diff --git a/stable b/stable index c9833d7..a9e7554 120000 --- a/stable +++ b/stable @@ -1 +1 @@ -v0.3.35 \ No newline at end of file +v0.3.36 \ No newline at end of file diff --git a/v0.3 b/v0.3 index c9833d7..a9e7554 120000 --- a/v0.3 +++ b/v0.3 @@ -1 +1 @@ -v0.3.35 \ No newline at end of file +v0.3.36 \ No newline at end of file diff --git a/v0.3.36/.documenter-siteinfo.json b/v0.3.36/.documenter-siteinfo.json new file mode 100644 index 0000000..1d78b1e --- /dev/null +++ b/v0.3.36/.documenter-siteinfo.json @@ -0,0 +1 @@ +{"documenter":{"julia_version":"1.11.2","generation_timestamp":"2024-12-03T12:29:22","documenter_version":"1.8.0"}} \ No newline at end of file diff --git a/v0.3.36/api/index.html b/v0.3.36/api/index.html new file mode 100644 index 0000000..40a8f5b --- /dev/null +++ b/v0.3.36/api/index.html @@ -0,0 +1,17 @@ + +API · SymbolicIndexingInterface.jl
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Interface Functions

Index provider interface

Mandatory methods

SymbolicIndexingInterface.variable_symbols — Function
variable_symbols(indp, [i])

Return a vector of the symbolic variables being solved for in the index provider indp. If constant_structure(sys) == false this accepts an additional parameter indicating the current time index. The returned vector should not be mutated.

For types that implement Base.getindex with symbolic indices using this interface, the shorthand valp[solvedvariables] can be used as shorthand for valp[variable_symbols(sys)]. See: solvedvariables.

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SymbolicIndexingInterface.default_values — Function
default_values(indp)

Return a dictionary mapping symbols in the index provider to their default value, if any. This includes parameter symbols. The dictionary must be mutable.

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SymbolicIndexingInterface.all_variable_symbols — Function
all_variable_symbols(indp)

Return a vector of variable symbols in the system, including observed quantities.

For types that implement Base.getindex with symbolic indices using this interface, The shorthand sys[allvariables] can be used as shorthand for valp[all_variable_symbols(indp)].

See: allvariables.

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Optional Methods

SymbolicIndexingInterface.symbolic_container — Function
symbolic_container(indp)

Using indp, return an object that implements the index provider interface. In case indp itself implements the interface, indp can be returned as-is. All index provider interface methods fall back to calling the same method on symbolic_container(indp), so this may be used for trivial implementations of the interface that forward all calls to another object.

Note that this method is optional. Thus the correct method to check for a fallback is:

hasmethod(symbolic_container, Tuple{typeof(indp)}) && symbolic_container(indp) != indp
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Observed equation handling

SymbolicIndexingInterface.observed — Function
observed(indp, sym, [states])

Return the observed function of the given sym in indp. The returned function should have the signature (u, p) -> [values...] where u and p is the current state and parameter object, respectively. If istimedependent(indp) == true, the function should accept the current time t as its third parameter. If constant_structure(indp) == false, observed accepts a third parameter, which can either be a vector of symbols indicating the order of states or a time index, which identifies the order of states. This function does not need to be defined if is_observed always returns false. Thus, it is mandatory to always check is_observed before using this function.

If !is_markovian(indp), the returned function must have the signature (u, h, p, t) -> [values...] where h is the history function, which can be called to obtain past values of the state. The exact signature and semantics of h depend on how it is used inside the returned function. h is obtained from a value provider using get_history_function.

See also: is_time_dependent, is_markovian, constant_structure.

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SymbolicIndexingInterface.parameter_observed — Function
parameter_observed(indp, sym)

Return the observed function of sym in indp. This functions similarly to observed except that u is not an argument of the returned function. For time- dependent systems, the returned function must have the signature (p, t) -> [values...]. For time-independent systems, the returned function must have the signature (p) -> [values...].

By default, this function returns nothing, indicating that the index provider does not support generating parameter observed functions.

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Historical index providers

SymbolicIndexingInterface.is_markovian — Function
is_markovian(indp)

Check if an index provider represents a Markovian system. Markovian systems do not require knowledge of past states to simulate. This function is only applicable to index providers for which is_time_dependent(indp) returns true.

Non-Markovian index providers return observed functions with a different signature. All value providers associated with a non-markovian index provider must implement get_history_function.

Returns true by default.

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Parameter timeseries

If the index provider contains parameters that change during the course of the simulation at discrete time points, it must implement the following methods to ensure correct functioning of getsym and getp for value providers that save the parameter timeseries. Note that there can be multiple parameter timeseries, in case different parameters may change at different times.

SymbolicIndexingInterface.ParameterTimeseriesIndex — Type
struct ParameterTimeseriesIndex
+function ParameterTimeseriesIndex(timeseries_idx, parameter_idx)

A struct storing the index of the timeseries of a timeseries parameter in a parameter timeseries object. timeseries_idx refers to an index that identifies the timeseries that the parameter belongs to. parameter_idx refers to the index of the parameter's timeseries in that timeseries object. Note that parameter_idx may be different from the object returned by parameter_index for a given parameter. The two fields in this struct are timeseries_idx and parameter_idx.

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SymbolicIndexingInterface.get_all_timeseries_indexes — Function
get_all_timeseries_indexes(indp, sym)

Return a Set of all unique timeseries indexes of variables in symbolic variable sym. sym may be a symbolic variable or expression, an array of symbolics, an index, or an array of indices. Continuous variables correspond to the ContinuousTimeseries timeseries index. Non-timeseries parameters do not have a timeseries index. Timeseries parameters have the same timeseries index as that returned by timeseries_parameter_index. Note that the independent variable corresponds to the ContinuousTimeseries timeseries index.

Any ambiguities should be resolved in favor of variables. For example, if 1 could refer to the variable at index 1 or parameter at index 1, it should be interpreted as the variable.

By default, this function returns Set([ContinuousTimeseries()]).

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Value provider interface

State indexing

SymbolicIndexingInterface.NotTimeseries — Type
struct NotTimeseries <: IsTimeseriesTrait end

Trait indicating a type does not contain timeseries data. This affects the behaviour of functions such as state_values and current_time. Note that if a type is NotTimeseries this only implies that it does not store timeseries data. It may still be time-dependent. For example, an ODEProblem only stores the initial state of a system, so it is NotTimeseries, but still time-dependent. This is the default trait variant for all types.

See also: Timeseries, is_timeseries.

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SymbolicIndexingInterface.state_values — Function
state_values(valp)
+state_values(valp, i)

Return an indexable collection containing the values of all states in the value provider p. If is_timeseries(valp) is Timeseries, return a vector of arrays, each of which contain the state values at the corresponding timestep. In this case, the two-argument version of the function can also be implemented to efficiently return the state values at timestep i. By default, the two-argument method calls state_values(valp)[i]. If i consists of multiple indices (for example, Colon, AbstractArray{Int}, AbstractArray{Bool}) specialized methods may be defined for efficiency. By default, state_values(valp, ::Colon) = state_values(valp) to avoid copying the timeseries.

If this function is called with an AbstractArray, it will return the same array.

See: is_timeseries

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SymbolicIndexingInterface.set_state! — Function
set_state!(valp, val, idx)

Set the state at index idx to val for value provider valp. This defaults to modifying state_values(valp). If any additional bookkeeping needs to be performed or the default implementation does not work for a particular type, this method needs to be defined to enable the proper functioning of setsym.

See: state_values

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SymbolicIndexingInterface.current_time — Function
current_time(valp)
+current_time(valp, i)

Return the current time in the value provider valp. If is_timeseries(valp) is Timeseries, return the vector of timesteps at which the state value is saved. In this case, the two-argument version of the function can also be implemented to efficiently return the time at timestep i. By default, the two- argument method calls current_time(p)[i]. It is assumed that the timeseries is sorted in increasing order.

If i consists of multiple indices (for example, Colon, AbstractArray{Int}, AbstractArray{Bool}) specialized methods may be defined for efficiency. By default, current_time(valp, ::Colon) = current_time(valp) to avoid copying the timeseries.

By default, the single-argument version acts as the identity function if valp isa AbstractVector.

See: is_timeseries

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SymbolicIndexingInterface.getsym — Function
getsym(indp, sym)

Return a function that takes a value provider and returns the value of the symbolic variable sym. If sym is not an observed quantity, the returned function can also directly be called with an array of values representing the state vector. sym can be an index into the state vector, a symbolic variable, a symbolic expression involving symbolic variables in the index provider indp, a parameter symbol, the independent variable symbol, or an array/tuple of the aforementioned. If the returned function is called with a timeseries object, it can also be given a second argument representing the index at which to return the value of sym.

At minimum, this requires that the value provider implement state_values. To support symbolic expressions, the value provider must implement observed, parameter_values and current_time.

This function typically does not need to be implemented, and has a default implementation relying on the above functions.

If the value provider is a parameter timeseries object, the same rules apply as getp. The difference here is that sym may also contain non-parameter symbols, and the values are always returned corresponding to the state timeseries.

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getsym(bi::BatchedInterface)

Given a BatchedInterface composed from n index providers (and corresponding symbols), return a function which takes n corresponding value providers and returns an array of the values of the symbols in the union. The returned function can also be passed an AbstractArray of the appropriate eltype and size as its first argument, in which case the operation will populate the array in-place with the values of the symbols in the union.

Note that all of the value providers passed to the function returned by getsym must satisfy is_timeseries(prob) === NotTimeseries().

The value of the ith symbol in the union (obtained through variable_symbols(bi)[i]) is obtained from the problem corresponding to the associated index provider (i.e. the value provider at index associated_systems(bi)[i]).

See also: variable_symbols, associated_systems, is_timeseries, NotTimeseries.

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SymbolicIndexingInterface.setsym — Function
setsym(sys, sym)

Return a function that takes a value provider and a value, and sets the the state sym to that value. Note that sym can be an index, a symbolic variable, or an array/tuple of the aforementioned.

Requires that the value provider implement state_values and the returned collection be a mutable reference to the state vector in the value provider. Alternatively, if this is not possible or additional actions need to be performed when updating state, set_state! can be defined. This function does not work on types for which is_timeseries is Timeseries.

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setsym(bi::BatchedInterface)

Given a BatchedInterface composed from n index providers (and corresponding symbols), return a function which takes n corresponding problems and an array of the values, and updates each of the problems with the values of the corresponding symbols.

Note that all of the value providers passed to the function returned by setsym must satisfy is_timeseries(prob) === NotTimeseries().

Note that if any subset of the n index providers share common symbols (among those passed to BatchedInterface) then all of the corresponding value providers in the subset will be updated with the values of the common symbols.

See also: is_timeseries, NotTimeseries.

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Note

getu and setu have been renamed to getsym and setsym respectively.

Historical value providers

Parameter indexing

SymbolicIndexingInterface.parameter_values — Function
parameter_values(valp)
+parameter_values(valp, i)

Return an indexable collection containing the value of each parameter in valp. The two- argument version of this function returns the parameter value at index i. The two-argument version of this function will default to returning parameter_values(valp)[i].

If this function is called with an AbstractArray or Tuple, it will return the same array/tuple.

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SymbolicIndexingInterface.set_parameter! — Function
set_parameter!(valp, val, idx)

Set the parameter at index idx to val for value provider valp. This defaults to modifying parameter_values(valp). If any additional bookkeeping needs to be performed or the default implementation does not work for a particular type, this method needs to be defined to enable the proper functioning of setp.

See: parameter_values

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SymbolicIndexingInterface.getp — Function
getp(indp, sym)

Return a function that takes an value provider, and returns the value of the parameter sym. The value provider has to at least store the values of parameters in the corresponding index provider. Note that sym can be an index, symbolic variable, or an array/tuple of the aforementioned.

If sym is an array/tuple of parameters, then the returned function can also be used as an in-place getter function. The first argument is the buffer (must be an AbstractArray) to which the parameter values should be written, and the second argument is the value provider.

Requires that the value provider implement parameter_values. This function may not always need to be implemented, and has a default implementation for collections that implement getindex.

If the returned function is used on a timeseries object which saves parameter timeseries, it can be used to index said timeseries. The timeseries object must implement is_parameter_timeseries and get_parameter_timeseries_collection. Additionally, the parameter object must implement with_updated_parameter_timeseries_values.

If sym is a timeseries parameter, the function will return the timeseries of the parameter if the value provider is a parameter timeseries object. An additional argument can be provided to the function indicating the specific indexes in the timeseries at which to access the values. If sym is an array of parameters, the following cases apply:

  • All parameters are non-timeseries parameters: The function returns the value of each parameter.
  • All parameters are timeseries parameters: All the parameters must belong to the same timeseries (otherwise getp will error). The function returns the timeseries of all parameter values, and can be accessed at specific indices in the timeseries.
  • A mix of timeseries and non-timeseries parameters: The function can only be used on non-timeseries objects and will return the value of each parameter at in the object.
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SymbolicIndexingInterface.setp — Function
setp(indp, sym)

Return a function that takes a value provider and a value, and sets the parameter sym to that value. Note that sym can be an index, a symbolic variable, or an array/tuple of the aforementioned.

Requires that the value provider implement parameter_values and the returned collection be a mutable reference to the parameter object. In case parameter_values cannot return such a mutable reference, or additional actions need to be performed when updating parameters, set_parameter! must be implemented.

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SymbolicIndexingInterface.setp_oop — Function
setp_oop(indp, sym)

Return a function which takes a value provider valp and a value val, and returns parameter_values(valp) with the parameters at sym set to val. This allows changing the types of values stored, and leverages remake_buffer. Note that sym can be an index, a symbolic variable, or an array/tuple of the aforementioned.

Requires that the value provider implement parameter_values and remake_buffer.

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SymbolicIndexingInterface.ParameterIndexingProxy — Type
struct ParameterIndexingProxy

This struct wraps any struct implementing the value provider and index provider interfaces. It allows getindex and setindex! operations to get/set parameter values. Requires that the wrapped type support getp and setp for getting and setting parameter values respectively.

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Parameter timeseries

If a solution object saves a timeseries of parameter values that are updated during the simulation (such as by callbacks), it must implement the following methods to ensure correct functioning of getsym and getp.

Parameter timeseries support requires that the value provider store the different timeseries in a ParameterTimeseriesCollection.

SymbolicIndexingInterface.ParameterTimeseriesCollection — Type
struct ParameterTimeseriesCollection{T}
+function ParameterTimeseriesCollection(collection)

A utility struct that helps in storing multiple parameter timeseries. It expects a collection of timseries objects (is_timeseries returns Timeseries) for each. Each of the timeseries objects should implement state_values and current_time. Effectively, the "states" of each contained timeseries object are the parameter values it stores the timeseries of.

The collection is expected to implement Base.eachindex, Base.iterate and Base.getindex. The indexes of the collection should agree with the timeseries indexes returned by calling timeseries_parameter_index on the corresponding index provider.

This type forwards eachindex, iterate and length to the contained collection. It implements Base.parent to allow access to the contained collection, and has the following getindex methods:

  • getindex(ptc::ParameterTimeseriesCollection, idx) = ptc.collection[idx].
  • getindex(::ParameterTimeseriesCollection, idx::ParameterTimeseriesIndex) returns the timeseries of the parameter referred to by idx.
  • getindex(::ParameterTimeseriesCollection, idx::ParameterTimeseriesIndex, subidx) returns the value of the parameter referred to by idx at the time index subidx.
  • Apart from these cases, if multiple indexes are provided the first is treated as a timeseries index, the second the time index in the timeseries, and the (optional) third the index of the parameter in an element of the timeseries.

The three-argument version of parameter_values is implemented for this type. The single-argument version of parameter_values returns the cached parameter object. This type does not implement any traits.

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SymbolicIndexingInterface.with_updated_parameter_timeseries_values — Function
with_updated_parameter_timeseries_values(indp, params, args::Pair...)

Return an indexable collection containing the value of all parameters in params, with parameters belonging to specific timeseries updated to different values. Each element in args... contains the timeseries index as the first value, and the saved parameter values in that partition. Not all parameter timeseries have to be updated using this method. If an in-place update can be performed, it should be done and the modified params returned. This method falls back on the basis of symbolic_container(indp).

Note that here params is the parameter object.

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Batched Queries and Updates

SymbolicIndexingInterface.BatchedInterface — Type
struct BatchedInterface{S <: AbstractVector, I}
+function BatchedInterface(indp_syms::Tuple...)

A struct which stores information for batched calls to getsym or setsym. Given Tuples, where the first element of each tuple is an index provider and the second an array of symbolic variables (either states or parameters) in the index provider, BatchedInterface will compute the union of all symbols and associate each symbol with the first index provider with which it occurs.

For example, given two index providers s1 = SymbolCache([:x, :y, :z]) and s2 = SymbolCache([:y, :z, :w]), BatchedInterface((s1, [:x, :y]), (s2, [:y, :z])) will associate :x and :y with s1 and :z with s2. The information that s1 had associated symbols :x and :y and s2 had associated symbols :y and :z will also be retained internally.

BatchedInterface implements variable_symbols, is_variable, variable_index to query the order of symbols in the union.

See getsym and setsym for further details.

See also: associated_systems.

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SymbolicIndexingInterface.associated_systems — Function
associated_systems(bi::BatchedInterface)

Return an array of integers of the same length as variable_symbols(bi) where each value is the index of the index provider associated with the corresponding symbol in variable_symbols(bi).

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SymbolicIndexingInterface.setsym_oop — Function
setsym_oop(indp, sym)

Return a function which takes a value provider valp and a value val, and returns state_values(valp), parameter_values(valp) with the states/parameters in sym set to the corresponding values in val. This allows changing the types of values stored, and leverages remake_buffer. Note that sym can be an index, a symbolic variable, or an array/tuple of the aforementioned. All entries s in sym must satisfy is_variable(indp, s) or is_parameter(indp, s).

Requires that the value provider implement state_values, parameter_values and remake_buffer.

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setsym_oop(bi::BatchedInterface)

Given a BatchedInterface composed from n index providers (and corresponding symbols), return a function which takes n corresponding value providers and an array of values, and returns an n-tuple where each element is a 2-tuple consisting of the updated state values and parameter values of the corresponding value provider. Requires that the value provider implement state_values, parameter_values. The updates are performed out-of-place using remake_buffer.

Note that all of the value providers passed to the returned function must satisfy is_timeseries(prob) === NotTimeseries().

Note that if any subset of the n index providers share common symbols (among those passed to BatchedInterface) then all of the corresponding value providers in the subset will be updated with the values of the common symbols.

See also: is_timeseries, NotTimeseries.

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Container objects

SymbolicIndexingInterface.remake_buffer — Function
remake_buffer(indp, oldbuffer, idxs, vals)

Return a copy of the buffer oldbuffer with at (optionally symbolic) indexes idxs replaced by corresponding values from vals. Both idxs and vals must be iterables of the same length. idxs may contain symbolic variables whose index in the buffer is determined using indp. The types of values in vals may not match the types of values stored at the corresponding indexes in the buffer, in which case the type of the buffer should be promoted accordingly. In general, this method should attempt to preserve the types of values stored in vals as much as possible. Types can be promoted for type-stability, to maintain performance. The returned buffer should be of the same type (ignoring type-parameters) as oldbuffer.

This method is already implemented for oldbuffer::AbstractArray and oldbuffer::Tuple, and supports static arrays as well.

The deprecated version of this method which takes a Dict mapping symbols to values instead of idxs and vals will dispatch to the new method. In addition if no remake_buffer method exists with the new signature, it will call remake_buffer(sys, oldbuffer, Dict(idxs .=> vals)).

Note that the new method signature allows idxs to be indexes, instead of requiring that they be symbolic variables. Thus, any type which implements the new method must also support indexes in idxs.

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Symbolic Trait

SymbolicIndexingInterface.ArraySymbolic — Type
struct ArraySymbolic <: SymbolicTypeTrait end

Trait indicating type is a symbolic array. Calling collect on a symbolic array must return an AbstractArray containing ScalarSymbolic variables for each element in the array, in the same shape as the represented array. For example, if a is a symbolic array representing a 2x2 matrix, collect(a) must return a 2x2 array of scalar symbolic variables.

