.

source
PotentialLearning.DBSCANSelector — Type
struct DBSCANSelector <: SubsetSelector
+    clusters
+    eps
+    minpts
+    sample_size
+end

Definition of the type DBSCANSelector, a subselector based on the clustering method DBSCAN.

source
PotentialLearning.DBSCANSelector — Method
function DBSCANSelector(
+    ds::DataSet,
+    eps,
+    minpts,
+    sample_size
+)

Constructor of DBSCANSelector based on the atomic configurations in ds, the DBSCAN params eps and minpts, and the sample size sample_size.

source
PotentialLearning.DataSet — Type
DataSet

Struct that holds vector of configuration. Most operations in PotentialLearning are built around the DataSet structure.

source
PotentialLearning.Distance — Type
Distance
+
+A struct of abstract type Distance produces the distance between two `global` descriptors, or features. Not all distances might be compatible with all types of features.
source
PotentialLearning.DotProduct — Type
DotProduct <: Kernel 
+    α :: Power of DotProduct kernel 
+
+
+Computes the dot product kernel between two features, i.e.,
+
+cos(θ) = ( A ⋅ B / (||A||^2||B||^2) )^α
source
PotentialLearning.Energy — Type
Energy <: ConfigurationData
+    d :: Real
+    u :: Unitful.FreeUnits

Convenience struct that holds energy information (and corresponding units). Default unit is eV

source
PotentialLearning.Euclidean — Type
Euclidean <: Distance 
+    Cinv :: Covariance Matrix 
+
+Computes the squared euclidean distance with weight matrix Cinv, the inverse of some covariance matrix.
source
PotentialLearning.Feature — Type
Feature

A struct of abstract type Feature represents a function that takes in a set of local descriptors corresponding to some atomic environment and produce a global descriptor.

source
PotentialLearning.Force — Type
Force <: AtomicData 
+    f :: Vector{<:Real}
+    u :: Unitful.FreeUnits

Contains the force with (x,y,z)-components in f with units u. Default unit is "eV/Å".

source
PotentialLearning.Forces — Type
Forces <: ConfigurationData
+    f :: Vector{force}

Forces is a struct that contains all force information in a configuration.

source
PotentialLearning.Forstner — Type
Forstner <: Distance 
+    α :: Regularization parameter
+
+Computes the squared Forstner distance between two positive semi-definite matrices.
source
PotentialLearning.Kernel — Type
Kernel
+
+A struct of abstract type Kernel is function that takes in two features and produces a semi-definite scalar representing the similarity between the two features.
source
PotentialLearning.LearningProblem — Type

struct LearningProblem{T<:Real} <: AbstractLearningProblem ds::DataSet logprob::Function ∇logprob::Function params::Vector{T} end

Generic LearningProblem that allows the user to pass a logprob(y::params, ds::DataSet) function and its gradient. The gradient should return a vector of logprob with respect to it's params. If the user does not have a gradient function available, then Flux can provide one for it (provided that logprob is of the form above).

source
PotentialLearning.LinearProblem — Method

function LinearProblem( ds::DataSet; T = Float64 )

Construct a LinearProblem by detecting if there are energy descriptors and/or force descriptors and construct the appropriate LinearProblem (either Univariate, if only a single type of descriptor, or Covariate, if there are both types).

source
PotentialLearning.PCA — Type
PCA <: DimensionReducer
+    tol :: Float64

Use SVD to compute the PCA of the design matrix of descriptors. (using Force descriptors TBA)

If tol is a float then the number of components to keep is determined by the smallest n such that relative percentage of variance explained by keeping the leading n principle components is greater than 1 - tol. If tol is an int, then we return the components corresponding to the tol largest eigenvalues.

source
PotentialLearning.RBF — Type
RBF <: Kernel 
+    d :: Distance function 
+    α :: Reguarlization parameter 
+    ℓ :: Length-scale parameter
+    β :: Scale parameter
+
+
+Computes the squared exponential kernel, i.e.,
+
+ k(A, B) = β xp( -rac{1}{2} d(A,B)/ℓ^2 ) + α δ(A, B)
source
PotentialLearning.RandomSelector — Type
struct Random
+    num_configs :: Int 
+    batch_size  :: Int 
+end

A convenience function that allows the user to randomly select indices uniformly over [1, num_configs].

source
PotentialLearning.UnivariateLinearProblem — Type

struct UnivariateLinearProblem{T<:Real} <: LinearProblem{T} ivdata::Vector dvdata::Vector β::Vector{T} β0::Vector{T} σ::Vector{T} Σ::Symmetric{T,Matrix{T}} end

A UnivariateLinearProblem is a linear problem in which there is only 1 type of independent variable / dependent variable. Typically, that means we are either only fitting energies or only fitting forces. When this is the case, the solution is available analytically and the standard deviation, σ, and covariance, Σ, of the coefficients, β, are computable.

source
PotentialLearning.kDPP — Type
struct kDPP
+    K :: EllEnsemble
+end

A convenience function that allows the user access to a k-Determinantal Point Process through Determinantal.jl. All that is required to construct a kDPP is a similarity kernel, for which the user must provide a LinearProblem and two functions to compute descriptor (1) diversity and (2) quality.

source
PotentialLearning.kDPP — Method
kDPP(ds::Dataset, f::Feature, k::Kernel)

A convenience function that allows the user access to a k-Determinantal Point Process through Determinantal.jl. All that is required to construct a kDPP is a dataset, a method to compute features, and a kernel. Optional arguments include batch size and type of descriptor (default LocalDescriptors).

source
PotentialLearning.kDPP — Method
kDPP(features::Union{Vector{Vector{T}}, Vector{Symmetric{T, Matrix{T}}}}, k::Kernel)

A convenience function that allows the user access to a k-Determinantal Point Process through Determinantaljl. All that is required to construct a kDPP are features (either a vector of vector features or a vector of symmetric matrix features) and a kernel. Optional argument is batch_size (default length(features)).

source
PotentialLearning.KernelMatrix — Method
KernelMatrix(ds1::DataSet, ds2::DataSet, F::Feature, k::Kernel)
+
+Compute nonsymmetric kernel matrix K using features of the datasets ds1 and ds2 calculated using the Feature method F.
source
PotentialLearning.KernelMatrix — Method
KernelMatrix(ds::DataSet, F::Feature, k::Kernel)

Compute symmetric kernel matrix K using features of the dataset ds calculated using the Feature method F.

source
PotentialLearning.calc_metrics — Method
calc_metrics(x_pred, x)

x_pred: vector of predicted values of a variable. E.g. energy. x: vector of true values of a variable. E.g. energy.

Returns MAE, RMSE, and RSQ.

source
PotentialLearning.compute_features — Method
compute_feature(ds::DataSet, f::Feature; dt = LocalDescriptors)

Computes features of the dataset ds using the feature method F on descriptors dt (default option are the LocalDescriptors, if available).

source
PotentialLearning.fit — Function
fit(ds::DataSet, dr::DimensionReducer)

Fits a linear dimension reduction routine using information from DataSet. See individual types of DimensionReducers for specific details.

source
PotentialLearning.fit — Method
fit(ds::DataSet, as::ActiveSubspace)

Fits a linear dimension reduction routine using the eigendirections of the uncentered covariance of the function ∇Q(c::Configuration) over the configurations in ds. Primarily used to reduce the dimension of the descriptors.

source
PotentialLearning.fit — Method
fit(ds::DataSet, pca::PCA)

Fits a linear dimension reduction routine using PCA on the global descriptors in the dataset ds.

source
PotentialLearning.fit_transform — Method
fit_transform(ds::DataSet, dr::DimensionReducer)

Fits a linear dimension reduction routine using information from DataSet and performs dimension reduction on descriptors and force_descriptors (whichever are available). See individual types of DimensionReducers for specific details.

source
PotentialLearning.get_batches — Method
get_batches(n_batches, B_train, B_train_ext, e_train, dB_train, f_train,
+            B_test, B_test_ext, e_test, dB_test, f_test)

n_batches: no. of batches per dataset. B_train: descriptors of the energies used in training. B_train_ext: extendended descriptors of the energies used in training. Requiered to compute forces. e_train: energies used in training. dB_train: derivatives of the energy descritors used in training. f_train: forces used in training. B_test: descriptors of the energies used in test. B_test_ext: extendended descriptors of the energies used in test. Requiered to compute forces. e_test: energies used in test. dB_test: derivatives of the energy descritors used in test. f_test: forces used in test.

Returns the data loaders for training and test of energies and forces.

source
PotentialLearning.get_clusters — Method
function get_clusters(
+    ds,
+    eps,
+    minpts
+)

Computes clusters from the configurations in ds using DBSCAN with parameters eps and minpts.

source
PotentialLearning.get_dpp_mode — Method
get_dpp_mode(dpp::kDPP, batch_size::Int) <: Vector{Int64}

Access an approximate mode of the k-DPP as calculated by a greedy subset algorithm. See Determinantal.jl for details.

source
PotentialLearning.get_inclusion_prob — Method
get_inclusion_prob(dpp::kDPP) <: Vector{Float64}

Access an approximation to the inclusion probabilities as calculated by Determinantal.jl (see package for details).

source
PotentialLearning.get_input — Method
get_input(args)

args: vector of arguments (strings)

Returns an OrderedDict with the arguments. See https://github.com/cesmix-mit/AtomisticComposableWorkflows documentation for information about how to define the input arguments.

source
PotentialLearning.get_metrics — Method
get_metrics( e_train_pred, e_train, f_train_pred, f_train,
+             e_test_pred, e_test, f_test_pred, f_test,
+             B_time, dB_time, time_fitting)

e_train_pred: vector of predicted training energy values. e_train: vector of true training energy values. f_train_pred: vector of predicted training force values. f_train: vector of true training force values. e_test_pred: vector of predicted test energy values. e_test: vector of true test energy values. f_test_pred: vector of predicted test force values. f_test: vector of true test force values. B_time: elapsed time consumed by descriptors calculation. dB_time: elapsed time consumed by descriptor derivatives calculation. time_fitting: elapsed time consumed by fitting process.

Computes MAE, RMSE, and RSQ for training and testing energies and forces. Also add elapsed times about descriptors and fitting calculations. Returns an OrderedDict with the information above.

source
PotentialLearning.get_metrics — Method
get_metrics( e_train_pred, e_train, e_test_pred, e_test)

e_train_pred: vector of predicted training energy values. e_train: vector of true training energy values. e_test_pred: vector of predicted test energy values. e_test: vector of true test energy values.