See also: ScalarSymbolic, NotSymbolic, symbolic_type

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SymbolicIndexingInterface.hasname — Function
hasname(x)

Check whether the given symbolic variable (for which symbolic_type(x) != NotSymbolic()) has a valid name as per getname. Defaults to true for x::Symbol.

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SymbolicIndexingInterface.symbolic_evaluate — Function
symbolic_evaluate(expr, syms::Dict; kwargs...)

Return the value of symbolic expression expr where the values of variables involved are obtained from the dictionary syms. The keys of syms are symbolic variables (not expressions of variables). The values of syms can be values or symbolic expressions.

The returned value should either be a value or an expression involving symbolic variables not present as keys in syms.

The function can take additional keyword arguments to control implementation-specific behavior.

This is already implemented for symbolic_evaluate(expr::Union{Symbol, Expr}, syms::Dict).

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Types

SymbolicIndexingInterface.SymbolCache — Type
struct SymbolCache
+function SymbolCache(vars, [params, [indepvars]]; defaults = Dict(), timeseries_parameters = nothing)

A struct implementing the index provider interface for a collection of variables, parameters, and independent variables. vars and params can be specified as arrays (in which case the index of a symbol is its index in the array) or AbstractDicts mapping symbols to indices. It is considered time dependent if it contains at least one independent variable.

It returns true for is_observed(::SymbolCache, sym) if sym isa Union{Expr, Array{Expr}, Tuple{Vararg{Expr}}. Functions can be generated using observed for Exprs involving variables in the SymbolCache if it has at most one independent variable.

defaults is an AbstractDict mapping variables and/or parameters to their default initial values. The default initial values can also be other variables/ parameters or expressions of them. timeseries_parameters is an AbstractDict the timeseries parameters in params to their ParameterTimeseriesIndex indexes.

The independent variable may be specified as a single symbolic variable instead of an array containing a single variable if the system has only one independent variable.

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SymbolicIndexingInterface.ProblemState — Type
struct ProblemState
+function ProblemState(; u = nothing, p = nothing, t = nothing, h = nothing)

A value provider struct which can be used as an argument to the function returned by getsym or setsym. It stores the state vector, parameter object and current time, and forwards calls to state_values, parameter_values, current_time, set_state!, set_parameter! to the contained objects.

A history function may be provided using the h keyword, which will be returned with get_history_function.

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"1.11.0+0" + +[[deps.libfdk_aac_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "8a22cf860a7d27e4f3498a0fe0811a7957badb38" +uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280" +version = "2.0.3+0" + +[[deps.libinput_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "eudev_jll", "libevdev_jll", "mtdev_jll"] +git-tree-sha1 = "ad50e5b90f222cfe78aa3d5183a20a12de1322ce" +uuid = "36db933b-70db-51c0-b978-0f229ee0e533" +version = "1.18.0+0" + +[[deps.libpng_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Zlib_jll"] +git-tree-sha1 = "b70c870239dc3d7bc094eb2d6be9b73d27bef280" +uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f" +version = "1.6.44+0" + +[[deps.libvorbis_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"] +git-tree-sha1 = "490376214c4721cdaca654041f635213c6165cb3" +uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a" +version = "1.3.7+2" + +[[deps.mtdev_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "814e154bdb7be91d78b6802843f76b6ece642f11" +uuid = "009596ad-96f7-51b1-9f1b-5ce2d5e8a71e" +version = "1.1.6+0" + +[[deps.nghttp2_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" +version = "1.59.0+0" + +[[deps.oneTBB_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "7d0ea0f4895ef2f5cb83645fa689e52cb55cf493" +uuid = "1317d2d5-d96f-522e-a858-c73665f53c3e" +version = "2021.12.0+0" + +[[deps.p7zip_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0" +version = "17.4.0+2" + +[[deps.x264_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2" +uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a" +version = "2021.5.5+0" + +[[deps.x265_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9" +uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76" +version = "3.5.0+0" + +[[deps.xkbcommon_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"] +git-tree-sha1 = "9c304562909ab2bab0262639bd4f444d7bc2be37" +uuid = "d8fb68d0-12a3-5cfd-a85a-d49703b185fd" +version = "1.4.1+1" diff --git a/v0.3.36/assets/Project.toml b/v0.3.36/assets/Project.toml new file mode 100644 index 0000000..593250b --- /dev/null +++ b/v0.3.36/assets/Project.toml @@ -0,0 +1,10 @@ +[deps] +Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4" +ModelingToolkit = "961ee093-0014-501f-94e3-6117800e7a78" +OrdinaryDiffEq = "1dea7af3-3e70-54e6-95c3-0bf5283fa5ed" +Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" +SymbolicIndexingInterface = "2efcf032-c050-4f8e-a9bb-153293bab1f5" + +[compat] +Documenter = "1" +SymbolicIndexingInterface = "0.3" diff --git a/v0.3.36/assets/documenter.js b/v0.3.36/assets/documenter.js new file mode 100644 index 0000000..7d68cd8 --- /dev/null +++ b/v0.3.36/assets/documenter.js @@ -0,0 +1,1082 @@ +// 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', + '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" + ] + } +} +}); +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'katex', 'katex-auto-render'], function($, katex, renderMathInElement) { +$(document).ready(function() { + renderMathInElement( + document.body, + { + "delimiters": [ + { + "left": "$", + "right": "$", + "display": false + }, + { + "left": "$$", + "right": "$$", + "display": true + }, + { + "left": "\\[", + "right": "\\]", + "display": true + } + ] +} + + ); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'highlight', 'highlight-julia', 'highlight-julia-repl'], function($) { +$(document).ready(function() { + hljs.highlightAll(); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +let timer = 0; +var isExpanded = true; + +$(document).on( + "click", + ".docstring .docstring-article-toggle-button", + function () { + let articleToggleTitle = "Expand docstring"; + const parent = $(this).parent(); + + debounce(() => { + if (parent.siblings("section").is(":visible")) { + parent + .find("a.docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + } else { + parent + .find("a.docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + articleToggleTitle = "Collapse docstring"; + } + + parent + .children(".docstring-article-toggle-button") + .prop("title", articleToggleTitle); + parent.siblings("section").slideToggle(); + }); + } +); + +$(document).on("click", ".docs-article-toggle-button", function (event) { + let articleToggleTitle = "Expand docstring"; + let navArticleToggleTitle = "Expand all docstrings"; + let animationSpeed = event.noToggleAnimation ? 0 : 400; + + debounce(() => { + if (isExpanded) { + $(this).removeClass("fa-chevron-up").addClass("fa-chevron-down"); + $("a.docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + + isExpanded = false; + + $(".docstring section").slideUp(animationSpeed); + } else { + $(this).removeClass("fa-chevron-down").addClass("fa-chevron-up"); + $("a.docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + isExpanded = true; + articleToggleTitle = "Collapse docstring"; + navArticleToggleTitle = "Collapse all docstrings"; + + $(".docstring section").slideDown(animationSpeed); + } + + $(this).prop("title", navArticleToggleTitle); + $(".docstring-article-toggle-button").prop("title", articleToggleTitle); + }); +}); + +function debounce(callback, timeout = 300) { + if (Date.now() - timer > timeout) { + callback(); + } + + clearTimeout(timer); + + timer = Date.now(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +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 () { + $("#documenter .docs-navbar").headroom({ + tolerance: { up: 10, down: 10 }, + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(function () { + let meta = $("div[data-docstringscollapsed]").data(); + + if (meta?.docstringscollapsed) { + $("#documenter-article-toggle-button").trigger({ + type: "click", + noToggleAnimation: true, + }); + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +/* +To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc + +PSEUDOCODE: + +Searching happens automatically as the user types or adjusts the selected filters. +To preserve responsiveness, as much as possible of the slow parts of the search are done +in a web worker. Searching and result generation are done in the worker, and filtering and +DOM updates are done in the main thread. The filters are in the main thread as they should +be very quick to apply. This lets filters be changed without re-searching with minisearch +(which is possible even if filtering is on the worker thread) and also lets filters be +changed _while_ the worker is searching and without message passing (neither of which are +possible if filtering is on the worker thread) + +SEARCH WORKER: + +Import minisearch + +Build index + +On message from main thread + run search + find the first 200 unique results from each category, and compute their divs for display + note that this is necessary and sufficient information for the main thread to find the + first 200 unique results from any given filter set + post results to main thread + +MAIN: + +Launch worker + +Declare nonconstant globals (worker_is_running, last_search_text, unfiltered_results) + +On text update + if worker is not running, launch_search() + +launch_search + set worker_is_running to true, set last_search_text to the search text + post the search query to worker + +on message from worker + if last_search_text is not the same as the text in the search field, + the latest search result is not reflective of the latest search query, so update again + launch_search() + otherwise + set worker_is_running to false + + regardless, display the new search results to the user + save the unfiltered_results as a global + update_search() + +on filter click + adjust the filter selection + update_search() + +update_search + apply search filters by looping through the unfiltered_results and finding the first 200 + unique results that match the filters + + Update the DOM +*/ + +/////// SEARCH WORKER /////// + +function worker_function(documenterSearchIndex, documenterBaseURL, filters) { + importScripts( + "https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min.js" + ); + + let data = documenterSearchIndex.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 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@!]+$/, ""); + + word = word.toLowerCase(); + } + + return word ?? null; + }, + // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not + // find anything if searching for "add!", only for the entire qualification + tokenize: (string) => string.split(/[\s\-\.]+/), + // options which will be applied during the search + searchOptions: { + prefix: true, + boost: { title: 100 }, + fuzzy: 2, + }, + }); + + index.addAll(data); + + /** + * Used to map characters to HTML entities. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const htmlEscapes = { + "&": "&", + "<": "<", + ">": ">", + '"': """, + "'": "'", + }; + + /** + * Used to match HTML entities and HTML characters. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const reUnescapedHtml = /[&<>"']/g; + const reHasUnescapedHtml = RegExp(reUnescapedHtml.source); + + /** + * Escape function from lodash + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + function escape(string) { + return string && reHasUnescapedHtml.test(string) + ? string.replace(reUnescapedHtml, (chr) => htmlEscapes[chr]) + : string || ""; + } + + /** + * RegX escape function from MDN + * Refer: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping + */ + function escapeRegExp(string) { + return string.replace(/[.*+?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string + } + + /** + * Make the result component given a minisearch result data object and the value + * of the search input as queryString. To view the result object structure, refer: + * https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult + * + * @param {object} result + * @param {string} querystring + * @returns string + */ + function make_search_result(result, querystring) { + let search_divider = `
`; + let display_link = + result.location.slice(Math.max(0), Math.min(50, result.location.length)) + + (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div + + if (result.page !== "") { + display_link += ` (${result.page})`; + } + searchstring = escapeRegExp(querystring); + let textindex = new RegExp(`${searchstring}`, "i").exec(result.text); + let text = + textindex !== null + ? result.text.slice( + Math.max(textindex.index - 100, 0), + Math.min( + textindex.index + querystring.length + 100, + result.text.length + ) + ) + : ""; // cut-off text before and after from the match + + text = text.length ? escape(text) : ""; + + let display_result = text.length + ? "..." + + text.replace( + new RegExp(`${escape(searchstring)}`, "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 = ` + +
+
${escape(result.title)}
+
${result.category}
+
+

+ ${display_result} +

+
+ ${display_link} +
+ + ${search_divider} + `; + + return result_div; + } + + self.onmessage = function (e) { + let query = e.data; + let results = index.search(query, { + filter: (result) => { + // Only return relevant results + return result.score >= 1; + }, + combineWith: "AND", + }); + + // Pre-filter to deduplicate and limit to 200 per category to the extent + // possible without knowing what the filters are. + let filtered_results = []; + let counts = {}; + for (let filter of filters) { + counts[filter] = 0; + } + let present = {}; + + for (let result of results) { + cat = result.category; + cnt = counts[cat]; + if (cnt < 200) { + id = cat + "---" + result.location; + if (present[id]) { + continue; + } + present[id] = true; + filtered_results.push({ + location: result.location, + category: cat, + div: make_search_result(result, query), + }); + } + } + + postMessage(filtered_results); + }; +} + +/////// SEARCH MAIN /////// + +function runSearchMainCode() { + // `worker = Threads.@spawn worker_function(documenterSearchIndex)`, but in JavaScript! + const filters = [ + ...new Set(documenterSearchIndex["docs"].map((x) => x.category)), + ]; + const worker_str = + "(" + + worker_function.toString() + + ")(" + + JSON.stringify(documenterSearchIndex["docs"]) + + "," + + JSON.stringify(documenterBaseURL) + + "," + + JSON.stringify(filters) + + ")"; + const worker_blob = new Blob([worker_str], { type: "text/javascript" }); + const worker = new Worker(URL.createObjectURL(worker_blob)); + + // Whether the worker is currently handling a search. This is a boolean + // as the worker only ever handles 1 or 0 searches at a time. + var worker_is_running = false; + + // The last search text that was sent to the worker. This is used to determine + // if the worker should be launched again when it reports back results. + var last_search_text = ""; + + // The results of the last search. This, in combination with the state of the filters + // in the DOM, is used compute the results to display on calls to update_search. + var unfiltered_results = []; + + // Which filter is currently selected + var selected_filter = ""; + + $(document).on("input", ".documenter-search-input", function (event) { + if (!worker_is_running) { + launch_search(); + } + }); + + function launch_search() { + worker_is_running = true; + last_search_text = $(".documenter-search-input").val(); + worker.postMessage(last_search_text); + } + + worker.onmessage = function (e) { + if (last_search_text !== $(".documenter-search-input").val()) { + launch_search(); + } else { + worker_is_running = false; + } + + unfiltered_results = e.data; + update_search(); + }; + + $(document).on("click", ".search-filter", function () { + if ($(this).hasClass("search-filter-selected")) { + selected_filter = ""; + } else { + selected_filter = $(this).text().toLowerCase(); + } + + // This updates search results and toggles classes for UI: + update_search(); + }); + + /** + * Make/Update the search component + */ + function update_search() { + let querystring = $(".documenter-search-input").val(); + + if (querystring.trim()) { + if (selected_filter == "") { + results = unfiltered_results; + } else { + results = unfiltered_results.filter((result) => { + return selected_filter == result.category.toLowerCase(); + }); + } + + let search_result_container = ``; + let modal_filters = make_modal_body_filters(); + let search_divider = `
`; + + if (results.length) { + let links = []; + let count = 0; + let search_results = ""; + + for (var i = 0, n = results.length; i < n && count < 200; ++i) { + let result = results[i]; + if (result.location && !links.includes(result.location)) { + search_results += result.div; + count++; + links.push(result.location); + } + } + + if (count == 1) { + count_str = "1 result"; + } else if (count == 200) { + count_str = "200+ results"; + } else { + count_str = count + " results"; + } + let result_count = `
${count_str}
`; + + 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"); + } + + $(".search-modal-card-body").html(search_result_container); + } else { + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(` +
Type something to get started!
+ `); + } + } + + /** + * Make the modal filter html + * + * @returns string + */ + function make_modal_body_filters() { + let str = filters + .map((val) => { + if (selected_filter == val.toLowerCase()) { + return `${val}`; + } else { + return `${val}`; + } + }) + .join(""); + + return ` +
+ Filters: + ${str} +
`; + } +} + +function waitUntilSearchIndexAvailable() { + // It is possible that the documenter.js script runs before the page + // has finished loading and documenterSearchIndex gets defined. + // So we need to wait until the search index actually loads before setting + // up all the search-related stuff. + if (typeof documenterSearchIndex !== "undefined") { + runSearchMainCode(); + } else { + console.warn("Search Index not available, waiting"); + setTimeout(waitUntilSearchIndexAvailable, 1000); + } +} + +// The actual entry point to the search code +waitUntilSearchIndexAvailable(); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// 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 + $(document).keyup(function (e) { + if (e.keyCode == 27) settings.removeClass("is-active"); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(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/v0.3.36/assets/favicon.ico b/v0.3.36/assets/favicon.ico new file mode 100644 index 0000000..3c6bd47 Binary files /dev/null and b/v0.3.36/assets/favicon.ico differ diff --git a/v0.3.36/assets/logo.png 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html.theme--catppuccin-frappe .content kbd.button.is-outlined{background-color:transparent;border-color:#414559;box-shadow:none;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #414559 #414559 !important}html.theme--catppuccin-frappe 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.button.is-primary.is-inverted.is-outlined.is-focused,html.theme--catppuccin-frappe .docstring>section>a.button.is-inverted.is-outlined.is-focused.docs-sourcelink{background-color:#fff;color:#8caaee}html.theme--catppuccin-frappe .button.is-primary.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .docstring>section>a.button.is-inverted.is-outlined.is-loading.docs-sourcelink:hover::after,html.theme--catppuccin-frappe .button.is-primary.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .docstring>section>a.button.is-inverted.is-outlined.is-loading.is-hovered.docs-sourcelink::after,html.theme--catppuccin-frappe .button.is-primary.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .docstring>section>a.button.is-inverted.is-outlined.is-loading.docs-sourcelink:focus::after,html.theme--catppuccin-frappe .button.is-primary.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-frappe 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.button.is-primary.is-light.is-hovered,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.is-hovered.docs-sourcelink{background-color:#e2eafb;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-primary.is-light:active,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.docs-sourcelink:active,html.theme--catppuccin-frappe .button.is-primary.is-light.is-active,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.is-active.docs-sourcelink{background-color:#d7e1f9;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-link{background-color:#8caaee;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-link:hover,html.theme--catppuccin-frappe .button.is-link.is-hovered{background-color:#81a2ec;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-link:focus,html.theme--catppuccin-frappe 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.button.is-link.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-link.is-outlined{background-color:transparent;border-color:#8caaee;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-outlined:hover,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-link.is-outlined:focus,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-focused{background-color:#8caaee;border-color:#8caaee;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading::after{border-color:transparent transparent #8caaee #8caaee !important}html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-link.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-link.is-outlined{background-color:transparent;border-color:#8caaee;box-shadow:none;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe 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.button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #81c8be #81c8be !important}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.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--catppuccin-frappe .button.is-info.is-light{background-color:#f1f9f8;color:#2d675f}html.theme--catppuccin-frappe .button.is-info.is-light:hover,html.theme--catppuccin-frappe .button.is-info.is-light.is-hovered{background-color:#e8f5f3;border-color:transparent;color:#2d675f}html.theme--catppuccin-frappe .button.is-info.is-light:active,html.theme--catppuccin-frappe .button.is-info.is-light.is-active{background-color:#dff1ef;border-color:transparent;color:#2d675f}html.theme--catppuccin-frappe 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.button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.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--catppuccin-frappe .button.is-success.is-light{background-color:#f4f9f0;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:hover,html.theme--catppuccin-frappe .button.is-success.is-light.is-hovered{background-color:#edf6e7;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:active,html.theme--catppuccin-frappe .button.is-success.is-light.is-active{background-color:#e6f2de;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-warning{background-color:#e5c890;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:hover,html.theme--catppuccin-frappe .button.is-warning.is-hovered{background-color:#e3c386;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:focus,html.theme--catppuccin-frappe .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:focus:not(:active),html.theme--catppuccin-frappe .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(229,200,144,0.25)}html.theme--catppuccin-frappe .button.is-warning:active,html.theme--catppuccin-frappe .button.is-warning.is-active{background-color:#e0be7b;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning{background-color:#e5c890;border-color:#e5c890;box-shadow:none}html.theme--catppuccin-frappe .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-outlined:hover,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-focused{background-color:#e5c890;border-color:#e5c890;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.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--catppuccin-frappe .button.is-warning.is-light{background-color:#fbf7ee;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:hover,html.theme--catppuccin-frappe .button.is-warning.is-light.is-hovered{background-color:#f9f2e4;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:active,html.theme--catppuccin-frappe .button.is-warning.is-light.is-active{background-color:#f6edda;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:hover,html.theme--catppuccin-frappe .button.is-danger.is-hovered{background-color:#e57779;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus,html.theme--catppuccin-frappe .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus:not(:active),html.theme--catppuccin-frappe .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(231,130,132,0.25)}html.theme--catppuccin-frappe .button.is-danger:active,html.theme--catppuccin-frappe .button.is-danger.is-active{background-color:#e36d6f;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:#e78284;box-shadow:none}html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-frappe .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-focused{background-color:#e78284;border-color:#e78284;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-light{background-color:#fceeee;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:hover,html.theme--catppuccin-frappe .button.is-danger.is-light.is-hovered{background-color:#fae3e4;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:active,html.theme--catppuccin-frappe .button.is-danger.is-light.is-active{background-color:#f8d8d9;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-frappe .button.is-small:not(.is-rounded),html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .button.is-normal{font-size:1rem}html.theme--catppuccin-frappe .button.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .button.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .button[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button{background-color:#737994;border-color:#626880;box-shadow:none;opacity:.5}html.theme--catppuccin-frappe .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-frappe .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-frappe .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-frappe .button.is-static{background-color:#292c3c;border-color:#626880;color:#838ba7;box-shadow:none;pointer-events:none}html.theme--catppuccin-frappe .button.is-rounded,html.theme--catppuccin-frappe #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--catppuccin-frappe .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-frappe .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-frappe .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-frappe .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-frappe .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-frappe .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-frappe .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-frappe .buttons.has-addons .button:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-frappe .buttons.has-addons .button:focus,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused,html.theme--catppuccin-frappe .buttons.has-addons .button:active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-frappe .buttons.has-addons .button:focus:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-frappe .buttons.has-addons .button:active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-frappe .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .buttons.is-centered{justify-content:center}html.theme--catppuccin-frappe .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-frappe .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-frappe .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--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-frappe .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-frappe .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-frappe .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-frappe .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-frappe .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-frappe .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-frappe .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-frappe .content li+li{margin-top:0.25em}html.theme--catppuccin-frappe .content p:not(:last-child),html.theme--catppuccin-frappe .content dl:not(:last-child),html.theme--catppuccin-frappe .content ol:not(:last-child),html.theme--catppuccin-frappe .content ul:not(:last-child),html.theme--catppuccin-frappe .content blockquote:not(:last-child),html.theme--catppuccin-frappe .content pre:not(:last-child),html.theme--catppuccin-frappe .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-frappe .content h1,html.theme--catppuccin-frappe .content h2,html.theme--catppuccin-frappe .content h3,html.theme--catppuccin-frappe .content h4,html.theme--catppuccin-frappe .content h5,html.theme--catppuccin-frappe .content h6{color:#c6d0f5;font-weight:600;line-height:1.125}html.theme--catppuccin-frappe .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-frappe .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-frappe .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-frappe .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-frappe .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-frappe .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-frappe .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-frappe .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-frappe .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-frappe .content blockquote{background-color:#292c3c;border-left:5px solid #626880;padding:1.25em 1.5em}html.theme--catppuccin-frappe .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-frappe .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-frappe .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-frappe .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-frappe .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-frappe .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-frappe .content ul ul ul{list-style-type:square}html.theme--catppuccin-frappe .content dd{margin-left:2em}html.theme--catppuccin-frappe .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-frappe .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-frappe .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-frappe .content figure img{display:inline-block}html.theme--catppuccin-frappe .content figure figcaption{font-style:italic}html.theme--catppuccin-frappe .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-frappe .content sup,html.theme--catppuccin-frappe .content sub{font-size:75%}html.theme--catppuccin-frappe .content table{width:100%}html.theme--catppuccin-frappe .content table td,html.theme--catppuccin-frappe .content table th{border:1px solid #626880;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-frappe .content table th{color:#b0bef1}html.theme--catppuccin-frappe .content table th:not([align]){text-align:inherit}html.theme--catppuccin-frappe .content table thead td,html.theme--catppuccin-frappe .content table thead th{border-width:0 0 2px;color:#b0bef1}html.theme--catppuccin-frappe .content table tfoot td,html.theme--catppuccin-frappe .content table tfoot th{border-width:2px 0 0;color:#b0bef1}html.theme--catppuccin-frappe .content table tbody tr:last-child td,html.theme--catppuccin-frappe .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-frappe .content .tabs li+li{margin-top:0}html.theme--catppuccin-frappe .content.is-small,html.theme--catppuccin-frappe #documenter 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select:not([multiple]){padding-right:2.5em}html.theme--catppuccin-frappe .select select[multiple]{height:auto;padding:0}html.theme--catppuccin-frappe .select select[multiple] option{padding:0.5em 1em}html.theme--catppuccin-frappe .select:not(.is-multiple):not(.is-loading):hover::after{border-color:#99d1db}html.theme--catppuccin-frappe .select.is-white:not(:hover)::after{border-color:#fff}html.theme--catppuccin-frappe .select.is-white select{border-color:#fff}html.theme--catppuccin-frappe .select.is-white select:hover,html.theme--catppuccin-frappe .select.is-white select.is-hovered{border-color:#f2f2f2}html.theme--catppuccin-frappe .select.is-white select:focus,html.theme--catppuccin-frappe .select.is-white select.is-focused,html.theme--catppuccin-frappe .select.is-white select:active,html.theme--catppuccin-frappe .select.is-white select.is-active{box-shadow:0 0 0 0.125em rgba(255,255,255,0.25)}html.theme--catppuccin-frappe 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select.is-focused,html.theme--catppuccin-frappe .select.is-dark select:active,html.theme--catppuccin-frappe .content kbd.select select:active,html.theme--catppuccin-frappe .select.is-dark select.is-active,html.theme--catppuccin-frappe .content kbd.select select.is-active{box-shadow:0 0 0 0.125em rgba(65,69,89,0.25)}html.theme--catppuccin-frappe .select.is-primary:not(:hover)::after,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink:not(:hover)::after{border-color:#8caaee}html.theme--catppuccin-frappe .select.is-primary select,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select{border-color:#8caaee}html.theme--catppuccin-frappe .select.is-primary select:hover,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select:hover,html.theme--catppuccin-frappe .select.is-primary select.is-hovered,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select.is-hovered{border-color:#769aeb}html.theme--catppuccin-frappe .select.is-primary select:focus,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select:focus,html.theme--catppuccin-frappe .select.is-primary select.is-focused,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select.is-focused,html.theme--catppuccin-frappe .select.is-primary select:active,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select:active,html.theme--catppuccin-frappe .select.is-primary select.is-active,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select.is-active{box-shadow:0 0 0 0.125em rgba(140,170,238,0.25)}html.theme--catppuccin-frappe .select.is-link:not(:hover)::after{border-color:#8caaee}html.theme--catppuccin-frappe .select.is-link select{border-color:#8caaee}html.theme--catppuccin-frappe .select.is-link select:hover,html.theme--catppuccin-frappe .select.is-link select.is-hovered{border-color:#769aeb}html.theme--catppuccin-frappe .select.is-link select:focus,html.theme--catppuccin-frappe .select.is-link select.is-focused,html.theme--catppuccin-frappe .select.is-link select:active,html.theme--catppuccin-frappe .select.is-link select.is-active{box-shadow:0 0 0 0.125em rgba(140,170,238,0.25)}html.theme--catppuccin-frappe .select.is-info:not(:hover)::after{border-color:#81c8be}html.theme--catppuccin-frappe .select.is-info select{border-color:#81c8be}html.theme--catppuccin-frappe .select.is-info select:hover,html.theme--catppuccin-frappe .select.is-info select.is-hovered{border-color:#6fc0b5}html.theme--catppuccin-frappe .select.is-info select:focus,html.theme--catppuccin-frappe .select.is-info select.is-focused,html.theme--catppuccin-frappe .select.is-info select:active,html.theme--catppuccin-frappe .select.is-info select.is-active{box-shadow:0 0 0 0.125em rgba(129,200,190,0.25)}html.theme--catppuccin-frappe 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a.navbar-item:focus,html.theme--catppuccin-frappe a.navbar-item:focus-within,html.theme--catppuccin-frappe a.navbar-item:hover,html.theme--catppuccin-frappe a.navbar-item.is-active,html.theme--catppuccin-frappe .navbar-link:focus,html.theme--catppuccin-frappe .navbar-link:focus-within,html.theme--catppuccin-frappe .navbar-link:hover,html.theme--catppuccin-frappe .navbar-link.is-active{background-color:rgba(0,0,0,0);color:#8caaee}html.theme--catppuccin-frappe .navbar-item{flex-grow:0;flex-shrink:0}html.theme--catppuccin-frappe .navbar-item img{max-height:1.75rem}html.theme--catppuccin-frappe .navbar-item.has-dropdown{padding:0}html.theme--catppuccin-frappe .navbar-item.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .navbar-item.is-tab{border-bottom:1px solid transparent;min-height:4rem;padding-bottom:calc(0.5rem - 1px)}html.theme--catppuccin-frappe .navbar-item.is-tab:focus,html.theme--catppuccin-frappe .navbar-item.is-tab:hover{background-color:rgba(0,0,0,0);border-bottom-color:#8caaee}html.theme--catppuccin-frappe .navbar-item.is-tab.is-active{background-color:rgba(0,0,0,0);border-bottom-color:#8caaee;border-bottom-style:solid;border-bottom-width:3px;color:#8caaee;padding-bottom:calc(0.5rem - 3px)}html.theme--catppuccin-frappe .navbar-content{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .navbar-link:not(.is-arrowless){padding-right:2.5em}html.theme--catppuccin-frappe .navbar-link:not(.is-arrowless)::after{border-color:#fff;margin-top:-0.375em;right:1.125em}html.theme--catppuccin-frappe .navbar-dropdown{font-size:0.875rem;padding-bottom:0.5rem;padding-top:0.5rem}html.theme--catppuccin-frappe .navbar-dropdown .navbar-item{padding-left:1.5rem;padding-right:1.5rem}html.theme--catppuccin-frappe .navbar-divider{background-color:rgba(0,0,0,0.2);border:none;display:none;height:2px;margin:0.5rem 0}@media screen and (max-width: 1055px){html.theme--catppuccin-frappe 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a.navbar-item:hover{background-color:rgba(0,0,0,0);color:#838ba7}html.theme--catppuccin-frappe .navbar-dropdown a.navbar-item.is-active{background-color:rgba(0,0,0,0);color:#8caaee}.navbar.is-spaced html.theme--catppuccin-frappe .navbar-dropdown,html.theme--catppuccin-frappe .navbar-dropdown.is-boxed{border-radius:8px;border-top:none;box-shadow:0 8px 8px rgba(10,10,10,0.1), 0 0 0 1px rgba(10,10,10,0.1);display:block;opacity:0;pointer-events:none;top:calc(100% + (-4px));transform:translateY(-5px);transition-duration:86ms;transition-property:opacity, transform}html.theme--catppuccin-frappe .navbar-dropdown.is-right{left:auto;right:0}html.theme--catppuccin-frappe .navbar-divider{display:block}html.theme--catppuccin-frappe .navbar>.container .navbar-brand,html.theme--catppuccin-frappe .container>.navbar .navbar-brand{margin-left:-.75rem}html.theme--catppuccin-frappe .navbar>.container .navbar-menu,html.theme--catppuccin-frappe .container>.navbar 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body.has-spaced-navbar-fixed-bottom{padding-bottom:6rem}html.theme--catppuccin-frappe a.navbar-item.is-active,html.theme--catppuccin-frappe .navbar-link.is-active{color:#8caaee}html.theme--catppuccin-frappe a.navbar-item.is-active:not(:focus):not(:hover),html.theme--catppuccin-frappe .navbar-link.is-active:not(:focus):not(:hover){background-color:rgba(0,0,0,0)}html.theme--catppuccin-frappe .navbar-item.has-dropdown:focus .navbar-link,html.theme--catppuccin-frappe .navbar-item.has-dropdown:hover .navbar-link,html.theme--catppuccin-frappe .navbar-item.has-dropdown.is-active .navbar-link{background-color:rgba(0,0,0,0)}}html.theme--catppuccin-frappe .hero.is-fullheight-with-navbar{min-height:calc(100vh - 4rem)}html.theme--catppuccin-frappe .pagination{font-size:1rem;margin:-.25rem}html.theme--catppuccin-frappe .pagination.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination{font-size:.75rem}html.theme--catppuccin-frappe .pagination.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .pagination.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .pagination.is-rounded .pagination-previous,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination .pagination-previous,html.theme--catppuccin-frappe .pagination.is-rounded .pagination-next,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination .pagination-next{padding-left:1em;padding-right:1em;border-radius:9999px}html.theme--catppuccin-frappe .pagination.is-rounded .pagination-link,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination .pagination-link{border-radius:9999px}html.theme--catppuccin-frappe .pagination,html.theme--catppuccin-frappe .pagination-list{align-items:center;display:flex;justify-content:center;text-align:center}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link,html.theme--catppuccin-frappe .pagination-ellipsis{font-size:1em;justify-content:center;margin:.25rem;padding-left:.5em;padding-right:.5em;text-align:center}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link{border-color:#626880;color:#8caaee;min-width:2.5em}html.theme--catppuccin-frappe .pagination-previous:hover,html.theme--catppuccin-frappe .pagination-next:hover,html.theme--catppuccin-frappe .pagination-link:hover{border-color:#737994;color:#99d1db}html.theme--catppuccin-frappe .pagination-previous:focus,html.theme--catppuccin-frappe .pagination-next:focus,html.theme--catppuccin-frappe .pagination-link:focus{border-color:#737994}html.theme--catppuccin-frappe .pagination-previous:active,html.theme--catppuccin-frappe .pagination-next:active,html.theme--catppuccin-frappe .pagination-link:active{box-shadow:inset 0 1px 2px 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768px){html.theme--catppuccin-frappe .pagination{flex-wrap:wrap}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .pagination-list li{flex-grow:1;flex-shrink:1}}@media screen and (min-width: 769px),print{html.theme--catppuccin-frappe .pagination-list{flex-grow:1;flex-shrink:1;justify-content:flex-start;order:1}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link,html.theme--catppuccin-frappe .pagination-ellipsis{margin-bottom:0;margin-top:0}html.theme--catppuccin-frappe .pagination-previous{order:2}html.theme--catppuccin-frappe .pagination-next{order:3}html.theme--catppuccin-frappe .pagination{justify-content:space-between;margin-bottom:0;margin-top:0}html.theme--catppuccin-frappe .pagination.is-centered .pagination-previous{order:1}html.theme--catppuccin-frappe .pagination.is-centered 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.button.is-black.is-hovered{background-color:#040404;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black:focus,html.theme--catppuccin-latte .button.is-black.