Computes MAE, RMSE, and RSQ for training and testing energies. Returns an OrderedDict with the information above.

source
PotentialLearning.get_random_subset — Function
function get_random_subset(
+    s::DBSCANSelector,
+    batch_size = s.sample_size
+)

Returns a random subset of indexes of size batch_size from the clusters computed with the DBSCANSelector s.

source
PotentialLearning.get_random_subset — Function
get_random_subset(r::Random, batch_size :: Int) <: Vector{Int64}

Access a random subset of the data as sampled from the provided k-DPP. Returns the indices of the random subset and the subset itself.

source
PotentialLearning.get_random_subset — Method
get_random_subset(dpp::kDPP, batch_size :: Int) <: Vector{Int64}

Access a random subset of the data as sampled from the provided k-DPP. Returns the indices of the random subset and the subset itself.

source
PotentialLearning.get_system — Method
get_system(c::Configuration) <: AtomsBase.AbstractSystem

Retrieves the AtomsBase system (if available) in the Configuration c.

source
PotentialLearning.kabsch — Method
function kabsch(
+    reference::Array{Float64,2},
+    coords::Array{Float64,2}
+)

Input: two sets of points: reference, coords as Nx3 Matrices (so) Returns optimally rotated matrix

source
PotentialLearning.learn! — Method

function learn!( iap::InteratomicPotentials.LinearBasisPotential, ds::DataSet, args... )

Learning dispatch function, common to ordinary and weghted least squares implementations.

source
PotentialLearning.learn! — Method

function learn!( lp::CovariateLinearProblem, α::Real )

Fit a Gaussian distribution by finding the MLE of the following log probability: ℓ(β, σe, σf) = -0.5(e - A_e *β)'(e - Ae * β) / σe - 0.5*(f - Af β)'(f - A_f * β) / σf - log(σe) - log(σf)

through an optimization procedure.

source
PotentialLearning.learn! — Method

function learn!( lp::CovariateLinearProblem, ss::SubsetSelector, α::Real; num_steps=100, opt=Flux.Optimise.Adam() )

Fit a Gaussian distribution by finding the MLE of the following log probability: ℓ(β, σe, σf) = -0.5(e - A_e *β)'(e - Ae * β) / σe - 0.5*(f - Af β)'(f - A_f * β) / σf - log(σe) - log(σf)

through an iterative batch gradient descent optimization proceedure where the batches are provided by the subset selector.

source
PotentialLearning.learn! — Method

function learn!( lp::CovariateLinearProblem, ws::Vector, int::Bool )

Fit energies and forces using weighted least squares.

source
PotentialLearning.learn! — Method

function learn!( lp::LearningProblem, ss::SubsetSelector; num_steps = 100::Int, opt = Flux.Optimisers.Adam() )

Attempts to fit the parameters lp.params in the learning problem lp using batch gradient descent with the optimizer opt and num_steps number of iterations. Batching is provided by the passed ss::SubsetSelector.

source
PotentialLearning.learn! — Method

function learn!( lp::LearningProblem; num_steps=100::Int, opt=Flux.Optimisers.Adam() )

Attempts to fit the parameters lp.params in the learning problem lp using gradient descent with the optimizer opt and num_steps number of iterations.

source
PotentialLearning.learn! — Method

function learn!( lp::UnivariateLinearProblem, α::Real )

Fit a univariate Gaussian distribution for the equation y = Aβ + ϵ, where β are model coefficients and ϵ ∼ N(0, σ). Fitting is done via SVD on the design matrix, A'*A (formed iteratively), where eigenvalues less than α are cut-off.

source
PotentialLearning.learn! — Method

function learn!( lp::UnivariateLinearProblem, ss::SubsetSelector, α::Real; num_steps = 100, opt = Flux.Optimise.Adam() )

Fit a univariate Gaussian distribution for the equation y = Aβ + ϵ, where β are model coefficients and ϵ ∼ N(0, σ). Fitting is done via batched gradient descent with batches provided by the subset selector and the gradients are calculated using Flux.

source
PotentialLearning.learn! — Method

function learn!( lp::UnivariateLinearProblem, ws::Vector, int::Bool )

Fit energies using weighted least squares.

source
PotentialLearning.load_data — Method
load_data(file::string, yaml::YAML)
+
+Load configurations from a yaml file into a Vector of Flexible Systems, with Energies and Force.
+Returns 
+    ds - DataSet
+    t = Vector{Dict} (any miscellaneous info from yaml file)
source
PotentialLearning.load_datasets — Method
load_datasets(input)

input: OrderedDict with input arguments. See get_defaults_args().

Returns training and test systems, energies, forces, and stresses.

source
PotentialLearning.periodic_rmsd — Method
function periodic_rmsd(
+    p1::Array{Float64,2},
+    p2::Array{Float64,2},
+    box_lengths::Array{Float64,1}
+)

Calculates the RMSD between atom positions of two configurations taking into account the periodic boundaries.

source
PotentialLearning.rmsd — Method
function rmsd(
+    A::Array{Float64,2},
+    B::Array{Float64,2}
+)

Calculate root mean square deviation of two matrices A, B. See http://en.wikipedia.org/wiki/Root-mean-squaredeviationofatomicpositions

source
PotentialLearning.translate_points — Method
function translate_points(
+    P::Array{Float64,2},
+    Q::Array{Float64,2}
+)

Translate P, Q so centroids are equal to the origin of the coordinate system Translation der Massenzentren, so dass beide Zentren im Ursprung des Koordinatensystems liegen

source
diff --git a/previews/PR53/assets/documenter.js b/previews/PR53/assets/documenter.js new file mode 100644 index 00000000..7002e251 --- /dev/null +++ b/previews/PR53/assets/documenter.js @@ -0,0 +1,874 @@ +// Generated by Documenter.jl +requirejs.config({ + paths: { + 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia.min', + 'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min', + 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.13.2/jquery-ui.min', + 'minisearch': 'https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min', + 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/contrib/auto-render.min', + 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.0/jquery.min', + 'headroom-jquery': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/jQuery.headroom.min', + 'katex': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min', + 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/highlight.min', + 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia-repl.min', + }, + shim: { + "highlight-julia": { + "deps": [ + "highlight" + ] + }, + "katex-auto-render": { + "deps": [ + "katex" + ] + }, + "headroom-jquery": { + "deps": [ + "jquery", + "headroom" + ] + }, + "highlight-julia-repl": { + "deps": [ + "highlight" + ] + } +} +}); 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+ navArticleToggleTitle = "Collapse all docstrings"; + + $(".docstring section").slideDown(); + } + + $(this).prop("title", navArticleToggleTitle); + $(".docstring-article-toggle-button").prop("title", articleToggleTitle); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require([], function() { +function addCopyButtonCallbacks() { + for (const el of document.getElementsByTagName("pre")) { + const button = document.createElement("button"); + button.classList.add("copy-button", "fa-solid", "fa-copy"); + button.setAttribute("aria-label", "Copy this code block"); + button.setAttribute("title", "Copy"); + + el.appendChild(button); + + const success = function () { + button.classList.add("success", "fa-check"); + button.classList.remove("fa-copy"); + }; + + const failure = function () { + button.classList.add("error", "fa-xmark"); + button.classList.remove("fa-copy"); + }; + + button.addEventListener("click", function () { + copyToClipboard(el.innerText).then(success, failure); + + setTimeout(function () { + button.classList.add("fa-copy"); + button.classList.remove("success", "fa-check", "fa-xmark"); + }, 5000); + }); + } +} + +function copyToClipboard(text) { + // clipboard API is only available in secure contexts + if (window.navigator && window.navigator.clipboard) { + return window.navigator.clipboard.writeText(text); + } else { + return new Promise(function (resolve, reject) { + try { + const el = document.createElement("textarea"); + el.textContent = text; + el.style.position = "fixed"; + el.style.opacity = 0; + document.body.appendChild(el); + el.select(); + document.execCommand("copy"); + + resolve(); + } catch (err) { + reject(err); + } finally { + document.body.removeChild(el); + } + }); + } +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", addCopyButtonCallbacks); +} else { + addCopyButtonCallbacks(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'headroom', 'headroom-jquery'], function($, Headroom) { + +// Manages the top navigation bar (hides it when the user starts scrolling down on the +// mobile). +window.Headroom = Headroom; // work around buggy module loading? +$(document).ready(function () { + $("#documenter .docs-navbar").headroom({ + tolerance: { up: 10, down: 10 }, + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'minisearch'], function($, minisearch) { + +// In general, most search related things will have "search" as a prefix. +// To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc + +let results = []; +let timer = undefined; + +let data = documenterSearchIndex["docs"].map((x, key) => { + x["id"] = key; // minisearch requires a unique for each object + return x; +}); + +// list below is the lunr 2.1.3 list minus the intersect with names(Base) +// (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) +// ideally we'd just filter the original list but it's not available as a variable +const stopWords = new Set([ + "a", + "able", + "about", + "across", + "after", + "almost", + "also", + "am", + "among", + "an", + "and", + "are", + "as", + "at", + "be", + "because", + "been", + "but", + "by", + "can", + "cannot", + "could", + "dear", + "did", + "does", + "either", + "ever", + "every", + "from", + "got", + "had", + "has", + "have", + "he", + "her", + "hers", + "him", + "his", + "how", + "however", + "i", + "if", + "into", + "it", + "its", + "just", + "least", + "like", + "likely", + "may", + "me", + "might", + "most", + "must", + "my", + "neither", + "no", + "nor", + "not", + "of", + "off", + "often", + "on", + "or", + "other", + "our", + "own", + "rather", + "said", + "say", + "says", + "she", + "should", + "since", + "so", + "some", + "than", + "that", + "the", + "their", + "them", + "then", + "there", + "these", + "they", + "this", + "tis", + "to", + "too", + "twas", + "us", + "wants", + "was", + "we", + "were", + "what", + "when", + "who", + "whom", + "why", + "will", + "would", + "yet", + "you", + "your", +]); + +let index = new minisearch({ + fields: ["title", "text"], // fields to index for full-text search + storeFields: ["location", "title", "text", "category", "page"], // fields to return with search results + processTerm: (term) => { + let word = stopWords.has(term) ? null : term; + if (word) { + // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names + word = word + .replace(/^[^a-zA-Z0-9@!]+/, "") + .replace(/[^a-zA-Z0-9@!]+$/, ""); + } + + return word ?? null; + }, + // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not find anything if searching for "add!", only for the entire qualification + tokenize: (string) => string.split(/[\s\-\.]+/), + // options which will be applied during the search + searchOptions: { + boost: { title: 100 }, + fuzzy: 2, + processTerm: (term) => { + let word = stopWords.has(term) ? null : term; + if (word) { + word = word + .replace(/^[^a-zA-Z0-9@!]+/, "") + .replace(/[^a-zA-Z0-9@!]+$/, ""); + } + + return word ?? null; + }, + tokenize: (string) => string.split(/[\s\-\.]+/), + }, +}); + +index.addAll(data); + +let filters = [...new Set(data.map((x) => x.category))]; +var modal_filters = make_modal_body_filters(filters); +var filter_results = []; + +$(document).on("keyup", ".documenter-search-input", function (event) { + // Adding a debounce to prevent disruptions from super-speed typing! + debounce(() => update_search(filter_results), 300); +}); + +$(document).on("click", ".search-filter", function () { + if ($(this).hasClass("search-filter-selected")) { + $(this).removeClass("search-filter-selected"); + } else { + $(this).addClass("search-filter-selected"); + } + + // Adding a debounce to prevent disruptions from crazy clicking! + debounce(() => get_filters(), 300); +}); + +/** + * A debounce function, takes a function and an optional timeout in milliseconds + * + * @function callback + * @param {number} timeout + */ +function debounce(callback, timeout = 300) { + clearTimeout(timer); + timer = setTimeout(callback, timeout); +} + +/** + * Make/Update the search component + * + * @param {string[]} selected_filters + */ +function update_search(selected_filters = []) { + let initial_search_body = ` +
Type something to get started!
+ `; + + let querystring = $(".documenter-search-input").val(); + + if (querystring.trim()) { + results = index.search(querystring, { + filter: (result) => { + // Filtering results + if (selected_filters.length === 0) { + return result.score >= 1; + } else { + return ( + result.score >= 1 && selected_filters.includes(result.category) + ); + } + }, + }); + + let search_result_container = ``; + let search_divider = `
`; + + if (results.length) { + let links = []; + let count = 0; + let search_results = ""; + + results.forEach(function (result) { + if (result.location) { + // Checking for duplication of results for the same page + if (!links.includes(result.location)) { + search_results += make_search_result(result, querystring); + count++; + } + + links.push(result.location); + } + }); + + let result_count = `
${count} result(s)
`; + + search_result_container = ` +
+ ${modal_filters} + ${search_divider} + ${result_count} +
+ ${search_results} +
+
+ `; + } else { + search_result_container = ` +
+ ${modal_filters} + ${search_divider} +
0 result(s)
+
+
No result found!
+ `; + } + + if ($(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").removeClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(search_result_container); + } else { + filter_results = []; + modal_filters = make_modal_body_filters(filters, filter_results); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(initial_search_body); + } +} + +/** + * Make the modal filter html + * + * @param {string[]} filters + * @param {string[]} selected_filters + * @returns string + */ +function make_modal_body_filters(filters, selected_filters = []) { + let str = ``; + + filters.forEach((val) => { + if (selected_filters.includes(val)) { + str += `${val}`; + } else { + str += `${val}`; + } + }); + + let filter_html = ` +
+ Filters: + ${str} +
+ `; + + return filter_html; +} + +/** + * Make the result component given a minisearch result data object and the value of the search input as queryString. + * To view the result object structure, refer: https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult + * + * @param {object} result + * @param {string} querystring + * @returns string + */ +function make_search_result(result, querystring) { + let search_divider = `
`; + let display_link = + result.location.slice(Math.max(0), Math.min(50, result.location.length)) + + (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div + + if (result.page !== "") { + display_link += ` (${result.page})`; + } + + let textindex = new RegExp(`\\b${querystring}\\b`, "i").exec(result.text); + let text = + textindex !== null + ? result.text.slice( + Math.max(textindex.index - 100, 0), + Math.min( + textindex.index + querystring.length + 100, + result.text.length + ) + ) + : ""; // cut-off text before and after from the match + + let display_result = text.length + ? "..." + + text.replace( + new RegExp(`\\b${querystring}\\b`, "i"), // For first occurrence + '$&' + ) + + "..." + : ""; // highlights the match + + let in_code = false; + if (!["page", "section"].includes(result.category.toLowerCase())) { + in_code = true; + } + + // We encode the full url to escape some special characters which can lead to broken links + let result_div = ` + +
+
${result.title}
+
${result.category}
+
+