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black:focus:not(:active),html.theme--catppuccin-latte .button.is-black.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(10,10,10,0.25)}html.theme--catppuccin-latte .button.is-black:active,html.theme--catppuccin-latte .button.is-black.is-active{background-color:#000;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black{background-color:#0a0a0a;border-color:#0a0a0a;box-shadow:none}html.theme--catppuccin-latte .button.is-black.is-inverted{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted:hover,html.theme--catppuccin-latte .button.is-black.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-black.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-outlined:hover,html.theme--catppuccin-latte .button.is-black.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-black.is-outlined:focus,html.theme--catppuccin-latte .button.is-black.is-outlined.is-focused{background-color:#0a0a0a;border-color:#0a0a0a;color:#fff}html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-black.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-focused{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-light{background-color:#f5f5f5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:hover,html.theme--catppuccin-latte .button.is-light.is-hovered{background-color:#eee;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:focus,html.theme--catppuccin-latte .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:focus:not(:active),html.theme--catppuccin-latte .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(245,245,245,0.25)}html.theme--catppuccin-latte .button.is-light:active,html.theme--catppuccin-latte .button.is-light.is-active{background-color:#e8e8e8;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light{background-color:#f5f5f5;border-color:#f5f5f5;box-shadow:none}html.theme--catppuccin-latte .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted:hover,html.theme--catppuccin-latte .button.is-light.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-outlined:hover,html.theme--catppuccin-latte .button.is-light.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-light.is-outlined:focus,html.theme--catppuccin-latte .button.is-light.is-outlined.is-focused{background-color:#f5f5f5;border-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-light.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-latte 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kbd.button.is-inverted{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted:hover,html.theme--catppuccin-latte .content kbd.button.is-inverted:hover,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-inverted[disabled],html.theme--catppuccin-latte .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-inverted,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-loading::after,html.theme--catppuccin-latte .content kbd.button.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-dark.is-outlined,html.theme--catppuccin-latte .content kbd.button.is-outlined{background-color:transparent;border-color:#ccd0da;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-outlined:hover,html.theme--catppuccin-latte .content kbd.button.is-outlined:hover,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-dark.is-outlined:focus,html.theme--catppuccin-latte .content kbd.button.is-outlined:focus,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-focused,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-focused{background-color:#ccd0da;border-color:#ccd0da;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-dark.is-outlined[disabled],html.theme--catppuccin-latte .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-outlined{background-color:transparent;border-color:#ccd0da;box-shadow:none;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined[disabled],html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.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--catppuccin-latte .button.is-primary,html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink{background-color:#1e66f5;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-primary:hover,html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink:hover,html.theme--catppuccin-latte .button.is-primary.is-hovered,html.theme--catppuccin-latte .docstring>section>a.button.is-hovered.docs-sourcelink{background-color:#125ef4;border-color:transparent;color:#fff}html.theme--catppuccin-latte 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.button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-focused{background-color:#fff;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #40a02b #40a02b !important}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-success.is-light{background-color:#f1fbef;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:hover,html.theme--catppuccin-latte .button.is-success.is-light.is-hovered{background-color:#e8f8e5;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:active,html.theme--catppuccin-latte .button.is-success.is-light.is-active{background-color:#e0f5db;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:hover,html.theme--catppuccin-latte .button.is-warning.is-hovered{background-color:#d4871c;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus,html.theme--catppuccin-latte .button.is-warning.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus:not(:active),html.theme--catppuccin-latte .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(223,142,29,0.25)}html.theme--catppuccin-latte .button.is-warning:active,html.theme--catppuccin-latte .button.is-warning.is-active{background-color:#c8801a;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:#df8e1d;box-shadow:none}html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-focused{background-color:#df8e1d;border-color:#df8e1d;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-focused{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-light{background-color:#fdf6ed;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:hover,html.theme--catppuccin-latte .button.is-warning.is-light.is-hovered{background-color:#fbf1e2;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:active,html.theme--catppuccin-latte .button.is-warning.is-light.is-active{background-color:#faebd6;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:hover,html.theme--catppuccin-latte .button.is-danger.is-hovered{background-color:#c60e36;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus,html.theme--catppuccin-latte .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus:not(:active),html.theme--catppuccin-latte .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(210,15,57,0.25)}html.theme--catppuccin-latte .button.is-danger:active,html.theme--catppuccin-latte .button.is-danger.is-active{background-color:#ba0d33;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:#d20f39;box-shadow:none}html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-focused{background-color:#d20f39;border-color:#d20f39;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-light{background-color:#feecf0;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:hover,html.theme--catppuccin-latte .button.is-danger.is-light.is-hovered{background-color:#fde0e6;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:active,html.theme--catppuccin-latte .button.is-danger.is-light.is-active{background-color:#fcd4dd;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-latte .button.is-small:not(.is-rounded),html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .button.is-normal{font-size:1rem}html.theme--catppuccin-latte .button.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .button.is-large{font-size:1.5rem}html.theme--catppuccin-latte .button[disabled],fieldset[disabled] html.theme--catppuccin-latte .button{background-color:#9ca0b0;border-color:#acb0be;box-shadow:none;opacity:.5}html.theme--catppuccin-latte .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-latte .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-latte .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-latte .button.is-static{background-color:#e6e9ef;border-color:#acb0be;color:#8c8fa1;box-shadow:none;pointer-events:none}html.theme--catppuccin-latte .button.is-rounded,html.theme--catppuccin-latte #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--catppuccin-latte .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-latte .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-latte .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-latte .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-latte .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-latte .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-latte .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-latte .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-latte .buttons.has-addons .button:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-latte .buttons.has-addons .button:focus,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused,html.theme--catppuccin-latte .buttons.has-addons .button:active,html.theme--catppuccin-latte .buttons.has-addons .button.is-active,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-latte .buttons.has-addons .button:focus:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-latte .buttons.has-addons .button:active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-latte .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .buttons.is-centered{justify-content:center}html.theme--catppuccin-latte .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-latte .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-latte .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--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-latte .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-latte .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-latte .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-latte .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-latte .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-latte .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-latte .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-latte .content li+li{margin-top:0.25em}html.theme--catppuccin-latte .content p:not(:last-child),html.theme--catppuccin-latte .content dl:not(:last-child),html.theme--catppuccin-latte .content ol:not(:last-child),html.theme--catppuccin-latte .content ul:not(:last-child),html.theme--catppuccin-latte .content blockquote:not(:last-child),html.theme--catppuccin-latte .content pre:not(:last-child),html.theme--catppuccin-latte .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-latte .content h1,html.theme--catppuccin-latte .content h2,html.theme--catppuccin-latte .content h3,html.theme--catppuccin-latte .content h4,html.theme--catppuccin-latte .content h5,html.theme--catppuccin-latte .content h6{color:#4c4f69;font-weight:600;line-height:1.125}html.theme--catppuccin-latte .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-latte .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-latte .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-latte .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-latte .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-latte .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-latte .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-latte .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-latte .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-latte .content blockquote{background-color:#e6e9ef;border-left:5px solid #acb0be;padding:1.25em 1.5em}html.theme--catppuccin-latte .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-latte .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-latte .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-latte .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-latte .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-latte .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-latte .content ul ul ul{list-style-type:square}html.theme--catppuccin-latte .content dd{margin-left:2em}html.theme--catppuccin-latte .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-latte .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-latte .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-latte .content figure img{display:inline-block}html.theme--catppuccin-latte .content figure figcaption{font-style:italic}html.theme--catppuccin-latte .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-latte .content sup,html.theme--catppuccin-latte .content sub{font-size:75%}html.theme--catppuccin-latte .content table{width:100%}html.theme--catppuccin-latte .content table 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#documenter .docs-sidebar form.docs-search>input.file{font-size:.75rem}html.theme--catppuccin-latte .file.is-normal{font-size:1rem}html.theme--catppuccin-latte .file.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .file.is-medium .file-icon .fa{font-size:21px}html.theme--catppuccin-latte .file.is-large{font-size:1.5rem}html.theme--catppuccin-latte .file.is-large .file-icon .fa{font-size:28px}html.theme--catppuccin-latte .file.has-name .file-cta{border-bottom-right-radius:0;border-top-right-radius:0}html.theme--catppuccin-latte .file.has-name .file-name{border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .file.has-name.is-empty .file-cta{border-radius:.4em}html.theme--catppuccin-latte .file.has-name.is-empty .file-name{display:none}html.theme--catppuccin-latte .file.is-boxed .file-label{flex-direction:column}html.theme--catppuccin-latte .file.is-boxed .file-cta{flex-direction:column;height:auto;padding:1em 3em}html.theme--catppuccin-latte .file.is-boxed .file-name{border-width:0 1px 1px}html.theme--catppuccin-latte .file.is-boxed .file-icon{height:1.5em;width:1.5em}html.theme--catppuccin-latte .file.is-boxed .file-icon .fa{font-size:21px}html.theme--catppuccin-latte .file.is-boxed.is-small .file-icon .fa,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-boxed .file-icon .fa{font-size:14px}html.theme--catppuccin-latte .file.is-boxed.is-medium .file-icon .fa{font-size:28px}html.theme--catppuccin-latte .file.is-boxed.is-large .file-icon .fa{font-size:35px}html.theme--catppuccin-latte .file.is-boxed.has-name .file-cta{border-radius:.4em .4em 0 0}html.theme--catppuccin-latte .file.is-boxed.has-name .file-name{border-radius:0 0 .4em .4em;border-width:0 1px 1px}html.theme--catppuccin-latte .file.is-centered{justify-content:center}html.theme--catppuccin-latte .file.is-fullwidth .file-label{width:100%}html.theme--catppuccin-latte .file.is-fullwidth .file-name{flex-grow:1;max-width:none}html.theme--catppuccin-latte .file.is-right{justify-content:flex-end}html.theme--catppuccin-latte .file.is-right .file-cta{border-radius:0 .4em .4em 0}html.theme--catppuccin-latte .file.is-right .file-name{border-radius:.4em 0 0 .4em;border-width:1px 0 1px 1px;order:-1}html.theme--catppuccin-latte .file-label{align-items:stretch;display:flex;cursor:pointer;justify-content:flex-start;overflow:hidden;position:relative}html.theme--catppuccin-latte .file-label:hover .file-cta{background-color:#c5c9d5;color:#41445a}html.theme--catppuccin-latte .file-label:hover .file-name{border-color:#a5a9b8}html.theme--catppuccin-latte .file-label:active .file-cta{background-color:#bdc2cf;color:#41445a}html.theme--catppuccin-latte .file-label:active .file-name{border-color:#9ea2b3}html.theme--catppuccin-latte .file-input{height:100%;left:0;opacity:0;outline:none;position:absolute;top:0;width:100%}html.theme--catppuccin-latte .file-cta,html.theme--catppuccin-latte .file-name{border-color:#acb0be;border-radius:.4em;font-size:1em;padding-left:1em;padding-right:1em;white-space:nowrap}html.theme--catppuccin-latte .file-cta{background-color:#ccd0da;color:#4c4f69}html.theme--catppuccin-latte .file-name{border-color:#acb0be;border-style:solid;border-width:1px 1px 1px 0;display:block;max-width:16em;overflow:hidden;text-align:inherit;text-overflow:ellipsis}html.theme--catppuccin-latte .file-icon{align-items:center;display:flex;height:1em;justify-content:center;margin-right:.5em;width:1em}html.theme--catppuccin-latte .file-icon .fa{font-size:14px}html.theme--catppuccin-latte .label{color:#41445a;display:block;font-size:1rem;font-weight:700}html.theme--catppuccin-latte .label:not(:last-child){margin-bottom:0.5em}html.theme--catppuccin-latte .label.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.label{font-size:.75rem}html.theme--catppuccin-latte .label.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .label.is-large{font-size:1.5rem}html.theme--catppuccin-latte .help{display:block;font-size:.75rem;margin-top:0.25rem}html.theme--catppuccin-latte .help.is-white{color:#fff}html.theme--catppuccin-latte .help.is-black{color:#0a0a0a}html.theme--catppuccin-latte .help.is-light{color:#f5f5f5}html.theme--catppuccin-latte .help.is-dark,html.theme--catppuccin-latte .content kbd.help{color:#ccd0da}html.theme--catppuccin-latte .help.is-primary,html.theme--catppuccin-latte .docstring>section>a.help.docs-sourcelink{color:#1e66f5}html.theme--catppuccin-latte .help.is-link{color:#1e66f5}html.theme--catppuccin-latte .help.is-info{color:#179299}html.theme--catppuccin-latte .help.is-success{color:#40a02b}html.theme--catppuccin-latte .help.is-warning{color:#df8e1d}html.theme--catppuccin-latte .help.is-danger{color:#d20f39}html.theme--catppuccin-latte .field:not(:last-child){margin-bottom:0.75rem}html.theme--catppuccin-latte .field.has-addons{display:flex;justify-content:flex-start}html.theme--catppuccin-latte .field.has-addons .control:not(:last-child){margin-right:-1px}html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .button,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .input,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:not(:first-child):not(:last-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .select select{border-radius:0}html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .button,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .input,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:first-child:not(:only-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .select select{border-bottom-right-radius:0;border-top-right-radius:0}html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .button,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .input,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:last-child:not(:only-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .select select{border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-hovered:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-hovered:not([disabled]){z-index:2}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .button.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .button.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):focus,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .input.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-focused:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):active,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .input.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-active:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .select select.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .select select.is-active:not([disabled]){z-index:3}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):focus:hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):active:hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-active:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-active:not([disabled]):hover{z-index:4}html.theme--catppuccin-latte .field.has-addons .control.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .field.has-addons.has-addons-centered{justify-content:center}html.theme--catppuccin-latte .field.has-addons.has-addons-right{justify-content:flex-end}html.theme--catppuccin-latte .field.has-addons.has-addons-fullwidth .control{flex-grow:1;flex-shrink:0}html.theme--catppuccin-latte .field.is-grouped{display:flex;justify-content:flex-start}html.theme--catppuccin-latte .field.is-grouped>.control{flex-shrink:0}html.theme--catppuccin-latte .field.is-grouped>.control:not(:last-child){margin-bottom:0;margin-right:.75rem}html.theme--catppuccin-latte .field.is-grouped>.control.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .field.is-grouped.is-grouped-centered{justify-content:center}html.theme--catppuccin-latte .field.is-grouped.is-grouped-right{justify-content:flex-end}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline{flex-wrap:wrap}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline>.control:last-child,html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline>.control:not(:last-child){margin-bottom:0.75rem}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline:last-child{margin-bottom:-0.75rem}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline:not(:last-child){margin-bottom:0}@media screen and (min-width: 769px),print{html.theme--catppuccin-latte .field.is-horizontal{display:flex}}html.theme--catppuccin-latte .field-label .label{font-size:inherit}@media screen and (max-width: 768px){html.theme--catppuccin-latte .field-label{margin-bottom:0.5rem}}@media screen and (min-width: 769px),print{html.theme--catppuccin-latte .field-label{flex-basis:0;flex-grow:1;flex-shrink:0;margin-right:1.5rem;text-align:right}html.theme--catppuccin-latte .field-label.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.field-label{font-size:.75rem;padding-top:0.375em}html.theme--catppuccin-latte .field-label.is-normal{padding-top:0.375em}html.theme--catppuccin-latte .field-label.is-medium{font-size:1.25rem;padding-top:0.375em}html.theme--catppuccin-latte .field-label.is-large{font-size:1.5rem;padding-top:0.375em}}html.theme--catppuccin-latte .field-body .field .field{margin-bottom:0}@media screen and (min-width: 769px),print{html.theme--catppuccin-latte .field-body{display:flex;flex-basis:0;flex-grow:5;flex-shrink:1}html.theme--catppuccin-latte .field-body .field{margin-bottom:0}html.theme--catppuccin-latte .field-body>.field{flex-shrink:1}html.theme--catppuccin-latte .field-body>.field:not(.is-narrow){flex-grow:1}html.theme--catppuccin-latte .field-body>.field:not(:last-child){margin-right:.75rem}}html.theme--catppuccin-latte .control{box-sizing:border-box;clear:both;font-size:1rem;position:relative;text-align:inherit}html.theme--catppuccin-latte .control.has-icons-left .input:focus~.icon,html.theme--catppuccin-latte .control.has-icons-left #documenter .docs-sidebar form.docs-search>input:focus~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-left form.docs-search>input:focus~.icon,html.theme--catppuccin-latte .control.has-icons-left .select:focus~.icon,html.theme--catppuccin-latte .control.has-icons-right .input:focus~.icon,html.theme--catppuccin-latte .control.has-icons-right #documenter .docs-sidebar form.docs-search>input:focus~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-right form.docs-search>input:focus~.icon,html.theme--catppuccin-latte .control.has-icons-right .select:focus~.icon{color:#ccd0da}html.theme--catppuccin-latte .control.has-icons-left .input.is-small~.icon,html.theme--catppuccin-latte .control.has-icons-left #documenter .docs-sidebar form.docs-search>input~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-left form.docs-search>input~.icon,html.theme--catppuccin-latte .control.has-icons-left .select.is-small~.icon,html.theme--catppuccin-latte .control.has-icons-right .input.is-small~.icon,html.theme--catppuccin-latte .control.has-icons-right #documenter .docs-sidebar form.docs-search>input~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-right form.docs-search>input~.icon,html.theme--catppuccin-latte .control.has-icons-right .select.is-small~.icon{font-size:.75rem}html.theme--catppuccin-latte .control.has-icons-left .input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-left #documenter .docs-sidebar form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-left form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-left .select.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-right .input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-right #documenter .docs-sidebar form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-right form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-right .select.is-medium~.icon{font-size:1.25rem}html.theme--catppuccin-latte .control.has-icons-left 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kbd.button.is-outlined{background-color:transparent;border-color:#363a4f;box-shadow:none;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-macchiato .content 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.button.is-info.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-focused{background-color:#8bd5ca;border-color:#8bd5ca;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-outlined{background-color:transparent;border-color:#8bd5ca;box-shadow:none;color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.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--catppuccin-macchiato .button.is-info.is-light{background-color:#f0faf8;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:hover,html.theme--catppuccin-macchiato .button.is-info.is-light.is-hovered{background-color:#e7f6f4;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:active,html.theme--catppuccin-macchiato .button.is-info.is-light.is-active{background-color:#ddf3f0;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:hover,html.theme--catppuccin-macchiato .button.is-success.is-hovered{background-color:#9ed78c;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus,html.theme--catppuccin-macchiato .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus:not(:active),html.theme--catppuccin-macchiato .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,218,149,0.25)}html.theme--catppuccin-macchiato .button.is-success:active,html.theme--catppuccin-macchiato .button.is-success.is-active{background-color:#96d382;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:#a6da95;box-shadow:none}html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-focused{background-color:#a6da95;border-color:#a6da95;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.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--catppuccin-macchiato .button.is-success.is-light{background-color:#f2faf0;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:hover,html.theme--catppuccin-macchiato .button.is-success.is-light.is-hovered{background-color:#eaf6e6;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:active,html.theme--catppuccin-macchiato .button.is-success.is-light.is-active{background-color:#e2f3dd;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:hover,html.theme--catppuccin-macchiato .button.is-warning.is-hovered{background-color:#eccf94;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus,html.theme--catppuccin-macchiato .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus:not(:active),html.theme--catppuccin-macchiato .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(238,212,159,0.25)}html.theme--catppuccin-macchiato .button.is-warning:active,html.theme--catppuccin-macchiato .button.is-warning.is-active{background-color:#eaca89;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:#eed49f;box-shadow:none}html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-focused{background-color:#eed49f;border-color:#eed49f;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.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--catppuccin-macchiato .button.is-warning.is-light{background-color:#fcf7ee;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:hover,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-hovered{background-color:#faf2e3;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:active,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-active{background-color:#f8eed8;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:hover,html.theme--catppuccin-macchiato .button.is-danger.is-hovered{background-color:#eb7c8c;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus,html.theme--catppuccin-macchiato .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus:not(:active),html.theme--catppuccin-macchiato .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(237,135,150,0.25)}html.theme--catppuccin-macchiato .button.is-danger:active,html.theme--catppuccin-macchiato .button.is-danger.is-active{background-color:#ea7183;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:#ed8796;box-shadow:none}html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-macchiato .