+ ${display_result} +

+
+ ${display_link} +
+ + ${search_divider} + `; + + return result_div; +} + +/** + * Get selected filters, remake the filter html and lastly update the search modal + */ +function get_filters() { + let ele = $(".search-filters .search-filter-selected").get(); + filter_results = ele.map((x) => $(x).text().toLowerCase()); + modal_filters = make_modal_body_filters(filters, filter_results); + update_search(filter_results); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Modal settings dialog +$(document).ready(function () { + var settings = $("#documenter-settings"); + $("#documenter-settings-button").click(function () { + settings.toggleClass("is-active"); + }); + // Close the dialog if X is clicked + $("#documenter-settings button.delete").click(function () { + settings.removeClass("is-active"); + }); + // Close dialog if ESC is pressed + $(document).keyup(function (e) { + if (e.keyCode == 27) settings.removeClass("is-active"); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +let search_modal_header = ` +
+
+

+ + + + +

+
+
+ +
+
+`; + +let initial_search_body = ` +
Type something to get started!
+`; + +let search_modal_footer = ` + +`; + +$(document.body).append( + ` + + ` +); + +document.querySelector(".docs-search-query").addEventListener("click", () => { + openModal(); +}); + +document.querySelector(".close-search-modal").addEventListener("click", () => { + closeModal(); +}); + +$(document).on("click", ".search-result-link", function () { + closeModal(); +}); + +document.addEventListener("keydown", (event) => { + if ((event.ctrlKey || event.metaKey) && event.key === "/") { + openModal(); + } else if (event.key === "Escape") { + closeModal(); + } + + return false; +}); + +// Functions to open and close a modal +function openModal() { + let searchModal = document.querySelector("#search-modal"); + + searchModal.classList.add("is-active"); + document.querySelector(".documenter-search-input").focus(); +} + +function closeModal() { + let searchModal = document.querySelector("#search-modal"); + let initial_search_body = ` +
Type something to get started!
+ `; + + searchModal.classList.remove("is-active"); + document.querySelector(".documenter-search-input").blur(); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".documenter-search-input").val(""); + $(".search-modal-card-body").html(initial_search_body); +} + +document + .querySelector("#search-modal .modal-background") + .addEventListener("click", () => { + closeModal(); + }); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Manages the showing and hiding of the sidebar. +$(document).ready(function () { + var sidebar = $("#documenter > .docs-sidebar"); + var sidebar_button = $("#documenter-sidebar-button"); + sidebar_button.click(function (ev) { + ev.preventDefault(); + sidebar.toggleClass("visible"); + if (sidebar.hasClass("visible")) { + // Makes sure that the current menu item is visible in the sidebar. + $("#documenter .docs-menu a.is-active").focus(); + } + }); + $("#documenter > .docs-main").bind("click", function (ev) { + if ($(ev.target).is(sidebar_button)) { + return; + } + if (sidebar.hasClass("visible")) { + sidebar.removeClass("visible"); + } + }); +}); + +// Resizes the package name / sitename in the sidebar if it is too wide. +// Inspired by: https://github.com/davatron5000/FitText.js +$(document).ready(function () { + e = $("#documenter .docs-autofit"); + function resize() { + var L = parseInt(e.css("max-width"), 10); + var L0 = e.width(); + if (L0 > L) { + var h0 = parseInt(e.css("font-size"), 10); + e.css("font-size", (L * h0) / L0); + // TODO: make sure it survives resizes? + } + } + // call once and then register events + resize(); + $(window).resize(resize); + $(window).on("orientationchange", resize); +}); + +// Scroll the navigation bar to the currently selected menu item +$(document).ready(function () { + var sidebar = $("#documenter .docs-menu").get(0); + var active = $("#documenter .docs-menu .is-active").get(0); + if (typeof active !== "undefined") { + sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15; + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Theme picker setup +$(document).ready(function () { + // onchange callback + $("#documenter-themepicker").change(function themepick_callback(ev) { + var themename = $("#documenter-themepicker option:selected").attr("value"); + if (themename === "auto") { + // set_theme(window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light'); + window.localStorage.removeItem("documenter-theme"); + } else { + // set_theme(themename); + window.localStorage.setItem("documenter-theme", themename); + } + // We re-use the global function from themeswap.js to actually do the swapping. + set_theme_from_local_storage(); + }); + + // Make sure that the themepicker displays the correct theme when the theme is retrieved + // from localStorage + if (typeof window.localStorage !== "undefined") { + var theme = window.localStorage.getItem("documenter-theme"); + if (theme !== null) { + $("#documenter-themepicker option").each(function (i, e) { + e.selected = e.value === theme; + }); + } + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// update the version selector with info from the siteinfo.js and ../versions.js files +$(document).ready(function () { + // If the version selector is disabled with DOCUMENTER_VERSION_SELECTOR_DISABLED in the + // siteinfo.js file, we just return immediately and not display the version selector. + if ( + typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === "boolean" && + DOCUMENTER_VERSION_SELECTOR_DISABLED + ) { + return; + } + + var version_selector = $("#documenter .docs-version-selector"); + var version_selector_select = $("#documenter .docs-version-selector select"); + + version_selector_select.change(function (x) { + target_href = version_selector_select + .children("option:selected") + .get(0).value; + window.location.href = target_href; + }); + + // add the current version to the selector based on siteinfo.js, but only if the selector is empty + if ( + typeof DOCUMENTER_CURRENT_VERSION !== "undefined" && + $("#version-selector > option").length == 0 + ) { + var option = $( + "" + ); + version_selector_select.append(option); + } + + if (typeof DOC_VERSIONS !== "undefined") { + var existing_versions = version_selector_select.children("option"); + var existing_versions_texts = existing_versions.map(function (i, x) { + return x.text; + }); + DOC_VERSIONS.forEach(function (each) { + var version_url = documenterBaseURL + "/../" + each + "/"; + var existing_id = $.inArray(each, existing_versions_texts); + // if not already in the version selector, add it as a new option, + // otherwise update the old option with the URL and enable it + if (existing_id == -1) { + var option = $( + "" + ); + version_selector_select.append(option); + } else { + var option = existing_versions[existing_id]; + option.value = version_url; + option.disabled = false; + } + }); + } + + // only show the version selector if the selector has been populated + if (version_selector_select.children("option").length > 0) { + version_selector.toggleClass("visible"); + } +}); + +}) diff --git a/previews/PR53/assets/themes/documenter-dark.css b/previews/PR53/assets/themes/documenter-dark.css new file mode 100644 index 00000000..691b83ab --- /dev/null +++ b/previews/PR53/assets/themes/documenter-dark.css @@ -0,0 +1,7 @@ +html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark .pagination-next,html.theme--documenter-dark .pagination-link,html.theme--documenter-dark .pagination-ellipsis,html.theme--documenter-dark .file-cta,html.theme--documenter-dark .file-name,html.theme--documenter-dark .select select,html.theme--documenter-dark .textarea,html.theme--documenter-dark .input,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input,html.theme--documenter-dark .button{-moz-appearance:none;-webkit-appearance:none;align-items:center;border:1px solid transparent;border-radius:.4em;box-shadow:none;display:inline-flex;font-size:1rem;height:2.5em;justify-content:flex-start;line-height:1.5;padding-bottom:calc(0.5em - 1px);padding-left:calc(0.75em - 1px);padding-right:calc(0.75em - 1px);padding-top:calc(0.5em - 1px);position:relative;vertical-align:top}html.theme--documenter-dark .pagination-previous:focus,html.theme--documenter-dark .pagination-next:focus,html.theme--documenter-dark .pagination-link:focus,html.theme--documenter-dark .pagination-ellipsis:focus,html.theme--documenter-dark .file-cta:focus,html.theme--documenter-dark .file-name:focus,html.theme--documenter-dark .select select:focus,html.theme--documenter-dark .textarea:focus,html.theme--documenter-dark .input:focus,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input:focus,html.theme--documenter-dark .button:focus,html.theme--documenter-dark .is-focused.pagination-previous,html.theme--documenter-dark .is-focused.pagination-next,html.theme--documenter-dark .is-focused.pagination-link,html.theme--documenter-dark .is-focused.pagination-ellipsis,html.theme--documenter-dark .is-focused.file-cta,html.theme--documenter-dark .is-focused.file-name,html.theme--documenter-dark .select select.is-focused,html.theme--documenter-dark .is-focused.textarea,html.theme--documenter-dark .is-focused.input,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-focused,html.theme--documenter-dark .is-focused.button,html.theme--documenter-dark .pagination-previous:active,html.theme--documenter-dark .pagination-next:active,html.theme--documenter-dark .pagination-link:active,html.theme--documenter-dark .pagination-ellipsis:active,html.theme--documenter-dark .file-cta:active,html.theme--documenter-dark .file-name:active,html.theme--documenter-dark .select select:active,html.theme--documenter-dark .textarea:active,html.theme--documenter-dark .input:active,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input:active,html.theme--documenter-dark .button:active,html.theme--documenter-dark .is-active.pagination-previous,html.theme--documenter-dark .is-active.pagination-next,html.theme--documenter-dark .is-active.pagination-link,html.theme--documenter-dark .is-active.pagination-ellipsis,html.theme--documenter-dark .is-active.file-cta,html.theme--documenter-dark .is-active.file-name,html.theme--documenter-dark .select select.is-active,html.theme--documenter-dark .is-active.textarea,html.theme--documenter-dark .is-active.input,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-active,html.theme--documenter-dark .is-active.button{outline:none}html.theme--documenter-dark .pagination-previous[disabled],html.theme--documenter-dark .pagination-next[disabled],html.theme--documenter-dark .pagination-link[disabled],html.theme--documenter-dark .pagination-ellipsis[disabled],html.theme--documenter-dark .file-cta[disabled],html.theme--documenter-dark .file-name[disabled],html.theme--documenter-dark .select select[disabled],html.theme--documenter-dark .textarea[disabled],html.theme--documenter-dark .input[disabled],html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input[disabled],html.theme--documenter-dark .button[disabled],fieldset[disabled] html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark fieldset[disabled] .pagination-previous,fieldset[disabled] html.theme--documenter-dark .pagination-next,html.theme--documenter-dark fieldset[disabled] .pagination-next,fieldset[disabled] html.theme--documenter-dark .pagination-link,html.theme--documenter-dark fieldset[disabled] .pagination-link,fieldset[disabled] html.theme--documenter-dark .pagination-ellipsis,html.theme--documenter-dark fieldset[disabled] .pagination-ellipsis,fieldset[disabled] html.theme--documenter-dark .file-cta,html.theme--documenter-dark fieldset[disabled] .file-cta,fieldset[disabled] html.theme--documenter-dark .file-name,html.theme--documenter-dark fieldset[disabled] .file-name,fieldset[disabled] html.theme--documenter-dark .select select,fieldset[disabled] html.theme--documenter-dark .textarea,fieldset[disabled] html.theme--documenter-dark .input,fieldset[disabled] html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input,html.theme--documenter-dark fieldset[disabled] .select select,html.theme--documenter-dark .select fieldset[disabled] select,html.theme--documenter-dark fieldset[disabled] .textarea,html.theme--documenter-dark fieldset[disabled] .input,html.theme--documenter-dark fieldset[disabled] #documenter .docs-sidebar form.docs-search>input,html.theme--documenter-dark #documenter .docs-sidebar fieldset[disabled] form.docs-search>input,fieldset[disabled] html.theme--documenter-dark .button,html.theme--documenter-dark fieldset[disabled] .button{cursor:not-allowed}html.theme--documenter-dark .tabs,html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark .pagination-next,html.theme--documenter-dark .pagination-link,html.theme--documenter-dark .pagination-ellipsis,html.theme--documenter-dark .breadcrumb,html.theme--documenter-dark .file,html.theme--documenter-dark .button,.is-unselectable{-webkit-touch-callout:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}html.theme--documenter-dark .navbar-link:not(.is-arrowless)::after,html.theme--documenter-dark .select:not(.is-multiple):not(.is-loading)::after{border:3px solid rgba(0,0,0,0);border-radius:2px;border-right:0;border-top:0;content:" ";display:block;height:0.625em;margin-top:-0.4375em;pointer-events:none;position:absolute;top:50%;transform:rotate(-45deg);transform-origin:center;width:0.625em}html.theme--documenter-dark .admonition:not(:last-child),html.theme--documenter-dark .tabs:not(:last-child),html.theme--documenter-dark .pagination:not(:last-child),html.theme--documenter-dark .message:not(:last-child),html.theme--documenter-dark .level:not(:last-child),html.theme--documenter-dark .breadcrumb:not(:last-child),html.theme--documenter-dark .block:not(:last-child),html.theme--documenter-dark .title:not(:last-child),html.theme--documenter-dark 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.button.is-light.