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-focused{background-color:#ed8796;border-color:#ed8796;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-light{background-color:#fcedef;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:hover,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-hovered{background-color:#fbe2e6;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:active,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-active{background-color:#f9d7dc;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-macchiato .button.is-small:not(.is-rounded),html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-macchiato .button.is-normal{font-size:1rem}html.theme--catppuccin-macchiato .button.is-medium{font-size:1.25rem}html.theme--catppuccin-macchiato .button.is-large{font-size:1.5rem}html.theme--catppuccin-macchiato .button[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button{background-color:#6e738d;border-color:#5b6078;box-shadow:none;opacity:.5}html.theme--catppuccin-macchiato .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-macchiato .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-macchiato .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-macchiato .button.is-static{background-color:#1e2030;border-color:#5b6078;color:#8087a2;box-shadow:none;pointer-events:none}html.theme--catppuccin-macchiato .button.is-rounded,html.theme--catppuccin-macchiato #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--catppuccin-macchiato .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-macchiato .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-macchiato .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-macchiato .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-macchiato .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-macchiato .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-macchiato .buttons.are-small 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.container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-macchiato .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-macchiato .content li+li{margin-top:0.25em}html.theme--catppuccin-macchiato .content p:not(:last-child),html.theme--catppuccin-macchiato .content dl:not(:last-child),html.theme--catppuccin-macchiato .content ol:not(:last-child),html.theme--catppuccin-macchiato .content ul:not(:last-child),html.theme--catppuccin-macchiato .content blockquote:not(:last-child),html.theme--catppuccin-macchiato .content pre:not(:last-child),html.theme--catppuccin-macchiato .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-macchiato .content h1,html.theme--catppuccin-macchiato .content h2,html.theme--catppuccin-macchiato .content h3,html.theme--catppuccin-macchiato .content h4,html.theme--catppuccin-macchiato .content h5,html.theme--catppuccin-macchiato .content 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ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-macchiato .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-macchiato .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-macchiato .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-macchiato .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-macchiato .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-macchiato .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-macchiato .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-macchiato .content ul ul ul{list-style-type:square}html.theme--catppuccin-macchiato .content dd{margin-left:2em}html.theme--catppuccin-macchiato .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-macchiato 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form.docs-search>input.is-active{box-shadow:0 0 0 0.125em rgba(255,255,255,0.25)}html.theme--catppuccin-macchiato .is-black.textarea,html.theme--catppuccin-macchiato .is-black.input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black{border-color:#0a0a0a}html.theme--catppuccin-macchiato .is-black.textarea:focus,html.theme--catppuccin-macchiato .is-black.input:focus,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black:focus,html.theme--catppuccin-macchiato .is-black.is-focused.textarea,html.theme--catppuccin-macchiato .is-black.is-focused.input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-focused,html.theme--catppuccin-macchiato .is-black.textarea:active,html.theme--catppuccin-macchiato .is-black.input:active,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black:active,html.theme--catppuccin-macchiato 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html.theme--catppuccin-mocha .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-link.is-light{background-color:#ebf3fe;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:hover,html.theme--catppuccin-mocha .button.is-link.is-light.is-hovered{background-color:#dfebfe;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:active,html.theme--catppuccin-mocha .button.is-link.is-light.is-active{background-color:#d3e3fd;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-info{background-color:#94e2d5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:hover,html.theme--catppuccin-mocha .button.is-info.is-hovered{background-color:#8adfd1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:focus,html.theme--catppuccin-mocha .button.is-info.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:focus:not(:active),html.theme--catppuccin-mocha .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(148,226,213,0.25)}html.theme--catppuccin-mocha .button.is-info:active,html.theme--catppuccin-mocha .button.is-info.is-active{background-color:#80ddcd;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info{background-color:#94e2d5;border-color:#94e2d5;box-shadow:none}html.theme--catppuccin-mocha .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted:hover,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-info.is-outlined{background-color:transparent;border-color:#94e2d5;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-focused{background-color:#94e2d5;border-color:#94e2d5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-outlined{background-color:transparent;border-color:#94e2d5;box-shadow:none;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.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--catppuccin-mocha .button.is-info.is-light{background-color:#effbf9;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:hover,html.theme--catppuccin-mocha .button.is-info.is-light.is-hovered{background-color:#e5f8f5;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:active,html.theme--catppuccin-mocha .button.is-info.is-light.is-active{background-color:#dbf5f1;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:hover,html.theme--catppuccin-mocha .button.is-success.is-hovered{background-color:#9de097;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus,html.theme--catppuccin-mocha .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus:not(:active),html.theme--catppuccin-mocha .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,227,161,0.25)}html.theme--catppuccin-mocha .button.is-success:active,html.theme--catppuccin-mocha .button.is-success.is-active{background-color:#93dd8d;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:#a6e3a1;box-shadow:none}html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-focused{background-color:#a6e3a1;border-color:#a6e3a1;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.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--catppuccin-mocha .button.is-success.is-light{background-color:#f0faef;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:hover,html.theme--catppuccin-mocha .button.is-success.is-light.is-hovered{background-color:#e7f7e5;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:active,html.theme--catppuccin-mocha .button.is-success.is-light.is-active{background-color:#def4dc;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:hover,html.theme--catppuccin-mocha .button.is-warning.is-hovered{background-color:#f8dea3;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus,html.theme--catppuccin-mocha .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus:not(:active),html.theme--catppuccin-mocha .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(249,226,175,0.25)}html.theme--catppuccin-mocha .button.is-warning:active,html.theme--catppuccin-mocha .button.is-warning.is-active{background-color:#f7d997;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:#f9e2af;box-shadow:none}html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-focused{background-color:#f9e2af;border-color:#f9e2af;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.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--catppuccin-mocha .button.is-warning.is-light{background-color:#fef8ec;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:hover,html.theme--catppuccin-mocha .button.is-warning.is-light.is-hovered{background-color:#fdf4e0;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:active,html.theme--catppuccin-mocha .button.is-warning.is-light.is-active{background-color:#fcf0d4;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:hover,html.theme--catppuccin-mocha .button.is-danger.is-hovered{background-color:#f27f9f;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus,html.theme--catppuccin-mocha .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus:not(:active),html.theme--catppuccin-mocha .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(243,139,168,0.25)}html.theme--catppuccin-mocha .button.is-danger:active,html.theme--catppuccin-mocha .button.is-danger.is-active{background-color:#f17497;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:#f38ba8;box-shadow:none}html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-focused{background-color:#f38ba8;border-color:#f38ba8;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-light{background-color:#fdedf1;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:hover,html.theme--catppuccin-mocha .button.is-danger.is-light.is-hovered{background-color:#fce1e8;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:active,html.theme--catppuccin-mocha .button.is-danger.is-light.is-active{background-color:#fbd5e0;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-mocha .button.is-small:not(.is-rounded),html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .button.is-normal{font-size:1rem}html.theme--catppuccin-mocha .button.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .button.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .button[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button{background-color:#6c7086;border-color:#585b70;box-shadow:none;opacity:.5}html.theme--catppuccin-mocha .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-mocha .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-mocha .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-mocha .button.is-static{background-color:#181825;border-color:#585b70;color:#7f849c;box-shadow:none;pointer-events:none}html.theme--catppuccin-mocha .button.is-rounded,html.theme--catppuccin-mocha #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--catppuccin-mocha .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-mocha .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-mocha .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-mocha .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-mocha .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-mocha .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-mocha .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-mocha .buttons.has-addons .button:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-mocha .buttons.has-addons .button:focus,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused,html.theme--catppuccin-mocha .buttons.has-addons .button:active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-mocha .buttons.has-addons .button:focus:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-mocha .buttons.has-addons .button:active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-mocha .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-mocha .buttons.is-centered{justify-content:center}html.theme--catppuccin-mocha .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-mocha .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-mocha .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--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-mocha .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-mocha .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-mocha .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-mocha .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-mocha .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-mocha .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-mocha .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-mocha .content li+li{margin-top:0.25em}html.theme--catppuccin-mocha .content p:not(:last-child),html.theme--catppuccin-mocha .content dl:not(:last-child),html.theme--catppuccin-mocha .content ol:not(:last-child),html.theme--catppuccin-mocha .content ul:not(:last-child),html.theme--catppuccin-mocha .content blockquote:not(:last-child),html.theme--catppuccin-mocha .content pre:not(:last-child),html.theme--catppuccin-mocha .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-mocha .content h1,html.theme--catppuccin-mocha .content h2,html.theme--catppuccin-mocha .content h3,html.theme--catppuccin-mocha .content h4,html.theme--catppuccin-mocha .content h5,html.theme--catppuccin-mocha .content h6{color:#cdd6f4;font-weight:600;line-height:1.125}html.theme--catppuccin-mocha .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-mocha .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-mocha .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-mocha .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-mocha .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-mocha .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-mocha .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-mocha .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-mocha .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-mocha .content blockquote{background-color:#181825;border-left:5px solid #585b70;padding:1.25em 1.5em}html.theme--catppuccin-mocha .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-mocha .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-mocha .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-mocha .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-mocha .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-mocha .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-mocha .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-mocha .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-mocha .content ul ul ul{list-style-type:square}html.theme--catppuccin-mocha .content dd{margin-left:2em}html.theme--catppuccin-mocha .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-mocha .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-mocha .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-mocha .content figure img{display:inline-block}html.theme--catppuccin-mocha .content figure figcaption{font-style:italic}html.theme--catppuccin-mocha .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-mocha .content sup,html.theme--catppuccin-mocha .content sub{font-size:75%}html.theme--catppuccin-mocha .content table{width:100%}html.theme--catppuccin-mocha .content table td,html.theme--catppuccin-mocha .content table th{border:1px solid #585b70;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-mocha .content table th{color:#b8c5ef}html.theme--catppuccin-mocha .content table th:not([align]){text-align:inherit}html.theme--catppuccin-mocha .content table thead td,html.theme--catppuccin-mocha .content table thead th{border-width:0 0 2px;color:#b8c5ef}html.theme--catppuccin-mocha .content table tfoot td,html.theme--catppuccin-mocha .content table tfoot th{border-width:2px 0 0;color:#b8c5ef}html.theme--catppuccin-mocha .content table tbody tr:last-child td,html.theme--catppuccin-mocha .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-mocha .content .tabs li+li{margin-top:0}html.theme--catppuccin-mocha .content.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-mocha .content.is-normal{font-size:1rem}html.theme--catppuccin-mocha .content.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .content.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-mocha .icon.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-mocha .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-mocha .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-mocha .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-mocha .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-mocha .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--catppuccin-mocha .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--catppuccin-mocha div.icon-text{display:flex}html.theme--catppuccin-mocha .image,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--catppuccin-mocha .image img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--catppuccin-mocha .image img.is-rounded,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--catppuccin-mocha .image.is-fullwidth,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--catppuccin-mocha .image.is-square img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-mocha .image.is-square .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--catppuccin-mocha .image.is-1by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar 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.has-ratio,html.theme--catppuccin-mocha .image.is-5by3 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--catppuccin-mocha .image.is-5by3 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--catppuccin-mocha .image.is-16by9 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--catppuccin-mocha .image.is-16by9 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--catppuccin-mocha .image.is-2by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--catppuccin-mocha .image.is-2by1 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--catppuccin-mocha .image.is-3by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--catppuccin-mocha 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img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5 img,html.theme--catppuccin-mocha .image.is-3by5 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5 .has-ratio,html.theme--catppuccin-mocha .image.is-9by16 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-9by16 img,html.theme--catppuccin-mocha .image.is-9by16 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-9by16 .has-ratio,html.theme--catppuccin-mocha .image.is-1by2 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by2 img,html.theme--catppuccin-mocha .image.is-1by2 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by2 .has-ratio,html.theme--catppuccin-mocha .image.is-1by3 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by3 img,html.theme--catppuccin-mocha .image.is-1by3 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by3 .has-ratio{height:100%;width:100%}html.theme--catppuccin-mocha .image.is-square,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square,html.theme--catppuccin-mocha .image.is-1by1,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by1{padding-top:100%}html.theme--catppuccin-mocha .image.is-5by4,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by4{padding-top:80%}html.theme--catppuccin-mocha .image.is-4by3,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-4by3{padding-top:75%}html.theme--catppuccin-mocha .image.is-3by2,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by2{padding-top:66.6666%}html.theme--catppuccin-mocha .image.is-5by3,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3{padding-top:60%}html.theme--catppuccin-mocha .image.is-16by9,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9{padding-top:56.25%}html.theme--catppuccin-mocha .image.is-2by1,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1{padding-top:50%}html.theme--catppuccin-mocha .image.is-3by1,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by1{padding-top:33.3333%}html.theme--catppuccin-mocha .image.is-4by5,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-4by5{padding-top:125%}html.theme--catppuccin-mocha .image.is-3by4,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by4{padding-top:133.3333%}html.theme--catppuccin-mocha .image.is-2by3,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by3{padding-top:150%}html.theme--catppuccin-mocha .image.is-3by5,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5{padding-top:166.6666%}html.theme--catppuccin-mocha .image.is-9by16,html.theme--catppuccin-mocha #documenter 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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:#fbefef;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:hover,html.theme--documenter-dark .button.is-danger.is-light.is-hovered{background-color:#f8e6e5;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:active,html.theme--documenter-dark .button.is-danger.is-light.is-active{background-color:#f6dcda;border-color:transparent;color:#c03930}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 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.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 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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 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span.sgr42{background-color:#066f00}.ansi span.sgr43{background-color:#856b00}.ansi span.sgr44{background-color:#2149b0}.ansi span.sgr45{background-color:#7d4498}.ansi span.sgr46{background-color:#007989}.ansi span.sgr47{background-color:gray}.ansi span.sgr90{color:#616161}.ansi span.sgr91{color:#cb3c33}.ansi span.sgr92{color:#0e8300}.ansi span.sgr93{color:#a98800}.ansi span.sgr94{color:#3c5dcd}.ansi span.sgr95{color:#9256af}.ansi span.sgr96{color:#008fa3}.ansi span.sgr97{color:#f5f5f5}.ansi span.sgr100{background-color:#616161}.ansi span.sgr101{background-color:#cb3c33}.ansi span.sgr102{background-color:#0e8300}.ansi span.sgr103{background-color:#a98800}.ansi span.sgr104{background-color:#3c5dcd}.ansi span.sgr105{background-color:#9256af}.ansi span.sgr106{background-color:#008fa3}.ansi span.sgr107{background-color:#f5f5f5}code.language-julia-repl>span.hljs-meta{color:#066f00;font-weight:bolder}/*! + Theme: Default + Description: Original highlight.js style + Author: (c) Ivan Sagalaev + Maintainer: @highlightjs/core-team + Website: https://highlightjs.org/ + License: see project LICENSE + Touched: 2021 +*/pre code.hljs{display:block;overflow-x:auto;padding:1em}code.hljs{padding:3px 5px}.hljs{background:#F3F3F3;color:#444}.hljs-comment{color:#697070}.hljs-tag,.hljs-punctuation{color:#444a}.hljs-tag .hljs-name,.hljs-tag .hljs-attr{color:#444}.hljs-keyword,.hljs-attribute,.hljs-selector-tag,.hljs-meta .hljs-keyword,.hljs-doctag,.hljs-name{font-weight:bold}.hljs-type,.hljs-string,.hljs-number,.hljs-selector-id,.hljs-selector-class,.hljs-quote,.hljs-template-tag,.hljs-deletion{color:#880000}.hljs-title,.hljs-section{color:#880000;font-weight:bold}.hljs-regexp,.hljs-symbol,.hljs-variable,.hljs-template-variable,.hljs-link,.hljs-selector-attr,.hljs-operator,.hljs-selector-pseudo{color:#ab5656}.hljs-literal{color:#695}.hljs-built_in,.hljs-bullet,.hljs-code,.hljs-addition{color:#397300}.hljs-meta{color:#1f7199}.hljs-meta .hljs-string{color:#38a}.hljs-emphasis{font-style:italic}.hljs-strong{font-weight:bold}.gap-4{gap:1rem} diff --git a/v0.3.36/assets/themeswap.js b/v0.3.36/assets/themeswap.js new file mode 100644 index 0000000..9f5eebe --- /dev/null +++ b/v0.3.36/assets/themeswap.js @@ -0,0 +1,84 @@ +// Small function to quickly swap out themes. Gets put into the tag.. +function set_theme_from_local_storage() { + // Initialize the theme to null, which means default + var theme = null; + // If the browser supports the localstorage and is not disabled then try to get the + // documenter theme + if (window.localStorage != null) { + // Get the user-picked theme from localStorage. May be `null`, which means the default + // theme. + theme = window.localStorage.getItem("documenter-theme"); + } + // Check if the users preference is for dark color scheme + var darkPreference = + window.matchMedia("(prefers-color-scheme: dark)").matches === true; + // Initialize a few variables for the loop: + // + // - active: will contain the index of the theme that should be active. Note that there + // is no guarantee that localStorage contains sane values. If `active` stays `null` + // we either could not find the theme or it is the default (primary) theme anyway. + // Either way, we then need to stick to the primary theme. + // + // - disabled: style sheets that should be disabled (i.e. all the theme style sheets + // that are not the currently active theme) + var active = null; + var disabled = []; + var primaryLightTheme = null; + var primaryDarkTheme = null; + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // To distinguish the default (primary) theme, it needs to have the data-theme-primary + // attribute set. + if (ss.ownerNode.getAttribute("data-theme-primary") !== null) { + primaryLightTheme = themename; + } + // Check if the theme is primary dark theme so that we could store its name in darkTheme + if (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null) { + primaryDarkTheme = themename; + } + // If we find a matching theme (and it's not the default), we'll set active to non-null + if (themename === theme) active = i; + // Store the style sheets of inactive themes so that we could disable them + if (themename !== theme) disabled.push(ss); + } + var activeTheme = null; + if (active !== null) { + // If we did find an active theme, we'll (1) add the theme--$(theme) class to + document.getElementsByTagName("html")[0].className = "theme--" + theme; + activeTheme = theme; + } else { + // If we did _not_ find an active theme, then we need to fall back to the primary theme + // which can either be dark or light, depending on the user's OS preference. + var activeTheme = darkPreference ? primaryDarkTheme : primaryLightTheme; + // In case it somehow happens that the relevant primary theme was not found in the + // preceding loop, we abort without doing anything. + if (activeTheme === null) { + console.error("Unable to determine primary theme."); + return; + } + // When switching to the primary light theme, then we must not have a class name + // for the tag. That's only for non-primary or the primary dark theme. + if (darkPreference) { + document.getElementsByTagName("html")[0].className = + "theme--" + activeTheme; + } else { + document.getElementsByTagName("html")[0].className = ""; + } + } + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // we'll disable all the stylesheets, except for the active one + ss.disabled = !(themename == activeTheme); + } +} +set_theme_from_local_storage(); diff --git a/v0.3.36/assets/warner.js b/v0.3.36/assets/warner.js new file mode 100644 index 0000000..3f6f5d0 --- /dev/null +++ b/v0.3.36/assets/warner.js @@ -0,0 +1,52 @@ +function maybeAddWarning() { + // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE + // in siteinfo.js. + // If either of these are undefined something went horribly wrong, so we abort. + if ( + window.DOCUMENTER_NEWEST === undefined || + window.DOCUMENTER_CURRENT_VERSION === undefined || + window.DOCUMENTER_STABLE === undefined + ) { + return; + } + + // Current version is not a version number, so we can't tell if it's the newest version. Abort. + if (!/v(\d+\.)*\d+/.test(window.DOCUMENTER_CURRENT_VERSION)) { + return; + } + + // Current version is newest version, so no need to add a warning. + if (window.DOCUMENTER_NEWEST === window.DOCUMENTER_CURRENT_VERSION) { + return; + } + + // Add a noindex meta tag (unless one exists) so that search engines don't index this version of the docs. + if (document.body.querySelector('meta[name="robots"]') === null) { + const meta = document.createElement("meta"); + meta.name = "robots"; + meta.content = "noindex"; + + document.getElementsByTagName("head")[0].appendChild(meta); + } + + const div = document.createElement("div"); + div.classList.add("outdated-warning-overlay"); + const closer = document.createElement("button"); + closer.classList.add("outdated-warning-closer", "delete"); + closer.addEventListener("click", function () { + document.body.removeChild(div); + }); + const href = window.documenterBaseURL + "/../" + window.DOCUMENTER_STABLE; + div.innerHTML = + 'This documentation is not for the latest stable release, but for either the development version or an older release.
Click here to go to the documentation for the latest stable release.'; + div.appendChild(closer); + document.body.appendChild(div); +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", maybeAddWarning); +} else { + maybeAddWarning(); +} diff --git a/v0.3.36/complete_sii/index.html b/v0.3.36/complete_sii/index.html new file mode 100644 index 0000000..94786c7 --- /dev/null +++ b/v0.3.36/complete_sii/index.html @@ -0,0 +1,348 @@ + +Implementing the Complete Symbolic Indexing Interface · SymbolicIndexingInterface.jl
GitHub