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#ecf0f1}html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ecf0f1 #ecf0f1 !important}html.theme--documenter-dark .button.is-light.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--documenter-dark 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kbd.button.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-dark.is-inverted[disabled],html.theme--documenter-dark .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-inverted,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-loading::after,html.theme--documenter-dark .content kbd.button.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-dark.is-outlined,html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-outlined:hover,html.theme--documenter-dark .content kbd.button.is-outlined:hover,html.theme--documenter-dark 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kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading:focus::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-dark.is-outlined[disabled],html.theme--documenter-dark .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-outlined,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined,html.theme--documenter-dark .content 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.button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ad8100 #ad8100 !important}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-warning.is-light{background-color:#fffaeb;color:#d19c00}html.theme--documenter-dark .button.is-warning.is-light:hover,html.theme--documenter-dark .button.is-warning.is-light.is-hovered{background-color:#fff7de;border-color:transparent;color:#d19c00}html.theme--documenter-dark .button.is-warning.is-light:active,html.theme--documenter-dark .button.is-warning.is-light.is-active{background-color:#fff3d1;border-color:transparent;color:#d19c00}html.theme--documenter-dark .button.is-danger{background-color:#9e1b0d;border-color:transparent;color:#fff}html.theme--documenter-dark 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.button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#9e1b0d}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #9e1b0d #9e1b0d !important}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-danger.is-light{background-color:#fdeeec;color:#ec311d}html.theme--documenter-dark .button.is-danger.is-light:hover,html.theme--documenter-dark .button.is-danger.is-light.is-hovered{background-color:#fce3e0;border-color:transparent;color:#ec311d}html.theme--documenter-dark .button.is-danger.is-light:active,html.theme--documenter-dark .button.is-danger.is-light.is-active{background-color:#fcd8d5;border-color:transparent;color:#ec311d}html.theme--documenter-dark .button.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--documenter-dark .button.is-small:not(.is-rounded),html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--documenter-dark .button.is-normal{font-size:1rem}html.theme--documenter-dark .button.is-medium{font-size:1.25rem}html.theme--documenter-dark .button.is-large{font-size:1.5rem}html.theme--documenter-dark .button[disabled],fieldset[disabled] html.theme--documenter-dark .button{background-color:#8c9b9d;border-color:#5e6d6f;box-shadow:none;opacity:.5}html.theme--documenter-dark .button.is-fullwidth{display:flex;width:100%}html.theme--documenter-dark .button.is-loading{color:transparent !important;pointer-events:none}html.theme--documenter-dark .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--documenter-dark .button.is-static{background-color:#282f2f;border-color:#5e6d6f;color:#dbdee0;box-shadow:none;pointer-events:none}html.theme--documenter-dark .button.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--documenter-dark .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--documenter-dark .buttons .button{margin-bottom:0.5rem}html.theme--documenter-dark .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--documenter-dark .buttons:last-child{margin-bottom:-0.5rem}html.theme--documenter-dark .buttons:not(:last-child){margin-bottom:1rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--documenter-dark .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--documenter-dark .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--documenter-dark .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--documenter-dark .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--documenter-dark .buttons.has-addons .button:last-child{margin-right:0}html.theme--documenter-dark .buttons.has-addons .button:hover,html.theme--documenter-dark .buttons.has-addons .button.is-hovered{z-index:2}html.theme--documenter-dark .buttons.has-addons .button:focus,html.theme--documenter-dark .buttons.has-addons .button.is-focused,html.theme--documenter-dark .buttons.has-addons .button:active,html.theme--documenter-dark .buttons.has-addons .button.is-active,html.theme--documenter-dark .buttons.has-addons .button.is-selected{z-index:3}html.theme--documenter-dark .buttons.has-addons .button:focus:hover,html.theme--documenter-dark .buttons.has-addons .button.is-focused:hover,html.theme--documenter-dark .buttons.has-addons .button:active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--documenter-dark .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--documenter-dark .buttons.is-centered{justify-content:center}html.theme--documenter-dark .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--documenter-dark .buttons.is-right{justify-content:flex-end}html.theme--documenter-dark .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:1rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1.25rem}}html.theme--documenter-dark .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--documenter-dark .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--documenter-dark .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--documenter-dark .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--documenter-dark .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--documenter-dark .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--documenter-dark .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--documenter-dark .content li+li{margin-top:0.25em}html.theme--documenter-dark .content p:not(:last-child),html.theme--documenter-dark .content dl:not(:last-child),html.theme--documenter-dark .content ol:not(:last-child),html.theme--documenter-dark .content ul:not(:last-child),html.theme--documenter-dark .content blockquote:not(:last-child),html.theme--documenter-dark .content pre:not(:last-child),html.theme--documenter-dark .content table:not(:last-child){margin-bottom:1em}html.theme--documenter-dark .content h1,html.theme--documenter-dark .content h2,html.theme--documenter-dark .content h3,html.theme--documenter-dark .content h4,html.theme--documenter-dark .content h5,html.theme--documenter-dark .content h6{color:#f2f2f2;font-weight:600;line-height:1.125}html.theme--documenter-dark .content h1{font-size:2em;margin-bottom:0.5em}html.theme--documenter-dark .content h1:not(:first-child){margin-top:1em}html.theme--documenter-dark .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--documenter-dark .content h2:not(:first-child){margin-top:1.1428em}html.theme--documenter-dark .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--documenter-dark .content h3:not(:first-child){margin-top:1.3333em}html.theme--documenter-dark .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--documenter-dark .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--documenter-dark .content h6{font-size:1em;margin-bottom:1em}html.theme--documenter-dark .content blockquote{background-color:#282f2f;border-left:5px solid #5e6d6f;padding:1.25em 1.5em}html.theme--documenter-dark .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ol:not([type]){list-style-type:decimal}html.theme--documenter-dark .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--documenter-dark .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--documenter-dark .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--documenter-dark .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--documenter-dark .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--documenter-dark .content ul ul ul{list-style-type:square}html.theme--documenter-dark .content dd{margin-left:2em}html.theme--documenter-dark .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--documenter-dark .content figure:not(:first-child){margin-top:2em}html.theme--documenter-dark .content figure:not(:last-child){margin-bottom:2em}html.theme--documenter-dark .content figure img{display:inline-block}html.theme--documenter-dark .content figure figcaption{font-style:italic}html.theme--documenter-dark .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--documenter-dark .content sup,html.theme--documenter-dark .content sub{font-size:75%}html.theme--documenter-dark .content table{width:100%}html.theme--documenter-dark .content table td,html.theme--documenter-dark .content table th{border:1px solid #5e6d6f;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--documenter-dark .content table th{color:#f2f2f2}html.theme--documenter-dark .content table th:not([align]){text-align:inherit}html.theme--documenter-dark .content table thead td,html.theme--documenter-dark .content table thead th{border-width:0 0 2px;color:#f2f2f2}html.theme--documenter-dark .content table tfoot td,html.theme--documenter-dark .content table tfoot th{border-width:2px 0 0;color:#f2f2f2}html.theme--documenter-dark .content table tbody tr:last-child td,html.theme--documenter-dark .content table tbody tr:last-child th{border-bottom-width:0}html.theme--documenter-dark .content .tabs li+li{margin-top:0}html.theme--documenter-dark .content.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--documenter-dark .content.is-normal{font-size:1rem}html.theme--documenter-dark .content.is-medium{font-size:1.25rem}html.theme--documenter-dark .content.is-large{font-size:1.5rem}html.theme--documenter-dark .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--documenter-dark .icon.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--documenter-dark .icon.is-medium{height:2rem;width:2rem}html.theme--documenter-dark .icon.is-large{height:3rem;width:3rem}html.theme--documenter-dark .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--documenter-dark .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--documenter-dark .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--documenter-dark .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--documenter-dark div.icon-text{display:flex}html.theme--documenter-dark .image,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--documenter-dark .image img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--documenter-dark .image img.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--documenter-dark .image.is-fullwidth,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--documenter-dark .image.is-square img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--documenter-dark .image.is-square .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--documenter-dark .image.is-1by1 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--documenter-dark .image.is-1by1 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--documenter-dark .image.is-5by4 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by4 img,html.theme--documenter-dark .image.is-5by4 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by4 .has-ratio,html.theme--documenter-dark .image.is-4by3 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-4by3 img,html.theme--documenter-dark .image.is-4by3 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-4by3 .has-ratio,html.theme--documenter-dark .image.is-3by2 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by2 img,html.theme--documenter-dark .image.is-3by2 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by2 .has-ratio,html.theme--documenter-dark .image.is-5by3 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--documenter-dark .image.is-5by3 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--documenter-dark .image.is-16by9 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-16by9 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[WIP] PotentialLearning.jl

An open source Julia library for active learning of interatomic potentials in atomistic simulations of materials. It incorporates elements of bayesian inference, machine learning, differentiable programming, software composability, and high-performance computing. This package is part of a software suite developed for the CESMIX project.

Specific goals

  • Intelligent data subsampling: iteratively query a large pool of unlabeled data to extract a minimum number of training data that would lead to a supervised ML model with superior accuracy compared to a training model with educated handpicking.
  • Quantity of Interest based dimension reduction through the theory of Active Subspaces.
  • Inference of the optimal values and uncertainties of the model parameters, to propagate them through the atomistic simulation.
    • Interatomic potential hyper-parameter optimization. E.g. estimation of the optimum cutoff radius.
    • Interatomic potential fitting. The potentials addressed in this package are defined in InteratomicPotentials.jl and InteratomicBasisPotentials.jl. E.g. ACE, SNAP, Neural Network Potentials.
  • Measurement of QoI sensitivity to individual parameters.
  • Input data management and post-processing.
    • Process input data so that it is ready for training. E.g. read XYZ file with atomic configurations, linearize energies and forces, split dataset into training and testing, normalize data, transfer data to GPU, define iterators, etc.
    • Post-processing: computation of different metrics (MAE, RSQ, COV, etc), saving results, and plotting.

Leveraging Julia!

  • Software composability through multiple dispatch. A series of composable workflows is guiding our design and development. We analyzed three of the most representative workflows: classical molecular dynamics (MD), Ab initio MD, and classical MD with active learning. In addition, it facilitates the training of new potentials defined by the composition of neural networks with state-of-the-art interatomic potential descriptors.
  • Differentiable programming. Powerful automatic differentiation tools, such as Enzyme or Zygote, help to accelerate the development of new interatomic potentials by automatically calculating loss function gradients and forces.
  • SciML: Open Source Software for Scientific Machine Learning. It provides libraries, such as Optimization.jl, that bring together several optimization packages into one unified Julia interface.
  • Machine learning and HPC abstractions: Flux.jl makes parallel learning simple using the NVIDIA GPU abstractions of CUDA.jl. Mini-batch iterations on heterogeneous data, as required by a loss function based on energies and forces, can be handled by DataLoader.jl.

Examples

See AtomisticComposableWorkflows repository. It aims to gather easy-to-use CESMIX-aligned case studies, integrating the latest developments of the Julia atomistic ecosystem with state-of-the-art tools.