Implementing the Complete Symbolic Indexing Interface

Index Provider Interface

This tutorial will show how to define the entire Symbolic Indexing Interface on an ExampleSystem:

struct ExampleSystem
+  state_index::Dict{Symbol,Int}
+  parameter_index::Dict{Symbol,Int}
+  independent_variable::Union{Symbol,Nothing}
+  defaults::Dict{Symbol, Float64}
+  # mapping from observed variable to Expr to calculate its value
+  observed::Dict{Symbol,Expr}
+end

Not all the methods in the interface are required. Some only need to be implemented if a type supports specific functionality. Consider the following struct, which needs to implement the interface:

Mandatory methods

Simple Indexing Functions

These are the simple functions which describe how to turn symbols into indices.

function SymbolicIndexingInterface.is_variable(sys::ExampleSystem, sym)
+  haskey(sys.state_index, sym)
+end
+
+function SymbolicIndexingInterface.variable_index(sys::ExampleSystem, sym)
+  get(sys.state_index, sym, nothing)
+end
+
+function SymbolicIndexingInterface.variable_symbols(sys::ExampleSystem)
+  collect(keys(sys.state_index))
+end
+
+function SymbolicIndexingInterface.is_parameter(sys::ExampleSystem, sym)
+  haskey(sys.parameter_index, sym)
+end
+
+function SymbolicIndexingInterface.parameter_index(sys::ExampleSystem, sym)
+  get(sys.parameter_index, sym, nothing)
+end
+
+function SymbolicIndexingInterface.parameter_symbols(sys::ExampleSystem)
+  collect(keys(sys.parameter_index))
+end
+
+function SymbolicIndexingInterface.is_independent_variable(sys::ExampleSystem, sym)
+  # note we have to check separately for `nothing`, otherwise
+  # `is_independent_variable(p, nothing)` would return `true`.
+  sys.independent_variable !== nothing && sym === sys.independent_variable
+end
+
+function SymbolicIndexingInterface.independent_variable_symbols(sys::ExampleSystem)
+  sys.independent_variable === nothing ? [] : [sys.independent_variable]
+end
+
+function SymbolicIndexingInterface.is_time_dependent(sys::ExampleSystem)
+  sys.independent_variable !== nothing
+end
+
+SymbolicIndexingInterface.constant_structure(::ExampleSystem) = true
+
+function SymbolicIndexingInterface.all_solvable_symbols(sys::ExampleSystem)
+  return vcat(
+    collect(keys(sys.state_index)),
+    collect(keys(sys.observed)),
+  )
+end
+
+function SymbolicIndexingInterface.all_symbols(sys::ExampleSystem)
+  return vcat(
+    all_solvable_symbols(sys),
+    collect(keys(sys.parameter_index)),
+    sys.independent_variable === nothing ? Symbol[] : sys.independent_variable
+  )
+end
+
+function SymbolicIndexingInterface.default_values(sys::ExampleSystem)
+  return sys.defaults
+end

Observed Equation Handling

These are for handling symbolic expressions and generating equations which are not directly in the solution vector.

using RuntimeGeneratedFunctions
+RuntimeGeneratedFunctions.init(@__MODULE__)
+
+# this type accepts `Expr` for observed expressions involving state/parameter/observed
+# variables
+SymbolicIndexingInterface.is_observed(sys::ExampleSystem, sym) = sym isa Expr || sym isa Symbol && haskey(sys.observed, sym)
+
+function SymbolicIndexingInterface.observed(sys::ExampleSystem, sym::Expr)
+  # generate a function with the appropriate signature
+  if is_time_dependent(sys)
+    fn_expr = :(
+      function gen(u, p, t)
+        # assign a variable for each state symbol it's value in u
+        $([:($var = u[$idx]) for (var, idx) in pairs(sys.state_index)]...)
+        # assign a variable for each parameter symbol it's value in p
+        $([:($var = p[$idx]) for (var, idx) in pairs(sys.parameter_index)]...)
+        # assign a variable for the independent variable
+        $(sys.independent_variable) = t
+        # return the value of the expression
+        return $sym
+      end
+    )
+  else
+    fn_expr = :(
+      function gen(u, p)
+        # assign a variable for each state symbol it's value in u
+        $([:($var = u[$idx]) for (var, idx) in pairs(sys.state_index)]...)
+        # assign a variable for each parameter symbol it's value in p
+        $([:($var = p[$idx]) for (var, idx) in pairs(sys.parameter_index)]...)
+        # return the value of the expression
+        return $sym
+      end
+    )
+  end
+  return @RuntimeGeneratedFunction(fn_expr)
+end

In case a type does not support such observed quantities, is_observed must be defined to always return false, and observed does not need to be implemented.

The same process can be followed for parameter_observed. In-place versions can also be implemented for parameter_observed.

Note about constant structure

Note that the method definitions are all assuming constant_structure(p) == true.

In case constant_structure(p) == false, the following methods would change:

  • constant_structure(::ExampleSystem) = false
  • variable_index(sys::ExampleSystem, sym) would become variable_index(sys::ExampleSystem, sym i) where i is the time index at which the index of sym is required.
  • variable_symbols(sys::ExampleSystem) would become variable_symbols(sys::ExampleSystem, i) where i is the time index at which the variable symbols are required.
  • observed(sys::ExampleSystem, sym) would become observed(sys::ExampleSystem, sym, i) where i is either the time index at which the index of sym is required or a Vector of state symbols at the current time index.

Optional methods

Note that observed is optional if is_observed is always false, or the type is only responsible for identifying observed values and observed will always be called on a type that wraps this type. An example is ModelingToolkit.AbstractSystem, which can identify whether a value is observed, but cannot implement observed itself.