diff --git a/previews/PR53/search_index.js b/previews/PR53/search_index.js new file mode 100644 index 00000000..2e5ee592 --- /dev/null +++ b/previews/PR53/search_index.js @@ -0,0 +1,3 @@ +var documenterSearchIndex = {"docs": +[{"location":"api/#API-Reference","page":"API","title":"API Reference","text":"","category":"section"},{"location":"api/","page":"API","title":"API","text":"This page provides a list of all documented types and functions and in PotentialLearning.jl.","category":"page"},{"location":"api/","page":"API","title":"API","text":"Modules = [PotentialLearning]\nOrder = [:type, :function, :constant]","category":"page"},{"location":"api/#PotentialLearning.ActiveSubspace","page":"API","title":"PotentialLearning.ActiveSubspace","text":"ActiveSubspace{T<:Real} <: DimensionReducer\n Q :: Function \n ∇Q :: Function (gradient of Q)\n tol :: T\n\nUse the theory of active subspaces, with a given quantity of interest (expressed as the function Q) which takes a Configuration as an input and outputs a real scalar. ∇Q should input a Configuration and output an appropriate gradient. If tol is a float then the number of components to keep is determined by the smallest n such that relative percentage of variance explained by keeping the leading n principle components is greater than 1 - tol. If tol is an int, then we return the components corresponding to the tol largest eigenvalues.\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.AtomicData","page":"API","title":"PotentialLearning.AtomicData","text":"AtomicData <: Data\n\nAbstract type declaring the type of information that is unique to a particular atom (instead of a whole configuration).\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.Configuration-Tuple{Vararg{Union{ConfigurationData, AtomsBase.FlexibleSystem}}}","page":"API","title":"PotentialLearning.Configuration","text":"Configuration(data::Union{AtomsBase.FlexibleSystem, ConfigurationData} )\n\nA Configuration is a data struct that contains information unique to a particular configuration of atoms (Energy, LocalDescriptors, ForceDescriptors, and a FlexibleSystem) in a dictionary. Example: '''julia e = Energy(-0.57, u\"eV\") ld = LocalDescriptors(...) c = Configuration(e, ld) '''\n\nConfigurations can be added together, which merges the data dictionaries '''julia c1 = Configuration(e) # Contains energy c2 = Configuration(f) # contains forces c = c1 + c2 # c <: Configuration, contains energy and forces '''\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.ConfigurationData","page":"API","title":"PotentialLearning.ConfigurationData","text":"ConfigurationData <: Data\n\nAbstract type declaring the type of data that is unique to a particular configuration (instead of just an atom).\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.CorrelationMatrix","page":"API","title":"PotentialLearning.CorrelationMatrix","text":"CorrelationMatrix \n α :: Vector{Float64} # weights\n\nCorrelationMatrix produces a global descriptor that is the correlation matrix of the local descriptors. In other words, it is mean(bi'*bi for bi in B). \n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.CovariateLinearProblem","page":"API","title":"PotentialLearning.CovariateLinearProblem","text":"struct CovariateLinearProblem{T<:Real} <: LinearProblem{T} e::Vector f::Vector{Vector{T}} B::Vector{Vector{T}} dB::Vector{Matrix{T}} β::Vector{T} β0::Vector{T} σe::Vector{T} σf::Vector{T} Σ::Symmetric{T,Matrix{T}} end\n\nA CovariateLinearProblem is a linear problem in which we are fitting energies and forces using both descriptors and their gradients (B and dB, respectively). When this is the case, the solution is not available analytically and must be solved using some iterative optimization proceedure. In the end, we fit the model coefficients, β, standard deviations corresponding to energies and forces, σe and σf, and the covariance Σ. \n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.DBSCANSelector","page":"API","title":"PotentialLearning.DBSCANSelector","text":"struct DBSCANSelector <: SubsetSelector\n clusters\n eps\n minpts\n sample_size\nend\n\nDefinition of the type DBSCANSelector, a subselector based on the clustering method DBSCAN.\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.DBSCANSelector-Tuple{DataSet, Any, Any, Any}","page":"API","title":"PotentialLearning.DBSCANSelector","text":"function DBSCANSelector(\n ds::DataSet,\n eps,\n minpts,\n sample_size\n)\n\nConstructor of DBSCANSelector based on the atomic configurations in ds, the DBSCAN params eps and minpts, and the sample size sample_size.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.Data","page":"API","title":"PotentialLearning.Data","text":"Data\n\nAbstract supertype of ConfigurationData.\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.DataBase","page":"API","title":"PotentialLearning.DataBase","text":"DataBase\n\nAbstract type for DataSets. \n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.DataSet","page":"API","title":"PotentialLearning.DataSet","text":"DataSet\n\nStruct that holds vector of configuration. Most operations in PotentialLearning are built around the DataSet structure.\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.Distance","page":"API","title":"PotentialLearning.Distance","text":"Distance\n\nA struct of abstract type Distance produces the distance between two `global` descriptors, or features. Not all distances might be compatible with all types of features.\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.DotProduct","page":"API","title":"PotentialLearning.DotProduct","text":"DotProduct <: Kernel \n α :: Power of DotProduct kernel \n\n\nComputes the dot product kernel between two features, i.e.,\n\ncos(θ) = ( A ⋅ B / (||A||^2||B||^2) )^α\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.Energy","page":"API","title":"PotentialLearning.Energy","text":"Energy <: ConfigurationData\n d :: Real\n u :: Unitful.FreeUnits\n\nConvenience struct that holds energy information (and corresponding units). Default unit is eV\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.Euclidean","page":"API","title":"PotentialLearning.Euclidean","text":"Euclidean <: Distance \n Cinv :: Covariance Matrix \n\nComputes the squared euclidean distance with weight matrix Cinv, the inverse of some covariance matrix.\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.ExtXYZ","page":"API","title":"PotentialLearning.ExtXYZ","text":"ExtXYZ <: IO\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.Feature","page":"API","title":"PotentialLearning.Feature","text":"Feature\n\nA struct of abstract type Feature represents a function that takes in a set of local descriptors corresponding to some atomic environment and produce a global descriptor. \n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.Force","page":"API","title":"PotentialLearning.Force","text":"Force <: AtomicData \n f :: Vector{<:Real}\n u :: Unitful.FreeUnits\n\nContains the force with (x,y,z)-components in f with units u. Default unit is \"eV/Å\". \n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.ForceDescriptor","page":"API","title":"PotentialLearning.ForceDescriptor","text":"ForceDescriptor <: AtomicData\n b :: Vector{<:Vector{<:Real}}\n\nContains the x,y,z components (out vector) of the force descriptor (inner vector).\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.ForceDescriptors","page":"API","title":"PotentialLearning.ForceDescriptors","text":"ForceDescriptors <: ConfigurationData\n b :: Vector{ForceDescriptor}\n\nA container holding all of the ForceDescriptors for all atoms in a configuration.\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.Forces","page":"API","title":"PotentialLearning.Forces","text":"Forces <: ConfigurationData\n f :: Vector{force}\n\nForces is a struct that contains all force information in a configuration.\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.Forstner","page":"API","title":"PotentialLearning.Forstner","text":"Forstner <: Distance \n α :: Regularization parameter\n\nComputes the squared Forstner distance between two positive semi-definite matrices.\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.GlobalMean","page":"API","title":"PotentialLearning.GlobalMean","text":" GlobalMean{T}\n\nGlobalMean produces the mean of the local descriptors.\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.GlobalSum","page":"API","title":"PotentialLearning.GlobalSum","text":" GlobalSum{T}\n\nGlobalSum produces the sum of the local descriptors.\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.Kernel","page":"API","title":"PotentialLearning.Kernel","text":"Kernel\n\nA struct of abstract type Kernel is function that takes in two features and produces a semi-definite scalar representing the similarity between the two features.\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.LAMMPS","page":"API","title":"PotentialLearning.LAMMPS","text":"struct LAMMPS <: IO\n elements :: Vector{Symbol}\n boundary_conditions :: Vector\nend\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.LearningProblem","page":"API","title":"PotentialLearning.LearningProblem","text":"struct LearningProblem{T<:Real} <: AbstractLearningProblem ds::DataSet logprob::Function ∇logprob::Function params::Vector{T} end\n\nGeneric LearningProblem that allows the user to pass a logprob(y::params, ds::DataSet) function and its gradient. The gradient should return a vector of logprob with respect to it's params. If the user does not have a gradient function available, then Flux can provide one for it (provided that logprob is of the form above).\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.LearningProblem-Union{Tuple{T}, Tuple{DataSet, Function, Vector{T}}} where T","page":"API","title":"PotentialLearning.LearningProblem","text":"function LearningProblem( ds::DataSet, logprob::Function, params::Vector{T} ) where {T}\n\nGeneric LearningProblem construnctor.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.LinearProblem","page":"API","title":"PotentialLearning.LinearProblem","text":"abstract type LinearProblem{T<:Real} <: AbstractLearningProblem end\n\nAn abstract type to specify linear potential inference problems. \n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.LinearProblem-Tuple{DataSet}","page":"API","title":"PotentialLearning.LinearProblem","text":"function LinearProblem( ds::DataSet; T = Float64 )\n\nConstruct a LinearProblem by detecting if there are energy descriptors and/or force descriptors and construct the appropriate LinearProblem (either Univariate, if only a single type of descriptor, or Covariate, if there are both types).\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.LocalDescriptor","page":"API","title":"PotentialLearning.LocalDescriptor","text":"LocalDescriptor <: AtomicData\n\nA vector corresponding to the descriptor for a particular atom's neighborhood.\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.LocalDescriptors","page":"API","title":"PotentialLearning.LocalDescriptors","text":"LocalDescriptors <: ConfigurationData\n\nA vector of LocalDescriptor, which now should represent all local descriptors for atoms in a configuration.\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.PCA","page":"API","title":"PotentialLearning.PCA","text":"PCA <: DimensionReducer\n tol :: Float64\n\nUse SVD to compute the PCA of the design matrix of descriptors. (using Force descriptors TBA)\n\nIf tol is a float then the number of components to keep is determined by the smallest n such that relative percentage of variance explained by keeping the leading n principle components is greater than 1 - tol. If tol is an int, then we return the components corresponding to the tol largest eigenvalues.\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.RBF","page":"API","title":"PotentialLearning.RBF","text":"RBF <: Kernel \n d :: Distance function \n α :: Reguarlization parameter \n ℓ :: Length-scale parameter\n β :: Scale parameter\n\n\nComputes the squared exponential kernel, i.e.,\n\n k(A, B) = β \u001bxp( -\frac{1}{2} d(A,B)/ℓ^2 ) + α δ(A, B)\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.RandomSelector","page":"API","title":"PotentialLearning.RandomSelector","text":"struct Random\n num_configs :: Int \n batch_size :: Int \nend\n\nA convenience function that allows the user to randomly select indices uniformly over [1, num_configs]. \n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.UnivariateLinearProblem","page":"API","title":"PotentialLearning.UnivariateLinearProblem","text":"struct UnivariateLinearProblem{T<:Real} <: LinearProblem{T} ivdata::Vector dvdata::Vector β::Vector{T} β0::Vector{T} σ::Vector{T} Σ::Symmetric{T,Matrix{T}} end\n\nA UnivariateLinearProblem is a linear problem in which there is only 1 type of independent variable / dependent variable. Typically, that means we are either only fitting energies or only fitting forces. When this is the case, the solution is available analytically and the standard deviation, σ, and covariance, Σ, of the coefficients, β, are computable. \n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.YAML","page":"API","title":"PotentialLearning.YAML","text":"YAML <: IO\n energy_units :: Unitful.FreeUnits\n distance_units :: Unitful.FreeUnits\n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.kDPP","page":"API","title":"PotentialLearning.kDPP","text":"struct kDPP\n K :: EllEnsemble\nend\n\nA convenience function that allows the user access to a k-Determinantal Point Process through Determinantal.jl. All that is required to construct a kDPP is a similarity kernel, for which the user must provide a LinearProblem and two functions to compute descriptor (1) diversity and (2) quality. \n\n\n\n\n\n","category":"type"},{"location":"api/#PotentialLearning.kDPP-Tuple{DataSet, Feature, Kernel}","page":"API","title":"PotentialLearning.kDPP","text":"kDPP(ds::Dataset, f::Feature, k::Kernel)\n\nA convenience function that allows the user access to a k-Determinantal Point Process through Determinantal.jl. All that is required to construct a kDPP is a dataset, a method to compute features, and a kernel. Optional arguments include batch size and type of descriptor (default LocalDescriptors).\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.kDPP-Union{Tuple{T}, Tuple{Union{Array{Vector{T}, 1}, Array{LinearAlgebra.Symmetric{T, Matrix{T}}, 1}}, Kernel}} where T","page":"API","title":"PotentialLearning.kDPP","text":"kDPP(features::Union{Vector{Vector{T}}, Vector{Symmetric{T, Matrix{T}}}}, k::Kernel)\n\nA convenience function that allows the user access to a k-Determinantal Point Process through Determinantaljl. All that is required to construct a kDPP are features (either a vector of vector features or a vector of symmetric matrix features) and a kernel. Optional argument is batch_size (default length(features)).\n\n\n\n\n\n","category":"method"},{"location":"api/#InteratomicPotentials.compute_force_descriptors-Tuple{DataSet, InteratomicPotentials.BasisSystem}","page":"API","title":"InteratomicPotentials.compute_force_descriptors","text":"function computeforcedescriptors( ds::DataSet, basis::BasisSystem; pbar = true, T = Float64 )\n\nCompute force descriptors of a basis system and dataset using threads\n\n\n\n\n\n","category":"method"},{"location":"api/#InteratomicPotentials.compute_local_descriptors-Tuple{DataSet, InteratomicPotentials.BasisSystem}","page":"API","title":"InteratomicPotentials.compute_local_descriptors","text":"function computelocaldescriptors( ds::DataSet, basis::BasisSystem; pbar = true, T = Float64 )\n\nCompute local descriptors of a basis system and dataset using threads.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.KernelMatrix-Tuple{DataSet, DataSet, Feature, Kernel}","page":"API","title":"PotentialLearning.KernelMatrix","text":"KernelMatrix(ds1::DataSet, ds2::DataSet, F::Feature, k::Kernel)\n\nCompute nonsymmetric kernel matrix K using features of the datasets ds1 and ds2 calculated using the Feature method F.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.KernelMatrix-Tuple{DataSet, Feature, Kernel}","page":"API","title":"PotentialLearning.KernelMatrix","text":"KernelMatrix(ds::DataSet, F::Feature, k::Kernel)\n\nCompute symmetric kernel matrix K using features of the dataset ds calculated using the Feature method F. \n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.KernelMatrix-Union{Tuple{T}, Tuple{Union{Array{Vector{T}, 1}, Array{LinearAlgebra.Symmetric{T, Matrix{T}}, 1}}, Kernel}} where T","page":"API","title":"PotentialLearning.KernelMatrix","text":"KernelMatrix(F, k::Kernel)\n\nCompute symmetric kernel matrix K where K{ij} = k(Fi, F_j). \n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.KernelMatrix-Union{Tuple{T}, Tuple{Union{Array{Vector{T}, 1}, Array{LinearAlgebra.Symmetric{T, Matrix{T}}, 1}}, Union{Array{Vector{T}, 1}, Array{LinearAlgebra.Symmetric{T, Matrix{T}}, 1}}, Kernel}} where T","page":"API","title":"PotentialLearning.KernelMatrix","text":"KernelMatrix(F1, F2, k::Kernel)\n\nCompute non-symmetric kernel matrix K where K{ij} = k(F1i, F2_j). \n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.calc_centroid-Tuple{Matrix{Float64}}","page":"API","title":"PotentialLearning.calc_centroid","text":"function calc_centroid(\n m::Array{Float64,2}\n)\n\nCalculate a centroid of a matrix.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.calc_metrics-Tuple{Any, Any}","page":"API","title":"PotentialLearning.calc_metrics","text":"calc_metrics(x_pred, x)\n\nx_pred: vector of predicted values of a variable. E.g. energy. x: vector of true values of a variable. E.g. energy.\n\nReturns MAE, RMSE, and RSQ.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.compute_features-Tuple{DataSet, Feature}","page":"API","title":"PotentialLearning.compute_features","text":"compute_feature(ds::DataSet, f::Feature; dt = LocalDescriptors)\n\nComputes features of the dataset ds using the feature method F on descriptors dt (default option are the LocalDescriptors, if available).\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.compute_kernel-Union{Tuple{T}, Tuple{T, T, RBF}} where T<:Union{LinearAlgebra.Symmetric{<:Real, <:Matrix{<:Real}}, Vector{<:Real}}","page":"API","title":"PotentialLearning.compute_kernel","text":"compute_kernel(A, B, k)\n\nCompute similarity kernel between features A and B using kernel k. \n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.distance_matrix_kabsch-Tuple{DataSet}","page":"API","title":"PotentialLearning.distance_matrix_kabsch","text":"function distance_matrix_kabsch(\n ds::DataSet\n)\n\nCalculate a matrix of distances between atomic configurations using KABSCH method.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.distance_matrix_periodic-Tuple{DataSet}","page":"API","title":"PotentialLearning.distance_matrix_periodic","text":"function distance_matrix_periodic(\n ds::DataSet\n)\n\nCalculates a matrix of distances between atomic configurations taking into account the periodic boundaries.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.fit","page":"API","title":"PotentialLearning.fit","text":"fit(ds::DataSet, dr::DimensionReducer)\n\nFits a linear dimension reduction routine using information from DataSet. See individual types of DimensionReducers for specific details.\n\n\n\n\n\n","category":"function"},{"location":"api/#PotentialLearning.fit-Tuple{DataSet, ActiveSubspace}","page":"API","title":"PotentialLearning.fit","text":"fit(ds::DataSet, as::ActiveSubspace)\n\nFits a linear dimension reduction routine using the eigendirections of the uncentered covariance of the function ∇Q(c::Configuration) over the configurations in ds. Primarily used to reduce the dimension of the descriptors.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.fit-Tuple{DataSet, PCA}","page":"API","title":"PotentialLearning.fit","text":"fit(ds::DataSet, pca::PCA)\n\nFits a linear dimension reduction routine using PCA on the global descriptors in the dataset ds. \n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.fit_transform-Tuple{DataSet, DimensionReducer}","page":"API","title":"PotentialLearning.fit_transform","text":"fit_transform(ds::DataSet, dr::DimensionReducer)\n\nFits a linear dimension reduction routine using information from DataSet and performs dimension reduction on descriptors and force_descriptors (whichever are available). See individual types of DimensionReducers for specific details.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_all_energies-Tuple{DataSet, InteratomicPotentials.LinearBasisPotential}","page":"API","title":"PotentialLearning.get_all_energies","text":"function get_all_energies(\n ds::DataSet,\n lb::LinearBasisPotential\n)\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_all_energies-Tuple{DataSet}","page":"API","title":"PotentialLearning.get_all_energies","text":"function getallenergies( ds::DataSet )\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_all_forces-Tuple{DataSet, InteratomicPotentials.LinearBasisPotential}","page":"API","title":"PotentialLearning.get_all_forces","text":"function getallforces( ds::DataSet, lb::LinearBasisPotential )\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_all_forces-Tuple{DataSet}","page":"API","title":"PotentialLearning.get_all_forces","text":"function get_all_forces(\n ds::DataSet\n)\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_batches-NTuple{11, Any}","page":"API","title":"PotentialLearning.get_batches","text":"get_batches(n_batches, B_train, B_train_ext, e_train, dB_train, f_train,\n B_test, B_test_ext, e_test, dB_test, f_test)\n\nn_batches: no. of batches per dataset. B_train: descriptors of the energies used in training. B_train_ext: extendended descriptors of the energies used in training. Requiered to compute forces. e_train: energies used in training. dB_train: derivatives of the energy descritors used in training. f_train: forces used in training. B_test: descriptors of the energies used in test. B_test_ext: extendended descriptors of the energies used in test. Requiered to compute forces. e_test: energies used in test. dB_test: derivatives of the energy descritors used in test. f_test: forces used in test.\n\nReturns the data loaders for training and test of energies and forces.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_clusters-Tuple{Any, Any, Any}","page":"API","title":"PotentialLearning.get_clusters","text":"function get_clusters(\n ds,\n eps,\n minpts\n)\n\nComputes clusters from the configurations in ds using DBSCAN with parameters eps and minpts.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_dpp_mode-Tuple{kDPP}","page":"API","title":"PotentialLearning.get_dpp_mode","text":"get_dpp_mode(dpp::kDPP, batch_size::Int) <: Vector{Int64}\n\nAccess an approximate mode of the k-DPP as calculated by a greedy subset algorithm. See Determinantal.jl for details.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_energy-Tuple{Configuration}","page":"API","title":"PotentialLearning.get_energy","text":"get_energy(c::Configuration) <: Energy\n\nRetrieves the energy (if available) in the Configuration c. \n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_force_descriptors-Tuple{Configuration}","page":"API","title":"PotentialLearning.get_force_descriptors","text":"get_force_descriptors(c::Configuration) <: ForceDescriptors\n\nRetrieves the force descriptors (if available) in the Configuration c. \n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_forces-Tuple{Configuration}","page":"API","title":"PotentialLearning.get_forces","text":"get_forces(c::Configuration) <: Forces\n\nRetrieves the forces (if available) in the Configuration c. \n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_inclusion_prob-Tuple{kDPP}","page":"API","title":"PotentialLearning.get_inclusion_prob","text":"get_inclusion_prob(dpp::kDPP) <: Vector{Float64}\n\nAccess an approximation to the inclusion probabilities as calculated by Determinantal.jl (see package for details).\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_input-Tuple{Any}","page":"API","title":"PotentialLearning.get_input","text":"get_input(args)\n\nargs: vector of arguments (strings)\n\nReturns an OrderedDict with the arguments. See https://github.com/cesmix-mit/AtomisticComposableWorkflows documentation for information about how to define the input arguments.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_local_descriptors-Tuple{Configuration}","page":"API","title":"PotentialLearning.get_local_descriptors","text":"get_local_descriptors(c::Configuration) <: LocalDescriptors\n\nRetrieves the local descriptors (if available) in the Configuration c. \n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_metrics-NTuple{11, Any}","page":"API","title":"PotentialLearning.get_metrics","text":"get_metrics( e_train_pred, e_train, f_train_pred, f_train,\n e_test_pred, e_test, f_test_pred, f_test,\n B_time, dB_time, time_fitting)\n\ne_train_pred: vector of predicted training energy values. e_train: vector of true training energy values. f_train_pred: vector of predicted training force values. f_train: vector of true training force values. e_test_pred: vector of predicted test energy values. e_test: vector of true test energy values. f_test_pred: vector of predicted test force values. f_test: vector of true test force values. B_time: elapsed time consumed by descriptors calculation. dB_time: elapsed time consumed by descriptor derivatives calculation. time_fitting: elapsed time consumed by fitting process.\n\nComputes MAE, RMSE, and RSQ for training and testing energies and forces. Also add elapsed times about descriptors and fitting calculations. Returns an OrderedDict with the information above.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_metrics-NTuple{4, Any}","page":"API","title":"PotentialLearning.get_metrics","text":"get_metrics( e_train_pred, e_train, e_test_pred, e_test)\n\ne_train_pred: vector of predicted training energy values. e_train: vector of true training energy values. e_test_pred: vector of predicted test energy values. e_test: vector of true test energy values.\n\nComputes MAE, RMSE, and RSQ for training and testing energies. Returns an OrderedDict with the information above.