Value Provider Interface

Other interface methods relate to indexing functions. If a type contains the values of parameter variables, it must implement parameter_values. This allows the default definitions of getp and setp to work. While setp is not typically useful for solution objects, it may be useful for integrators. Typically, the default implementations for getp and setp will suffice, and manually defining them is not necessary.

function SymbolicIndexingInterface.parameter_values(sys::ExampleSystem)
+  sys.p
+end

If a type contains the value of state variables, it can define state_values to enable the usage of getsym and setsym. These methods retturn getter/ setter functions to access or update the value of a state variable (or a collection of them). If the type also supports generating observed functions, getsym also enables returning functions to access the value of arbitrary expressions involving the system's symbols. This also requires that the type implement parameter_values and current_time (if the system is time-dependent).

Consider the following ExampleIntegrator

mutable struct ExampleIntegrator
+  u::Vector{Float64}
+  p::Vector{Float64}
+  t::Float64
+  sys::ExampleSystem
+end
+
+# define a fallback for the interface methods
+SymbolicIndexingInterface.symbolic_container(integ::ExampleIntegrator) = integ.sys
+SymbolicIndexingInterface.state_values(sys::ExampleIntegrator) = sys.u
+SymbolicIndexingInterface.parameter_values(sys::ExampleIntegrator) = sys.p
+SymbolicIndexingInterface.current_time(sys::ExampleIntegrator) = sys.t

Then the following example would work:

sys = ExampleSystem(Dict(:x => 1, :y => 2, :z => 3), Dict(:a => 1, :b => 2), :t, Dict())
+integrator = ExampleIntegrator([1.0, 2.0, 3.0], [4.0, 5.0], 6.0, sys)
+getx = getsym(sys, :x)
+getx(integrator) # 1.0
+
+get_expr = getsym(sys, :(x + y + t))
+get_expr(integrator) # 13.0
+
+setx! = setsym(sys, :y)
+setx!(integrator, 0.0)
+getx(integrator) # 0.0

In case a type stores timeseries data (such as solutions), then it must also implement the Timeseries trait. The type would then return a timeseries from state_values and current_time and the function returned from getsym would then return a timeseries as well. For example, consider the ExampleSolution below:

struct ExampleSolution
+  u::Vector{Vector{Float64}}
+  t::Vector{Float64}
+  p::Vector{Float64}
+  sys::ExampleSystem
+end
+
+# define a fallback for the interface methods
+SymbolicIndexingInterface.symbolic_container(sol::ExampleSolution) = sol.sys
+SymbolicIndexingInterface.parameter_values(sol::ExampleSolution) = sol.p
+# define the trait
+SymbolicIndexingInterface.is_timeseries(::Type{ExampleSolution}) = Timeseries()
+# both state_values and current_time return a timeseries, which must be
+# the same length
+SymbolicIndexingInterface.state_values(sol::ExampleSolution) = sol.u
+SymbolicIndexingInterface.current_time(sol::ExampleSolution) = sol.t

Then the following example would work:

# using the same system that the ExampleIntegrator used
+sol = ExampleSolution([[1.0, 2.0, 3.0], [1.5, 2.5, 3.5]], [4.0, 5.0], [6.0, 7.0], sys)
+getx = getsym(sys, :x)
+getx(sol) # [1.0, 1.5]
+
+get_expr = getsym(sys, :(x + y + t))
+get_expr(sol) # [9.0, 11.0]
+
+get_arr = getsym(sys, [:y, :(x + a)])
+get_arr(sol) # [[2.0, 5.0], [2.5, 5.5]]
+
+get_tuple = getsym(sys, (:z, :(z * t)))
+get_tuple(sol) # [(3.0, 18.0), (3.5, 24.5)]

Note that setsym is not designed to work for Timeseries objects.

If a type needs to perform some additional actions when updating the state/parameters or if it is not possible to return a mutable reference to the state/parameter vector which can directly be modified, the functions set_state! and/or set_parameter! can be used. For example, suppose our ExampleIntegrator had an additional field u_modified::Bool to allow it to keep track of when a discontinuity occurs and handle it appropriately. This flag needs to be set to true whenever the state is modified. The set_state! function can then be implemented as follows:

function SymbolicIndexingInterface.set_state!(integrator::ExampleIntegrator, val, idx)
+  integrator.u[idx] = val
+  integrator.u_modified = true
+end

Using finalize_parameters_hook!

The function finalize_parameters_hook! is called exactly once every time the function returned by setp is called. This allows performing any additional bookkeeping required when parameter values are updated. set_parameter! also allows performing similar functionality, but is called for every parameter that is updated, instead of just once. Thus, finalize_parameters_hook! is better for expensive computations that can be performed for a bulk parameter update.

The ParameterIndexingProxy

ParameterIndexingProxy is a wrapper around another type which implements the interface and allows using getp and setp to get and set parameter values. This allows for a cleaner interface for parameter indexing. Consider the following example for ExampleIntegrator:

function Base.getproperty(obj::ExampleIntegrator, sym::Symbol)
+  if sym === :ps
+    return ParameterIndexingProxy(obj)
+  else
+    return getfield(obj, sym)
+  end
+end

This enables the following API:

integrator = ExampleIntegrator([1.0, 2.0, 3.0], [4.0, 5.0], 6.0, Dict(:x => 1, :y => 2, :z => 3), Dict(:a => 1, :b => 2), :t)
+
+integrator.ps[:a] # 4.0
+getp(integrator, :a)(integrator) # functionally the same as above
+
+integrator.ps[:b] = 3.0
+setp(integrator, :b)(integrator, 3.0) # functionally the same as above

Parameter Timeseries

If a solution object includes modified parameter values (such as through callbacks) during the simulation, it must implement several additional functions for correct functioning of getsym and getp. ParameterTimeseriesCollection helps in implementing parameter timeseries objects. The following mockup gives an example of correct implementation of these functions and the indexing syntax they enable.

using SymbolicIndexingInterface
+
+# First, we must implement a parameter object that knows where the parameters in
+# each parameter timeseries are stored
+struct MyParameterObject
+    p::Vector{Float64}
+    disc_idxs::Vector{Vector{Int}}
+end
+
+# To be able to access parameter values
+SymbolicIndexingInterface.parameter_values(mpo::MyParameterObject) = mpo.p
+# Update the parameter object with new values
+# Here, we don't need the index provider but it may be necessary for other implementations
+function SymbolicIndexingInterface.with_updated_parameter_timeseries_values(
+      ::SymbolCache, mpo::MyParameterObject, args::Pair...)
+    for (ts_idx, val) in args
+        mpo.p[mpo.disc_idxs[ts_idx]] = val
+    end
+    return mpo
+end
+
+struct ExampleSolution2
+    sys::SymbolCache
+    u::Vector{Vector{Float64}}
+    t::Vector{Float64}
+    p::MyParameterObject # the parameter object. Only some parameters are timeseries params
+    p_ts::ParameterTimeseriesCollection
+end
+
+# Add the `:ps` property to automatically wrap in `ParameterIndexingProxy`
+function Base.getproperty(fs::ExampleSolution2, s::Symbol)
+    s === :ps ? ParameterIndexingProxy(fs) : getfield(fs, s)
+end
+# Use the contained `SymbolCache` for indexing
+SymbolicIndexingInterface.symbolic_container(fs::ExampleSolution2) = fs.sys
+# State indexing methods
+SymbolicIndexingInterface.state_values(fs::ExampleSolution2) = fs.u
+SymbolicIndexingInterface.current_time(fs::ExampleSolution2) = fs.t
+# By default, `parameter_values` refers to the last value
+SymbolicIndexingInterface.parameter_values(fs::ExampleSolution2) = fs.p
+SymbolicIndexingInterface.get_parameter_timeseries_collection(fs::ExampleSolution2) = fs.p_ts
+# Mark the object as a timeseries object
+SymbolicIndexingInterface.is_timeseries(::Type{ExampleSolution2}) = Timeseries()
+# Mark the object as a parameter timeseries object
+SymbolicIndexingInterface.is_parameter_timeseries(::Type{ExampleSolution2}) = Timeseries()

We will also need a timeseries object which will store individual parameter timeseries. DiffEqArray in RecursiveArrayTools.jl satisfies this use case, but we will implement one manually here.

struct MyDiffEqArray
+  t::Vector{Float64}
+  u::Vector{Vector{Float64}}
+end
+
+# Must be a timeseries object, and implement `current_time` and `state_values`
+SymbolicIndexingInterface.is_timeseries(::Type{MyDiffEqArray}) = Timeseries()
+SymbolicIndexingInterface.current_time(a::MyDiffEqArray) = a.t
+SymbolicIndexingInterface.state_values(a::MyDiffEqArray) = a.u

Now we can create an example object and observe the new functionality. Note that sol.ps[sym, args...] is identical to getp(sol, sym)(sol, args...). In a real application, the solution object will be populated during the solve process. We manually construct the object here for demonstration.

sys = SymbolCache(
+  [:x, :y, :z], [:a, :b, :c, :d], :t;
+  # specify that :b, :c and :d are timeseries parameters
+  # :b and :c belong to the same timeseries
+  # :d is in a different timeseries
+  timeseries_parameters = Dict(
+    :b => ParameterTimeseriesIndex(1, 1),
+    :c => ParameterTimeseriesIndex(1, 2),
+    :d => ParameterTimeseriesIndex(2, 1),
+  ))
+b_c_timeseries = MyDiffEqArray(
+  collect(0.0:0.1:1.0),
+  [[0.25i, 0.35i] for i in 1:11]
+)
+d_timeseries = MyDiffEqArray(
+  collect(0.0:0.2:1.0),
+  [[0.17i] for i in 1:6]
+)
+p = MyParameterObject(
+  # parameter values at the final time
+  [4.2, b_c_timeseries.u[end]..., d_timeseries.u[end]...],
+  [[2, 3], [4]]
+)
+sol = ExampleSolution2(
+    sys,
+    [i * ones(3) for i in 1:5], # u
+    collect(0.0:0.25:1.0), # t
+    p,
+    ParameterTimeseriesCollection([b_c_timeseries, d_timeseries], deepcopy(p))
+)
+sol.ps[:a] # returns the value of non-timeseries parameter
4.2
sol.ps[:b] # returns the timeseries of :b
11-element Vector{Float64}:
+ 0.25
+ 0.5
+ 0.75
+ 1.0
+ 1.25
+ 1.5
+ 1.75
+ 2.0
+ 2.25
+ 2.5
+ 2.75
sol.ps[:b, 3] # index at a specific index in the parameter timeseries
0.75
sol.ps[:b, [3, 6, 8]] # index using arrays
3-element Vector{Float64}:
+ 0.75
+ 1.5
+ 2.0
idxs = @show rand(Bool, 11) # boolean mask for indexing
+sol.ps[:b, idxs]
5-element Vector{Float64}:
+ 0.25
+ 0.5
+ 0.75
+ 1.5
+ 2.5
sol.ps[[:a, :b]] # :a has the same value at all time points
11-element Vector{Vector{Float64}}:
+ [4.2, 0.25]
+ [4.2, 0.5]
+ [4.2, 0.75]
+ [4.2, 1.0]
+ [4.2, 1.25]
+ [4.2, 1.5]
+ [4.2, 1.75]
+ [4.2, 2.0]
+ [4.2, 2.25]
+ [4.2, 2.5]
+ [4.2, 2.75]
# throws an error since :b and :d belong to different timeseries
+try
+  sol.ps[[:b, :d]]
+catch e
+  showerror(stdout, e)
+end
    Invalid indexing operation: tried to access object of type Main.ExampleSolution2 (which is a parameter timeseries object) with variables having mixed timeseries indexes [2, 1].
sol.ps[:(b + c)] # observed quantities work too
11-element Vector{Float64}:
+ 0.6
+ 1.2
+ 1.7999999999999998
+ 2.4
+ 3.0
+ 3.5999999999999996
+ 4.199999999999999
+ 4.8
+ 5.4
+ 6.0
+ 6.6
getsym(sol, :b)(sol) # works
11-element Vector{Float64}:
+ 0.25
+ 0.5
+ 0.75
+ 1.0
+ 1.25
+ 1.5
+ 1.75
+ 2.0
+ 2.25
+ 2.5
+ 2.75
try
+  getsym(sol, [:b, :d])(sol) # errors since :b and :d belong to different timeseries
+catch e
+  showerror(stdout, e)
+end
    Invalid indexing operation: tried to access object of type Main.ExampleSolution2 (which is a parameter timeseries object) with variables having mixed timeseries indexes [2, 1].

Custom containers

A custom container object (such as ModelingToolkit.MTKParameters) should implement remake_buffer to allow creating a new buffer with updated values, possibly with different types. This is already implemented for AbstractArrays (including static arrays).

Implementing the SymbolicTypeTrait for a type

The SymbolicTypeTrait is used to identify values that can act as symbolic variables. It has three variants:

  • NotSymbolic for quantities that are not symbolic. This is the default for all types.
  • ScalarSymbolic for quantities that are symbolic, and represent a single logical value.
  • ArraySymbolic for quantities that are symbolic, and represent an array of values. Types implementing this trait must return an array of ScalarSymbolic variables of the appropriate size and dimensions when collected.

The trait is implemented through the symbolic_type function. Consider the following example types:

struct MySym
+  name::Symbol
+end
+
+struct MySymArr{N}
+  name::Symbol
+  size::NTuple{N,Int}
+end

They must implement the following functions:

SymbolicIndexingInterface.symbolic_type(::Type{MySym}) = ScalarSymbolic()
+SymbolicIndexingInterface.hasname(::MySym) = true
+SymbolicIndexingInterface.getname(sym::MySym) = sym.name
+
+SymbolicIndexingInterface.symbolic_type(::Type{<:MySymArr}) = ArraySymbolic()
+SymbolicIndexingInterface.hasname(::MySymArr) = true
+SymbolicIndexingInterface.getname(sym::MySymArr) = sym.name
+function Base.collect(sym::MySymArr)
+  [
+    MySym(Symbol(sym.name, :_, join(idxs, "_")))
+    for idxs in Iterators.product(Base.OneTo.(sym.size)...)
+  ]
+end

hasname is not required to always be true for symbolic types. For example, Symbolics.Num returns false whenever the wrapped value is a number, or an expression.

Introducing a type to represent expression trees:

struct MyExpr
+  op::Function
+  args::Vector{Union{MyExpr, MySym, MySymArr, Number, Array}}
+end

symbolic_evaluate can be implemented as follows:

function symbolic_evaluate(expr::Union{MySym, MySymArr}, syms::Dict)
+  get(syms, expr, expr)
+end
+function symbolic_evaluate(expr::MyExpr, syms::Dict)
+  for i in eachindex(expr.args)
+    if expr.args[i] isa Union{MySym, MySymArr, MyExpr}
+      expr.args[i] = symbolic_evaluate(expr.args[i], syms)
+    end
+  end
+  if all(x -> symbolic_type(x) === NotSymbolic(), expr.args)
+    return expr.op(expr.args...)
+  end
+end

Note the evaluation of the operation if all of the arguments are not symbolic. This is required since symbolic_evaluate must return an evaluated value if all symbolic variables are substituted.

diff --git a/v0.3.36/index.html b/v0.3.36/index.html new file mode 100644 index 0000000..3ef3bae --- /dev/null +++ b/v0.3.36/index.html @@ -0,0 +1,409 @@ + +Home · SymbolicIndexingInterface.jl
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SymbolicIndexingInterface.jl: Standardized Symbolic Indexing of Julia

SymbolicIndexingInterface.jl is a set of interface functions for handling containers of symbolic variables.

Installation

To install SymbolicIndexingInterface.jl, use the Julia package manager:

using Pkg
+Pkg.add("SymbolicIndexingInterface")

Introduction

The symbolic indexing interface has 2 levels:

  1. The user level. At the user level, a modeler or engineer simply uses terms from a domain-specific language (DSL) inside of SciML functionality and will receive the requested values. For example, if a DSL defines a symbol x, then sol[x] returns the solution value(s) for x.
  2. The DSL system structure level. This is the structure which defines the symbolic indexing for a given problem/solution. DSLs can tag a constructed problem/solution with this object in order to endow the SciML tools with the ability to index symbolically according to the definitions the DSL writer wants.

Contributing

Reproducibility

The documentation of this SciML package was built using these direct dependencies,
Status `~/work/SymbolicIndexingInterface.jl/SymbolicIndexingInterface.jl/docs/Project.toml`
+  [e30172f5] Documenter v1.8.0
+  [961ee093] ModelingToolkit v9.54.0
+  [1dea7af3] OrdinaryDiffEq v6.90.1
+  [91a5bcdd] Plots v1.40.9
+  [2efcf032] SymbolicIndexingInterface v0.3.36 `~/work/SymbolicIndexingInterface.jl/SymbolicIndexingInterface.jl`
and using this machine and Julia version.
Julia Version 1.11.2
+Commit 5e9a32e7af2 (2024-12-01 20:02 UTC)
+Build Info:
+  Official https://julialang.org/ release
+Platform Info:
+  OS: Linux (x86_64-linux-gnu)
+  CPU: 4 × AMD EPYC 7763 64-Core Processor
+  WORD_SIZE: 64
+  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
+Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)
A more complete overview of all dependencies and their versions is also provided.
Status `~/work/SymbolicIndexingInterface.jl/SymbolicIndexingInterface.jl/docs/Manifest.toml`
+  [47edcb42] ADTypes v1.11.0
+  [a4c015fc] ANSIColoredPrinters v0.0.1
+  [1520ce14] AbstractTrees v0.4.5
+  [7d9f7c33] Accessors v0.1.38
+  [79e6a3ab] Adapt v4.1.1
+  [66dad0bd] AliasTables v1.1.3
+  [ec485272] ArnoldiMethod v0.4.0
+  [4fba245c] ArrayInterface v7.17.1
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+  [861a8166] Combinatorics v1.0.2
+  [a80b9123] CommonMark v0.8.15
+  [38540f10] CommonSolve v0.2.4
+  [bbf7d656] CommonSubexpressions v0.3.1
+  [f70d9fcc] CommonWorldInvalidations v1.0.0
+  [34da2185] Compat v4.16.0
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+  [187b0558] ConstructionBase v1.5.8
+  [d38c429a] Contour v0.6.3
+  [adafc99b] CpuId v0.3.1
+  [a8cc5b0e] Crayons v4.1.1
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+Info Packages marked with ⌅ have new versions available but compatibility constraints restrict them from upgrading. To see why use `status --outdated -m`

You can also download the manifest file and the project file.