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_positions-Tuple{Configuration}","page":"API","title":"PotentialLearning.get_positions","text":"get_positions(c::Configuration) <: Vector{SVector}\n\nRetrieves the AtomsBase system positions (if available) in the Configuration c. \n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_random_subset","page":"API","title":"PotentialLearning.get_random_subset","text":"function get_random_subset(\n s::DBSCANSelector,\n batch_size = s.sample_size\n)\n\nReturns a random subset of indexes of size batch_size from the clusters computed with the DBSCANSelector s.\n\n\n\n\n\n","category":"function"},{"location":"api/#PotentialLearning.get_random_subset-2","page":"API","title":"PotentialLearning.get_random_subset","text":"get_random_subset(r::Random, batch_size :: Int) <: Vector{Int64}\n\nAccess a random subset of the data as sampled from the provided k-DPP. Returns the indices of the random subset and the subset itself.\n\n\n\n\n\n","category":"function"},{"location":"api/#PotentialLearning.get_random_subset-Tuple{kDPP}","page":"API","title":"PotentialLearning.get_random_subset","text":"get_random_subset(dpp::kDPP, batch_size :: Int) <: Vector{Int64}\n\nAccess a random subset of the data as sampled from the provided k-DPP. Returns the indices of the random subset and the subset itself.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_system-Tuple{Configuration}","page":"API","title":"PotentialLearning.get_system","text":"get_system(c::Configuration) <: AtomsBase.AbstractSystem\n\nRetrieves the AtomsBase system (if available) in the Configuration c. \n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_values-Tuple{Energy}","page":"API","title":"PotentialLearning.get_values","text":"get_values(e::Energy) <: Real\n\nGet the underlying real value (= e.d)\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.get_values-Tuple{StaticArraysCore.SVector}","page":"API","title":"PotentialLearning.get_values","text":"get_values(v::SVector)\n\nRemoves units from a position.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.kabsch-Tuple{Matrix{Float64}, Matrix{Float64}}","page":"API","title":"PotentialLearning.kabsch","text":"function kabsch(\n reference::Array{Float64,2},\n coords::Array{Float64,2}\n)\n\nInput: two sets of points: reference, coords as Nx3 Matrices (so) Returns optimally rotated matrix \n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.kabsch_rmsd-Tuple{Matrix{Float64}, Matrix{Float64}}","page":"API","title":"PotentialLearning.kabsch_rmsd","text":"function kabsch_rmsd(\n P::Array{Float64,2},\n Q::Array{Float64,2}\n)\n\nDirectly return RMSD for matrices P, Q for convenience.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.learn!-Tuple{InteratomicPotentials.LinearBasisPotential, DataSet, Vararg{Any}}","page":"API","title":"PotentialLearning.learn!","text":"function learn!( iap::InteratomicPotentials.LinearBasisPotential, ds::DataSet, args... )\n\nLearning dispatch function, common to ordinary and weghted least squares implementations.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.learn!-Tuple{PotentialLearning.CovariateLinearProblem, Real}","page":"API","title":"PotentialLearning.learn!","text":"function learn!( lp::CovariateLinearProblem, α::Real )\n\nFit a Gaussian distribution by finding the MLE of the following log probability: ℓ(β, σe, σf) = -0.5(e - A_e *β)'(e - Ae * β) / σe - 0.5*(f - Af β)'(f - A_f * β) / σf - log(σe) - log(σf)\n\nthrough an optimization procedure. \n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.learn!-Tuple{PotentialLearning.CovariateLinearProblem, SubsetSelector, Real}","page":"API","title":"PotentialLearning.learn!","text":"function learn!( lp::CovariateLinearProblem, ss::SubsetSelector, α::Real; num_steps=100, opt=Flux.Optimise.Adam() )\n\nFit a Gaussian distribution by finding the MLE of the following log probability: ℓ(β, σe, σf) = -0.5(e - A_e *β)'(e - Ae * β) / σe - 0.5*(f - Af β)'(f - A_f * β) / σf - log(σe) - log(σf)\n\nthrough an iterative batch gradient descent optimization proceedure where the batches are provided by the subset selector. \n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.learn!-Tuple{PotentialLearning.CovariateLinearProblem, Vector, Bool}","page":"API","title":"PotentialLearning.learn!","text":"function learn!( lp::CovariateLinearProblem, ws::Vector, int::Bool )\n\nFit energies and forces using weighted least squares.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.learn!-Tuple{PotentialLearning.LearningProblem, SubsetSelector}","page":"API","title":"PotentialLearning.learn!","text":"function learn!( lp::LearningProblem, ss::SubsetSelector; num_steps = 100::Int, opt = Flux.Optimisers.Adam() )\n\nAttempts to fit the parameters lp.params in the learning problem lp using batch gradient descent with the optimizer opt and num_steps number of iterations. Batching is provided by the passed ss::SubsetSelector. \n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.learn!-Tuple{PotentialLearning.LearningProblem}","page":"API","title":"PotentialLearning.learn!","text":"function learn!( lp::LearningProblem; num_steps=100::Int, opt=Flux.Optimisers.Adam() )\n\nAttempts to fit the parameters lp.params in the learning problem lp using gradient descent with the optimizer opt and num_steps number of iterations.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.learn!-Tuple{PotentialLearning.LinearProblem}","page":"API","title":"PotentialLearning.learn!","text":"function learn!( lp::LinearProblem )\n\nDefault learning problem: weighted least squares.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.learn!-Tuple{PotentialLearning.UnivariateLinearProblem, Real}","page":"API","title":"PotentialLearning.learn!","text":"function learn!( lp::UnivariateLinearProblem, α::Real )\n\nFit a univariate Gaussian distribution for the equation y = Aβ + ϵ, where β are model coefficients and ϵ ∼ N(0, σ). Fitting is done via SVD on the design matrix, A'*A (formed iteratively), where eigenvalues less than α are cut-off. \n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.learn!-Tuple{PotentialLearning.UnivariateLinearProblem, SubsetSelector, Real}","page":"API","title":"PotentialLearning.learn!","text":"function learn!( lp::UnivariateLinearProblem, ss::SubsetSelector, α::Real; num_steps = 100, opt = Flux.Optimise.Adam() )\n\nFit a univariate Gaussian distribution for the equation y = Aβ + ϵ, where β are model coefficients and ϵ ∼ N(0, σ). Fitting is done via batched gradient descent with batches provided by the subset selector and the gradients are calculated using Flux. \n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.learn!-Tuple{PotentialLearning.UnivariateLinearProblem, Vector, Bool}","page":"API","title":"PotentialLearning.learn!","text":"function learn!( lp::UnivariateLinearProblem, ws::Vector, int::Bool )\n\nFit energies using weighted least squares.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.linearize_forces-Tuple{Any}","page":"API","title":"PotentialLearning.linearize_forces","text":"linearize_forces(forces)\n\nforces: vector of forces per system\n\nReturns a vector with the components of the forces of the systems.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.load_data-Tuple{Any, ExtXYZ}","page":"API","title":"PotentialLearning.load_data","text":"load_data(file::string, extxyz::ExtXYZ)\nLoad configuration from an extxyz file into a DataSet\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.load_data-Tuple{String, YAML}","page":"API","title":"PotentialLearning.load_data","text":"load_data(file::string, yaml::YAML)\n\nLoad configurations from a yaml file into a Vector of Flexible Systems, with Energies and Force.\nReturns \n ds - DataSet\n t = Vector{Dict} (any miscellaneous info from yaml file)\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.load_datasets-Tuple{Any}","page":"API","title":"PotentialLearning.load_datasets","text":"load_datasets(input)\n\ninput: OrderedDict with input arguments. See get_defaults_args().\n\nReturns training and test systems, energies, forces, and stresses.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.periodic_rmsd-Tuple{Matrix{Float64}, Matrix{Float64}, Vector{Float64}}","page":"API","title":"PotentialLearning.periodic_rmsd","text":"function periodic_rmsd(\n p1::Array{Float64,2},\n p2::Array{Float64,2},\n box_lengths::Array{Float64,1}\n)\n\nCalculates the RMSD between atom positions of two configurations taking into account the periodic boundaries.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.rmsd-Tuple{Matrix{Float64}, Matrix{Float64}}","page":"API","title":"PotentialLearning.rmsd","text":"function rmsd(\n A::Array{Float64,2},\n B::Array{Float64,2}\n)\n\nCalculate root mean square deviation of two matrices A, B. See http://en.wikipedia.org/wiki/Root-mean-squaredeviationofatomicpositions\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.sample-Tuple{Any, Any}","page":"API","title":"PotentialLearning.sample","text":"function sample(\n c,\n batch_size\n)\n\nSelect from cluster c a sample of size batch_size.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.to_num-Tuple{Any}","page":"API","title":"PotentialLearning.to_num","text":"to_num(str)\n\nstr: string with a number: integer or float\n\nReturns an integer or float.\n\n\n\n\n\n","category":"method"},{"location":"api/#PotentialLearning.translate_points-Tuple{Matrix{Float64}, Matrix{Float64}}","page":"API","title":"PotentialLearning.translate_points","text":"function translate_points(\n P::Array{Float64,2},\n Q::Array{Float64,2}\n)\n\nTranslate P, Q so centroids are equal to the origin of the coordinate system Translation der Massenzentren, so dass beide Zentren im Ursprung des Koordinatensystems liegen\n\n\n\n\n\n","category":"method"},{"location":"#[WIP]-PotentialLearning.jl","page":"Home","title":"[WIP] PotentialLearning.jl","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"An open source Julia library for active learning of interatomic potentials in atomistic simulations of materials. It incorporates elements of bayesian inference, machine learning, differentiable programming, software composability, and high-performance computing. This package is part of a software suite developed for the CESMIX project.","category":"page"},{"location":"#Specific-goals","page":"Home","title":"Specific goals","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Intelligent data subsampling: iteratively query a large pool of unlabeled data to extract a minimum number of training data that would lead to a supervised ML model with superior accuracy compared to a training model with educated handpicking.\nVia DPP, clustering.\nQuantity of Interest based dimension reduction through the theory of Active Subspaces.\nInference of the optimal values and uncertainties of the model parameters, to propagate them through the atomistic simulation.\nInteratomic potential hyper-parameter optimization. E.g. estimation of the optimum cutoff radius.\nInteratomic potential fitting. The potentials addressed in this package are defined in InteratomicPotentials.jl and InteratomicBasisPotentials.jl. E.g. ACE, SNAP, Neural Network Potentials.\nMeasurement of QoI sensitivity to individual parameters. \nInput data management and post-processing.\nProcess input data so that it is ready for training. E.g. read XYZ file with atomic configurations, linearize energies and forces, split dataset into training and testing, normalize data, transfer data to GPU, define iterators, etc.\nPost-processing: computation of different metrics (MAE, RSQ, COV, etc), saving results, and plotting.","category":"page"},{"location":"#Leveraging-Julia!","page":"Home","title":"Leveraging Julia!","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Software composability through multiple dispatch. A series of composable workflows is guiding our design and development. We analyzed three of the most representative workflows: classical molecular dynamics (MD), Ab initio MD, and classical MD with active learning. In addition, it facilitates the training of new potentials defined by the composition of neural networks with state-of-the-art interatomic potential descriptors.\nDifferentiable programming. Powerful automatic differentiation tools, such as Enzyme or Zygote, help to accelerate the development of new interatomic potentials by automatically calculating loss function gradients and forces.\nSciML: Open Source Software for Scientific Machine Learning. It provides libraries, such as Optimization.jl, that bring together several optimization packages into one unified Julia interface. \nMachine learning and HPC abstractions: Flux.jl makes parallel learning simple using the NVIDIA GPU abstractions of CUDA.jl. Mini-batch iterations on heterogeneous data, as required by a loss function based on energies and forces, can be handled by DataLoader.jl.","category":"page"},{"location":"#Examples","page":"Home","title":"Examples","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"See AtomisticComposableWorkflows repository. It aims to gather easy-to-use CESMIX-aligned case studies, integrating the latest developments of the Julia atomistic ecosystem with state-of-the-art tools.","category":"page"}] +} diff --git a/previews/PR53/siteinfo.js b/previews/PR53/siteinfo.js new file mode 100644 index 00000000..c4dd22ad --- /dev/null +++ b/previews/PR53/siteinfo.js @@ -0,0 +1 @@ +var DOCUMENTER_CURRENT_VERSION = "previews/PR53";