diff --git a/v0.3.36/objects.inv b/v0.3.36/objects.inv new file mode 100644 index 0000000..77ad837 Binary files /dev/null and b/v0.3.36/objects.inv differ diff --git a/v0.3.36/search_index.js b/v0.3.36/search_index.js new file mode 100644 index 0000000..4969668 --- /dev/null +++ b/v0.3.36/search_index.js @@ -0,0 +1,3 @@ +var documenterSearchIndex = {"docs": +[{"location":"complete_sii/#Implementing-the-Complete-Symbolic-Indexing-Interface","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"","category":"section"},{"location":"complete_sii/#Index-Provider-Interface","page":"Implementing the Complete Symbolic Indexing Interface","title":"Index Provider Interface","text":"","category":"section"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"This tutorial will show how to define the entire Symbolic Indexing Interface on an ExampleSystem:","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"struct ExampleSystem\n state_index::Dict{Symbol,Int}\n parameter_index::Dict{Symbol,Int}\n independent_variable::Union{Symbol,Nothing}\n defaults::Dict{Symbol, Float64}\n # mapping from observed variable to Expr to calculate its value\n observed::Dict{Symbol,Expr}\nend","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"Not all the methods in the interface are required. Some only need to be implemented if a type supports specific functionality. Consider the following struct, which needs to implement the interface:","category":"page"},{"location":"complete_sii/#Mandatory-methods","page":"Implementing the Complete Symbolic Indexing Interface","title":"Mandatory methods","text":"","category":"section"},{"location":"complete_sii/#Simple-Indexing-Functions","page":"Implementing the Complete Symbolic Indexing Interface","title":"Simple Indexing Functions","text":"","category":"section"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"These are the simple functions which describe how to turn symbols into indices.","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"function SymbolicIndexingInterface.is_variable(sys::ExampleSystem, sym)\n haskey(sys.state_index, sym)\nend\n\nfunction SymbolicIndexingInterface.variable_index(sys::ExampleSystem, sym)\n get(sys.state_index, sym, nothing)\nend\n\nfunction SymbolicIndexingInterface.variable_symbols(sys::ExampleSystem)\n collect(keys(sys.state_index))\nend\n\nfunction SymbolicIndexingInterface.is_parameter(sys::ExampleSystem, sym)\n haskey(sys.parameter_index, sym)\nend\n\nfunction SymbolicIndexingInterface.parameter_index(sys::ExampleSystem, sym)\n get(sys.parameter_index, sym, nothing)\nend\n\nfunction SymbolicIndexingInterface.parameter_symbols(sys::ExampleSystem)\n collect(keys(sys.parameter_index))\nend\n\nfunction SymbolicIndexingInterface.is_independent_variable(sys::ExampleSystem, sym)\n # note we have to check separately for `nothing`, otherwise\n # `is_independent_variable(p, nothing)` would return `true`.\n sys.independent_variable !== nothing && sym === sys.independent_variable\nend\n\nfunction SymbolicIndexingInterface.independent_variable_symbols(sys::ExampleSystem)\n sys.independent_variable === nothing ? [] : [sys.independent_variable]\nend\n\nfunction SymbolicIndexingInterface.is_time_dependent(sys::ExampleSystem)\n sys.independent_variable !== nothing\nend\n\nSymbolicIndexingInterface.constant_structure(::ExampleSystem) = true\n\nfunction SymbolicIndexingInterface.all_solvable_symbols(sys::ExampleSystem)\n return vcat(\n collect(keys(sys.state_index)),\n collect(keys(sys.observed)),\n )\nend\n\nfunction SymbolicIndexingInterface.all_symbols(sys::ExampleSystem)\n return vcat(\n all_solvable_symbols(sys),\n collect(keys(sys.parameter_index)),\n sys.independent_variable === nothing ? Symbol[] : sys.independent_variable\n )\nend\n\nfunction SymbolicIndexingInterface.default_values(sys::ExampleSystem)\n return sys.defaults\nend","category":"page"},{"location":"complete_sii/#Observed-Equation-Handling","page":"Implementing the Complete Symbolic Indexing Interface","title":"Observed Equation Handling","text":"","category":"section"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"These are for handling symbolic expressions and generating equations which are not directly in the solution vector.","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"using RuntimeGeneratedFunctions\nRuntimeGeneratedFunctions.init(@__MODULE__)\n\n# this type accepts `Expr` for observed expressions involving state/parameter/observed\n# variables\nSymbolicIndexingInterface.is_observed(sys::ExampleSystem, sym) = sym isa Expr || sym isa Symbol && haskey(sys.observed, sym)\n\nfunction SymbolicIndexingInterface.observed(sys::ExampleSystem, sym::Expr)\n # generate a function with the appropriate signature\n if is_time_dependent(sys)\n fn_expr = :(\n function gen(u, p, t)\n # assign a variable for each state symbol it's value in u\n $([:($var = u[$idx]) for (var, idx) in pairs(sys.state_index)]...)\n # assign a variable for each parameter symbol it's value in p\n $([:($var = p[$idx]) for (var, idx) in pairs(sys.parameter_index)]...)\n # assign a variable for the independent variable\n $(sys.independent_variable) = t\n # return the value of the expression\n return $sym\n end\n )\n else\n fn_expr = :(\n function gen(u, p)\n # assign a variable for each state symbol it's value in u\n $([:($var = u[$idx]) for (var, idx) in pairs(sys.state_index)]...)\n # assign a variable for each parameter symbol it's value in p\n $([:($var = p[$idx]) for (var, idx) in pairs(sys.parameter_index)]...)\n # return the value of the expression\n return $sym\n end\n )\n end\n return @RuntimeGeneratedFunction(fn_expr)\nend","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"In case a type does not support such observed quantities, is_observed must be defined to always return false, and observed does not need to be implemented.","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"The same process can be followed for parameter_observed. In-place versions can also be implemented for parameter_observed.","category":"page"},{"location":"complete_sii/#Note-about-constant-structure","page":"Implementing the Complete Symbolic Indexing Interface","title":"Note about constant structure","text":"","category":"section"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"Note that the method definitions are all assuming constant_structure(p) == true.","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"In case constant_structure(p) == false, the following methods would change:","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"constant_structure(::ExampleSystem) = false\nvariable_index(sys::ExampleSystem, sym) would become variable_index(sys::ExampleSystem, sym i) where i is the time index at which the index of sym is required.\nvariable_symbols(sys::ExampleSystem) would become variable_symbols(sys::ExampleSystem, i) where i is the time index at which the variable symbols are required.\nobserved(sys::ExampleSystem, sym) would become observed(sys::ExampleSystem, sym, i) where i is either the time index at which the index of sym is required or a Vector of state symbols at the current time index.","category":"page"},{"location":"complete_sii/#Optional-methods","page":"Implementing the Complete Symbolic Indexing Interface","title":"Optional methods","text":"","category":"section"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"Note that observed is optional if is_observed is always false, or the type is only responsible for identifying observed values and observed will always be called on a type that wraps this type. An example is ModelingToolkit.AbstractSystem, which can identify whether a value is observed, but cannot implement observed itself.","category":"page"},{"location":"complete_sii/#Value-Provider-Interface","page":"Implementing the Complete Symbolic Indexing Interface","title":"Value Provider Interface","text":"","category":"section"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"Other interface methods relate to indexing functions. If a type contains the values of parameter variables, it must implement parameter_values. This allows the default definitions of getp and setp to work. While setp is not typically useful for solution objects, it may be useful for integrators. Typically, the default implementations for getp and setp will suffice, and manually defining them is not necessary.","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"function SymbolicIndexingInterface.parameter_values(sys::ExampleSystem)\n sys.p\nend","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"If a type contains the value of state variables, it can define state_values to enable the usage of getsym and setsym. These methods retturn getter/ setter functions to access or update the value of a state variable (or a collection of them). If the type also supports generating observed functions, getsym also enables returning functions to access the value of arbitrary expressions involving the system's symbols. This also requires that the type implement parameter_values and current_time (if the system is time-dependent).","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"Consider the following ExampleIntegrator","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"mutable struct ExampleIntegrator\n u::Vector{Float64}\n p::Vector{Float64}\n t::Float64\n sys::ExampleSystem\nend\n\n# define a fallback for the interface methods\nSymbolicIndexingInterface.symbolic_container(integ::ExampleIntegrator) = integ.sys\nSymbolicIndexingInterface.state_values(sys::ExampleIntegrator) = sys.u\nSymbolicIndexingInterface.parameter_values(sys::ExampleIntegrator) = sys.p\nSymbolicIndexingInterface.current_time(sys::ExampleIntegrator) = sys.t","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"Then the following example would work:","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"sys = ExampleSystem(Dict(:x => 1, :y => 2, :z => 3), Dict(:a => 1, :b => 2), :t, Dict())\nintegrator = ExampleIntegrator([1.0, 2.0, 3.0], [4.0, 5.0], 6.0, sys)\ngetx = getsym(sys, :x)\ngetx(integrator) # 1.0\n\nget_expr = getsym(sys, :(x + y + t))\nget_expr(integrator) # 13.0\n\nsetx! = setsym(sys, :y)\nsetx!(integrator, 0.0)\ngetx(integrator) # 0.0","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"In case a type stores timeseries data (such as solutions), then it must also implement the Timeseries trait. The type would then return a timeseries from state_values and current_time and the function returned from getsym would then return a timeseries as well. For example, consider the ExampleSolution below:","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"struct ExampleSolution\n u::Vector{Vector{Float64}}\n t::Vector{Float64}\n p::Vector{Float64}\n sys::ExampleSystem\nend\n\n# define a fallback for the interface methods\nSymbolicIndexingInterface.symbolic_container(sol::ExampleSolution) = sol.sys\nSymbolicIndexingInterface.parameter_values(sol::ExampleSolution) = sol.p\n# define the trait\nSymbolicIndexingInterface.is_timeseries(::Type{ExampleSolution}) = Timeseries()\n# both state_values and current_time return a timeseries, which must be\n# the same length\nSymbolicIndexingInterface.state_values(sol::ExampleSolution) = sol.u\nSymbolicIndexingInterface.current_time(sol::ExampleSolution) = sol.t","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"Then the following example would work:","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"# using the same system that the ExampleIntegrator used\nsol = ExampleSolution([[1.0, 2.0, 3.0], [1.5, 2.5, 3.5]], [4.0, 5.0], [6.0, 7.0], sys)\ngetx = getsym(sys, :x)\ngetx(sol) # [1.0, 1.5]\n\nget_expr = getsym(sys, :(x + y + t))\nget_expr(sol) # [9.0, 11.0]\n\nget_arr = getsym(sys, [:y, :(x + a)])\nget_arr(sol) # [[2.0, 5.0], [2.5, 5.5]]\n\nget_tuple = getsym(sys, (:z, :(z * t)))\nget_tuple(sol) # [(3.0, 18.0), (3.5, 24.5)]","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"Note that setsym is not designed to work for Timeseries objects.","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"If a type needs to perform some additional actions when updating the state/parameters or if it is not possible to return a mutable reference to the state/parameter vector which can directly be modified, the functions set_state! and/or set_parameter! can be used. For example, suppose our ExampleIntegrator had an additional field u_modified::Bool to allow it to keep track of when a discontinuity occurs and handle it appropriately. This flag needs to be set to true whenever the state is modified. The set_state! function can then be implemented as follows:","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"function SymbolicIndexingInterface.set_state!(integrator::ExampleIntegrator, val, idx)\n integrator.u[idx] = val\n integrator.u_modified = true\nend","category":"page"},{"location":"complete_sii/#Using-finalize_parameters_hook!","page":"Implementing the Complete Symbolic Indexing Interface","title":"Using finalize_parameters_hook!","text":"","category":"section"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"The function finalize_parameters_hook! is called exactly once every time the function returned by setp is called. This allows performing any additional bookkeeping required when parameter values are updated. set_parameter! also allows performing similar functionality, but is called for every parameter that is updated, instead of just once. Thus, finalize_parameters_hook! is better for expensive computations that can be performed for a bulk parameter update.","category":"page"},{"location":"complete_sii/#The-ParameterIndexingProxy","page":"Implementing the Complete Symbolic Indexing Interface","title":"The ParameterIndexingProxy","text":"","category":"section"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"ParameterIndexingProxy is a wrapper around another type which implements the interface and allows using getp and setp to get and set parameter values. This allows for a cleaner interface for parameter indexing. Consider the following example for ExampleIntegrator:","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"function Base.getproperty(obj::ExampleIntegrator, sym::Symbol)\n if sym === :ps\n return ParameterIndexingProxy(obj)\n else\n return getfield(obj, sym)\n end\nend","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"This enables the following API:","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"integrator = ExampleIntegrator([1.0, 2.0, 3.0], [4.0, 5.0], 6.0, Dict(:x => 1, :y => 2, :z => 3), Dict(:a => 1, :b => 2), :t)\n\nintegrator.ps[:a] # 4.0\ngetp(integrator, :a)(integrator) # functionally the same as above\n\nintegrator.ps[:b] = 3.0\nsetp(integrator, :b)(integrator, 3.0) # functionally the same as above","category":"page"},{"location":"complete_sii/#Parameter-Timeseries","page":"Implementing the Complete Symbolic Indexing Interface","title":"Parameter Timeseries","text":"","category":"section"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"If a solution object includes modified parameter values (such as through callbacks) during the simulation, it must implement several additional functions for correct functioning of getsym and getp. ParameterTimeseriesCollection helps in implementing parameter timeseries objects. The following mockup gives an example of correct implementation of these functions and the indexing syntax they enable.","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"using SymbolicIndexingInterface\n\n# First, we must implement a parameter object that knows where the parameters in\n# each parameter timeseries are stored\nstruct MyParameterObject\n p::Vector{Float64}\n disc_idxs::Vector{Vector{Int}}\nend\n\n# To be able to access parameter values\nSymbolicIndexingInterface.parameter_values(mpo::MyParameterObject) = mpo.p\n# Update the parameter object with new values\n# Here, we don't need the index provider but it may be necessary for other implementations\nfunction SymbolicIndexingInterface.with_updated_parameter_timeseries_values(\n ::SymbolCache, mpo::MyParameterObject, args::Pair...)\n for (ts_idx, val) in args\n mpo.p[mpo.disc_idxs[ts_idx]] = val\n end\n return mpo\nend\n\nstruct ExampleSolution2\n sys::SymbolCache\n u::Vector{Vector{Float64}}\n t::Vector{Float64}\n p::MyParameterObject # the parameter object. Only some parameters are timeseries params\n p_ts::ParameterTimeseriesCollection\nend\n\n# Add the `:ps` property to automatically wrap in `ParameterIndexingProxy`\nfunction Base.getproperty(fs::ExampleSolution2, s::Symbol)\n s === :ps ? ParameterIndexingProxy(fs) : getfield(fs, s)\nend\n# Use the contained `SymbolCache` for indexing\nSymbolicIndexingInterface.symbolic_container(fs::ExampleSolution2) = fs.sys\n# State indexing methods\nSymbolicIndexingInterface.state_values(fs::ExampleSolution2) = fs.u\nSymbolicIndexingInterface.current_time(fs::ExampleSolution2) = fs.t\n# By default, `parameter_values` refers to the last value\nSymbolicIndexingInterface.parameter_values(fs::ExampleSolution2) = fs.p\nSymbolicIndexingInterface.get_parameter_timeseries_collection(fs::ExampleSolution2) = fs.p_ts\n# Mark the object as a timeseries object\nSymbolicIndexingInterface.is_timeseries(::Type{ExampleSolution2}) = Timeseries()\n# Mark the object as a parameter timeseries object\nSymbolicIndexingInterface.is_parameter_timeseries(::Type{ExampleSolution2}) = Timeseries()","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"We will also need a timeseries object which will store individual parameter timeseries. DiffEqArray in RecursiveArrayTools.jl satisfies this use case, but we will implement one manually here.","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"struct MyDiffEqArray\n t::Vector{Float64}\n u::Vector{Vector{Float64}}\nend\n\n# Must be a timeseries object, and implement `current_time` and `state_values`\nSymbolicIndexingInterface.is_timeseries(::Type{MyDiffEqArray}) = Timeseries()\nSymbolicIndexingInterface.current_time(a::MyDiffEqArray) = a.t\nSymbolicIndexingInterface.state_values(a::MyDiffEqArray) = a.u","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"Now we can create an example object and observe the new functionality. Note that sol.ps[sym, args...] is identical to getp(sol, sym)(sol, args...). In a real application, the solution object will be populated during the solve process. We manually construct the object here for demonstration.","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"sys = SymbolCache(\n [:x, :y, :z], [:a, :b, :c, :d], :t;\n # specify that :b, :c and :d are timeseries parameters\n # :b and :c belong to the same timeseries\n # :d is in a different timeseries\n timeseries_parameters = Dict(\n :b => ParameterTimeseriesIndex(1, 1),\n :c => ParameterTimeseriesIndex(1, 2),\n :d => ParameterTimeseriesIndex(2, 1),\n ))\nb_c_timeseries = MyDiffEqArray(\n collect(0.0:0.1:1.0),\n [[0.25i, 0.35i] for i in 1:11]\n)\nd_timeseries = MyDiffEqArray(\n collect(0.0:0.2:1.0),\n [[0.17i] for i in 1:6]\n)\np = MyParameterObject(\n # parameter values at the final time\n [4.2, b_c_timeseries.u[end]..., d_timeseries.u[end]...],\n [[2, 3], [4]]\n)\nsol = ExampleSolution2(\n sys,\n [i * ones(3) for i in 1:5], # u\n collect(0.0:0.25:1.0), # t\n p,\n ParameterTimeseriesCollection([b_c_timeseries, d_timeseries], deepcopy(p))\n)\nsol.ps[:a] # returns the value of non-timeseries parameter","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"sol.ps[:b] # returns the timeseries of :b","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"sol.ps[:b, 3] # index at a specific index in the parameter timeseries","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"sol.ps[:b, [3, 6, 8]] # index using arrays","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"idxs = @show rand(Bool, 11) # boolean mask for indexing\nsol.ps[:b, idxs]","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"sol.ps[[:a, :b]] # :a has the same value at all time points","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"# throws an error since :b and :d belong to different timeseries\ntry\n sol.ps[[:b, :d]]\ncatch e\n showerror(stdout, e)\nend","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"sol.ps[:(b + c)] # observed quantities work too","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"getsym(sol, :b)(sol) # works","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"try\n getsym(sol, [:b, :d])(sol) # errors since :b and :d belong to different timeseries\ncatch e\n showerror(stdout, e)\nend","category":"page"},{"location":"complete_sii/#Custom-containers","page":"Implementing the Complete Symbolic Indexing Interface","title":"Custom containers","text":"","category":"section"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"A custom container object (such as ModelingToolkit.MTKParameters) should implement remake_buffer to allow creating a new buffer with updated values, possibly with different types. This is already implemented for AbstractArrays (including static arrays).","category":"page"},{"location":"complete_sii/#Implementing-the-SymbolicTypeTrait-for-a-type","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the SymbolicTypeTrait for a type","text":"","category":"section"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"The SymbolicTypeTrait is used to identify values that can act as symbolic variables. It has three variants:","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"NotSymbolic for quantities that are not symbolic. This is the default for all types.\nScalarSymbolic for quantities that are symbolic, and represent a single logical value.\nArraySymbolic for quantities that are symbolic, and represent an array of values. Types implementing this trait must return an array of ScalarSymbolic variables of the appropriate size and dimensions when collected.","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"The trait is implemented through the symbolic_type function. Consider the following example types:","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"struct MySym\n name::Symbol\nend\n\nstruct MySymArr{N}\n name::Symbol\n size::NTuple{N,Int}\nend","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"They must implement the following functions:","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"SymbolicIndexingInterface.symbolic_type(::Type{MySym}) = ScalarSymbolic()\nSymbolicIndexingInterface.hasname(::MySym) = true\nSymbolicIndexingInterface.getname(sym::MySym) = sym.name\n\nSymbolicIndexingInterface.symbolic_type(::Type{<:MySymArr}) = ArraySymbolic()\nSymbolicIndexingInterface.hasname(::MySymArr) = true\nSymbolicIndexingInterface.getname(sym::MySymArr) = sym.name\nfunction Base.collect(sym::MySymArr)\n [\n MySym(Symbol(sym.name, :_, join(idxs, \"_\")))\n for idxs in Iterators.product(Base.OneTo.(sym.size)...)\n ]\nend","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"hasname is not required to always be true for symbolic types. For example, Symbolics.Num returns false whenever the wrapped value is a number, or an expression.","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"Introducing a type to represent expression trees:","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"struct MyExpr\n op::Function\n args::Vector{Union{MyExpr, MySym, MySymArr, Number, Array}}\nend","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"symbolic_evaluate can be implemented as follows:","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"function symbolic_evaluate(expr::Union{MySym, MySymArr}, syms::Dict)\n get(syms, expr, expr)\nend\nfunction symbolic_evaluate(expr::MyExpr, syms::Dict)\n for i in eachindex(expr.args)\n if expr.args[i] isa Union{MySym, MySymArr, MyExpr}\n expr.args[i] = symbolic_evaluate(expr.args[i], syms)\n end\n end\n if all(x -> symbolic_type(x) === NotSymbolic(), expr.args)\n return expr.op(expr.args...)\n end\nend","category":"page"},{"location":"complete_sii/","page":"Implementing the Complete Symbolic Indexing Interface","title":"Implementing the Complete Symbolic Indexing Interface","text":"Note the evaluation of the operation if all of the arguments are not symbolic. This is required since symbolic_evaluate must return an evaluated value if all symbolic variables are substituted.","category":"page"},{"location":"api/#Interface-Functions","page":"API","title":"Interface Functions","text":"","category":"section"},{"location":"api/#Index-provider-interface","page":"API","title":"Index provider interface","text":"","category":"section"},{"location":"api/#Mandatory-methods","page":"API","title":"Mandatory methods","text":"","category":"section"},{"location":"api/","page":"API","title":"API","text":"is_variable\nvariable_index\nvariable_symbols\nis_parameter\nparameter_index\nparameter_symbols\nis_independent_variable\nindependent_variable_symbols\nis_observed\ndefault_values\nis_time_dependent\nconstant_structure\nall_variable_symbols\nall_symbols\nsolvedvariables\nallvariables","category":"page"},{"location":"api/#SymbolicIndexingInterface.is_variable","page":"API","title":"SymbolicIndexingInterface.is_variable","text":"is_variable(indp, sym)\n\nCheck whether the given sym is a variable in indp.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.variable_index","page":"API","title":"SymbolicIndexingInterface.variable_index","text":"variable_index(indp, sym, [i])\n\nReturn the index of the given variable sym in indp, or nothing otherwise. If constant_structure is false, this accepts the current time index as an additional parameter i.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.variable_symbols","page":"API","title":"SymbolicIndexingInterface.variable_symbols","text":"variable_symbols(indp, [i])\n\nReturn a vector of the symbolic variables being solved for in the index provider indp. If constant_structure(sys) == false this accepts an additional parameter indicating the current time index. The returned vector should not be mutated.\n\nFor types that implement Base.getindex with symbolic indices using this interface, the shorthand valp[solvedvariables] can be used as shorthand for valp[variable_symbols(sys)]. See: solvedvariables.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.is_parameter","page":"API","title":"SymbolicIndexingInterface.is_parameter","text":"is_parameter(indp, sym)\n\nCheck whether the given sym is a parameter in indp.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.parameter_index","page":"API","title":"SymbolicIndexingInterface.parameter_index","text":"parameter_index(indp, sym)\n\nReturn the index of the given parameter sym in indp, or nothing otherwise.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.parameter_symbols","page":"API","title":"SymbolicIndexingInterface.parameter_symbols","text":"parameter_symbols(indp)\n\nReturn a vector of the symbolic parameters of the given index provider indp. The returned vector should not be mutated.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.is_independent_variable","page":"API","title":"SymbolicIndexingInterface.is_independent_variable","text":"is_independent_variable(indp, sym)\n\nCheck whether the given sym is an independent variable in indp. The returned vector should not be mutated.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.independent_variable_symbols","page":"API","title":"SymbolicIndexingInterface.independent_variable_symbols","text":"independent_variable_symbols(indp)\n\nReturn a vector of the symbolic independent variables of the given index provider indp.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.is_observed","page":"API","title":"SymbolicIndexingInterface.is_observed","text":"is_observed(indp, sym)\n\nCheck whether the given sym is an observed value in indp.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.default_values","page":"API","title":"SymbolicIndexingInterface.default_values","text":"default_values(indp)\n\nReturn a dictionary mapping symbols in the index provider to their default value, if any. This includes parameter symbols. The dictionary must be mutable.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.is_time_dependent","page":"API","title":"SymbolicIndexingInterface.is_time_dependent","text":"is_time_dependent(indp)\n\nCheck if indp has time as (one of) its independent variables.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.constant_structure","page":"API","title":"SymbolicIndexingInterface.constant_structure","text":"constant_structure(indp)\n\nCheck if indp has a constant structure. Constant structure index providers do not change the number of variables or parameters over time.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.all_variable_symbols","page":"API","title":"SymbolicIndexingInterface.all_variable_symbols","text":"all_variable_symbols(indp)\n\nReturn a vector of variable symbols in the system, including observed quantities.\n\nFor types that implement Base.getindex with symbolic indices using this interface, The shorthand sys[allvariables] can be used as shorthand for valp[all_variable_symbols(indp)].\n\nSee: allvariables.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.all_symbols","page":"API","title":"SymbolicIndexingInterface.all_symbols","text":"all_symbols(indp)\n\nReturn an array of all symbols in the index provider. This includes parameters and independent variables.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.solvedvariables","page":"API","title":"SymbolicIndexingInterface.solvedvariables","text":"const solvedvariables = SolvedVariables()\n\nThis singleton is used as a shortcut to allow indexing of all solution variables (excluding observed quantities). It has a symbolic_type of ScalarSymbolic. See: variable_symbols.\n\n\n\n\n\n","category":"constant"},{"location":"api/#SymbolicIndexingInterface.allvariables","page":"API","title":"SymbolicIndexingInterface.allvariables","text":"const allvariables = AllVariables()\n\nThis singleton is used as a shortcut to allow indexing of all solution variables (including observed quantities). It has a symbolic_type of ScalarSymbolic. See all_variable_symbols.\n\n\n\n\n\n","category":"constant"},{"location":"api/#Optional-Methods","page":"API","title":"Optional Methods","text":"","category":"section"},{"location":"api/","page":"API","title":"API","text":"symbolic_container","category":"page"},{"location":"api/#SymbolicIndexingInterface.symbolic_container","page":"API","title":"SymbolicIndexingInterface.symbolic_container","text":"symbolic_container(indp)\n\nUsing indp, return an object that implements the index provider interface. In case indp itself implements the interface, indp can be returned as-is. All index provider interface methods fall back to calling the same method on symbolic_container(indp), so this may be used for trivial implementations of the interface that forward all calls to another object.\n\nNote that this method is optional. Thus the correct method to check for a fallback is:\n\nhasmethod(symbolic_container, Tuple{typeof(indp)}) && symbolic_container(indp) != indp\n\n\n\n\n\n","category":"function"},{"location":"api/#Observed-equation-handling","page":"API","title":"Observed equation handling","text":"","category":"section"},{"location":"api/","page":"API","title":"API","text":"observed\nparameter_observed","category":"page"},{"location":"api/#SymbolicIndexingInterface.observed","page":"API","title":"SymbolicIndexingInterface.observed","text":"observed(indp, sym, [states])\n\nReturn the observed function of the given sym in indp. The returned function should have the signature (u, p) -> [values...] where u and p is the current state and parameter object, respectively. If istimedependent(indp) == true, the function should accept the current time t as its third parameter. If constant_structure(indp) == false, observed accepts a third parameter, which can either be a vector of symbols indicating the order of states or a time index, which identifies the order of states. This function does not need to be defined if is_observed always returns false. Thus, it is mandatory to always check is_observed before using this function.\n\nIf !is_markovian(indp), the returned function must have the signature (u, h, p, t) -> [values...] where h is the history function, which can be called to obtain past values of the state. The exact signature and semantics of h depend on how it is used inside the returned function. h is obtained from a value provider using get_history_function.\n\nSee also: is_time_dependent, is_markovian, constant_structure.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.parameter_observed","page":"API","title":"SymbolicIndexingInterface.parameter_observed","text":"parameter_observed(indp, sym)\n\nReturn the observed function of sym in indp. This functions similarly to observed except that u is not an argument of the returned function. For time- dependent systems, the returned function must have the signature (p, t) -> [values...]. For time-independent systems, the returned function must have the signature (p) -> [values...].\n\nBy default, this function returns nothing, indicating that the index provider does not support generating parameter observed functions.\n\n\n\n\n\n","category":"function"},{"location":"api/#Historical-index-providers","page":"API","title":"Historical index providers","text":"","category":"section"},{"location":"api/","page":"API","title":"API","text":"is_markovian","category":"page"},{"location":"api/#SymbolicIndexingInterface.is_markovian","page":"API","title":"SymbolicIndexingInterface.is_markovian","text":"is_markovian(indp)\n\nCheck if an index provider represents a Markovian system. Markovian systems do not require knowledge of past states to simulate. This function is only applicable to index providers for which is_time_dependent(indp) returns true.\n\nNon-Markovian index providers return observed functions with a different signature. All value providers associated with a non-markovian index provider must implement get_history_function.\n\nReturns true by default.\n\n\n\n\n\n","category":"function"},{"location":"api/#Parameter-timeseries","page":"API","title":"Parameter timeseries","text":"","category":"section"},{"location":"api/","page":"API","title":"API","text":"If the index provider contains parameters that change during the course of the simulation at discrete time points, it must implement the following methods to ensure correct functioning of getsym and getp for value providers that save the parameter timeseries. Note that there can be multiple parameter timeseries, in case different parameters may change at different times.","category":"page"},{"location":"api/","page":"API","title":"API","text":"is_timeseries_parameter\ntimeseries_parameter_index\nParameterTimeseriesIndex\nget_all_timeseries_indexes\nContinuousTimeseries","category":"page"},{"location":"api/#SymbolicIndexingInterface.is_timeseries_parameter","page":"API","title":"SymbolicIndexingInterface.is_timeseries_parameter","text":"is_timeseries_parameter(indp, sym)\n\nCheck whether the given sym is a timeseries parameter in indp.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.timeseries_parameter_index","page":"API","title":"SymbolicIndexingInterface.timeseries_parameter_index","text":"timeseries_parameter_index(indp, sym)\n\nReturn the index of timeseries parameter sym in indp. Must return this index as a ParameterTimeseriesIndex object. Return nothing if sym is not a timeseries parameter in indp. Defaults to returning nothing. Respects the symbolic_container fallback for indp if present.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.ParameterTimeseriesIndex","page":"API","title":"SymbolicIndexingInterface.ParameterTimeseriesIndex","text":"struct ParameterTimeseriesIndex\nfunction ParameterTimeseriesIndex(timeseries_idx, parameter_idx)\n\nA struct storing the index of the timeseries of a timeseries parameter in a parameter timeseries object. timeseries_idx refers to an index that identifies the timeseries that the parameter belongs to. parameter_idx refers to the index of the parameter's timeseries in that timeseries object. Note that parameter_idx may be different from the object returned by parameter_index for a given parameter. The two fields in this struct are timeseries_idx and parameter_idx.\n\n\n\n\n\n","category":"type"},{"location":"api/#SymbolicIndexingInterface.get_all_timeseries_indexes","page":"API","title":"SymbolicIndexingInterface.get_all_timeseries_indexes","text":"get_all_timeseries_indexes(indp, sym)\n\nReturn a Set of all unique timeseries indexes of variables in symbolic variable sym. sym may be a symbolic variable or expression, an array of symbolics, an index, or an array of indices. Continuous variables correspond to the ContinuousTimeseries timeseries index. Non-timeseries parameters do not have a timeseries index. Timeseries parameters have the same timeseries index as that returned by timeseries_parameter_index. Note that the independent variable corresponds to the ContinuousTimeseries timeseries index.\n\nAny ambiguities should be resolved in favor of variables. For example, if 1 could refer to the variable at index 1 or parameter at index 1, it should be interpreted as the variable.\n\nBy default, this function returns Set([ContinuousTimeseries()]).\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.ContinuousTimeseries","page":"API","title":"SymbolicIndexingInterface.ContinuousTimeseries","text":"struct ContinuousTimeseries end\n\nA singleton struct corresponding to the timeseries index of the continuous timeseries.\n\n\n\n\n\n","category":"type"},{"location":"api/#Value-provider-interface","page":"API","title":"Value provider interface","text":"","category":"section"},{"location":"api/#State-indexing","page":"API","title":"State indexing","text":"","category":"section"},{"location":"api/","page":"API","title":"API","text":"Timeseries\nNotTimeseries\nis_timeseries\nstate_values\nset_state!\ncurrent_time\ngetsym\nsetsym","category":"page"},{"location":"api/#SymbolicIndexingInterface.Timeseries","page":"API","title":"SymbolicIndexingInterface.Timeseries","text":"struct Timeseries <: IsTimeseriesTrait end\n\nTrait indicating a type contains timeseries data. This affects the behaviour of functions such as state_values and current_time.\n\nSee also: NotTimeseries, is_timeseries\n\n\n\n\n\n","category":"type"},{"location":"api/#SymbolicIndexingInterface.NotTimeseries","page":"API","title":"SymbolicIndexingInterface.NotTimeseries","text":"struct NotTimeseries <: IsTimeseriesTrait end\n\nTrait indicating a type does not contain timeseries data. This affects the behaviour of functions such as state_values and current_time. Note that if a type is NotTimeseries this only implies that it does not store timeseries data. It may still be time-dependent. For example, an ODEProblem only stores the initial state of a system, so it is NotTimeseries, but still time-dependent. This is the default trait variant for all types.\n\nSee also: Timeseries, is_timeseries.\n\n\n\n\n\n","category":"type"},{"location":"api/#SymbolicIndexingInterface.is_timeseries","page":"API","title":"SymbolicIndexingInterface.is_timeseries","text":"is_timeseries(x) = is_timeseries(typeof(x))\nis_timeseries(::Type)\n\nGet the timeseries trait of a type. Defaults to NotTimeseries for all types. A type for which is_timeseries(T) == Timeseries() may also have a parameter timeseries. This is determined by the is_parameter_timeseries trait.\n\nSee also: Timeseries, NotTimeseries, is_parameter_timeseries.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.state_values","page":"API","title":"SymbolicIndexingInterface.state_values","text":"state_values(valp)\nstate_values(valp, i)\n\nReturn an indexable collection containing the values of all states in the value provider p. If is_timeseries(valp) is Timeseries, return a vector of arrays, each of which contain the state values at the corresponding timestep. In this case, the two-argument version of the function can also be implemented to efficiently return the state values at timestep i. By default, the two-argument method calls state_values(valp)[i]. If i consists of multiple indices (for example, Colon, AbstractArray{Int}, AbstractArray{Bool}) specialized methods may be defined for efficiency. By default, state_values(valp, ::Colon) = state_values(valp) to avoid copying the timeseries.\n\nIf this function is called with an AbstractArray, it will return the same array.\n\nSee: is_timeseries\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.set_state!","page":"API","title":"SymbolicIndexingInterface.set_state!","text":"set_state!(valp, val, idx)\n\nSet the state at index idx to val for value provider valp. This defaults to modifying state_values(valp). If any additional bookkeeping needs to be performed or the default implementation does not work for a particular type, this method needs to be defined to enable the proper functioning of setsym.\n\nSee: state_values\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.current_time","page":"API","title":"SymbolicIndexingInterface.current_time","text":"current_time(valp)\ncurrent_time(valp, i)\n\nReturn the current time in the value provider valp. If is_timeseries(valp) is Timeseries, return the vector of timesteps at which the state value is saved. In this case, the two-argument version of the function can also be implemented to efficiently return the time at timestep i. By default, the two- argument method calls current_time(p)[i]. It is assumed that the timeseries is sorted in increasing order.\n\nIf i consists of multiple indices (for example, Colon, AbstractArray{Int}, AbstractArray{Bool}) specialized methods may be defined for efficiency. By default, current_time(valp, ::Colon) = current_time(valp) to avoid copying the timeseries.\n\nBy default, the single-argument version acts as the identity function if valp isa AbstractVector.\n\nSee: is_timeseries\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.getsym","page":"API","title":"SymbolicIndexingInterface.getsym","text":"getsym(indp, sym)\n\nReturn a function that takes a value provider and returns the value of the symbolic variable sym. If sym is not an observed quantity, the returned function can also directly be called with an array of values representing the state vector. sym can be an index into the state vector, a symbolic variable, a symbolic expression involving symbolic variables in the index provider indp, a parameter symbol, the independent variable symbol, or an array/tuple of the aforementioned. If the returned function is called with a timeseries object, it can also be given a second argument representing the index at which to return the value of sym.\n\nAt minimum, this requires that the value provider implement state_values. To support symbolic expressions, the value provider must implement observed, parameter_values and current_time.\n\nThis function typically does not need to be implemented, and has a default implementation relying on the above functions.\n\nIf the value provider is a parameter timeseries object, the same rules apply as getp. The difference here is that sym may also contain non-parameter symbols, and the values are always returned corresponding to the state timeseries.\n\n\n\n\n\ngetsym(bi::BatchedInterface)\n\nGiven a BatchedInterface composed from n index providers (and corresponding symbols), return a function which takes n corresponding value providers and returns an array of the values of the symbols in the union. The returned function can also be passed an AbstractArray of the appropriate eltype and size as its first argument, in which case the operation will populate the array in-place with the values of the symbols in the union.\n\nNote that all of the value providers passed to the function returned by getsym must satisfy is_timeseries(prob) === NotTimeseries().\n\nThe value of the ith symbol in the union (obtained through variable_symbols(bi)[i]) is obtained from the problem corresponding to the associated index provider (i.e. the value provider at index associated_systems(bi)[i]).\n\nSee also: variable_symbols, associated_systems, is_timeseries, NotTimeseries.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.setsym","page":"API","title":"SymbolicIndexingInterface.setsym","text":"setsym(sys, sym)\n\nReturn a function that takes a value provider and a value, and sets the the state sym to that value. Note that sym can be an index, a symbolic variable, or an array/tuple of the aforementioned.\n\nRequires that the value provider implement state_values and the returned collection be a mutable reference to the state vector in the value provider. Alternatively, if this is not possible or additional actions need to be performed when updating state, set_state! can be defined. This function does not work on types for which is_timeseries is Timeseries.\n\n\n\n\n\nsetsym(bi::BatchedInterface)\n\nGiven a BatchedInterface composed from n index providers (and corresponding symbols), return a function which takes n corresponding problems and an array of the values, and updates each of the problems with the values of the corresponding symbols.\n\nNote that all of the value providers passed to the function returned by setsym must satisfy is_timeseries(prob) === NotTimeseries().\n\nNote that if any subset of the n index providers share common symbols (among those passed to BatchedInterface) then all of the corresponding value providers in the subset will be updated with the values of the common symbols.\n\nSee also: is_timeseries, NotTimeseries.\n\n\n\n\n\n","category":"function"},{"location":"api/","page":"API","title":"API","text":"note: Note\ngetu and setu have been renamed to getsym and setsym respectively.","category":"page"},{"location":"api/#Historical-value-providers","page":"API","title":"Historical value providers","text":"","category":"section"},{"location":"api/","page":"API","title":"API","text":"get_history_function","category":"page"},{"location":"api/#SymbolicIndexingInterface.get_history_function","page":"API","title":"SymbolicIndexingInterface.get_history_function","text":"get_history_function(valp)\n\nReturn the history function for a value provider. This is required for all value providers associated with an index provider indp for which !is_markovian(indp).\n\nSee also: is_markovian.\n\n\n\n\n\n","category":"function"},{"location":"api/#Parameter-indexing","page":"API","title":"Parameter indexing","text":"","category":"section"},{"location":"api/","page":"API","title":"API","text":"parameter_values\nset_parameter!\nfinalize_parameters_hook!\ngetp\nsetp\nsetp_oop\nParameterIndexingProxy","category":"page"},{"location":"api/#SymbolicIndexingInterface.parameter_values","page":"API","title":"SymbolicIndexingInterface.parameter_values","text":"parameter_values(valp)\nparameter_values(valp, i)\n\nReturn an indexable collection containing the value of each parameter in valp. The two- argument version of this function returns the parameter value at index i. The two-argument version of this function will default to returning parameter_values(valp)[i].\n\nIf this function is called with an AbstractArray or Tuple, it will return the same array/tuple.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.set_parameter!","page":"API","title":"SymbolicIndexingInterface.set_parameter!","text":"set_parameter!(valp, val, idx)\n\nSet the parameter at index idx to val for value provider valp. This defaults to modifying parameter_values(valp). If any additional bookkeeping needs to be performed or the default implementation does not work for a particular type, this method needs to be defined to enable the proper functioning of setp.\n\nSee: parameter_values\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.finalize_parameters_hook!","page":"API","title":"SymbolicIndexingInterface.finalize_parameters_hook!","text":"finalize_parameters_hook!(valp, sym)\n\nThis is a callback run one for each call to the function returned by setp which can be used to update internal data structures when parameters are modified. This is in contrast to set_parameter! which is run once for each parameter that is updated.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.getp","page":"API","title":"SymbolicIndexingInterface.getp","text":"getp(indp, sym)\n\nReturn a function that takes an value provider, and returns the value of the parameter sym. The value provider has to at least store the values of parameters in the corresponding index provider. Note that sym can be an index, symbolic variable, or an array/tuple of the aforementioned.\n\nIf sym is an array/tuple of parameters, then the returned function can also be used as an in-place getter function. The first argument is the buffer (must be an AbstractArray) to which the parameter values should be written, and the second argument is the value provider.\n\nRequires that the value provider implement parameter_values. This function may not always need to be implemented, and has a default implementation for collections that implement getindex.\n\nIf the returned function is used on a timeseries object which saves parameter timeseries, it can be used to index said timeseries. The timeseries object must implement is_parameter_timeseries and get_parameter_timeseries_collection. Additionally, the parameter object must implement with_updated_parameter_timeseries_values.\n\nIf sym is a timeseries parameter, the function will return the timeseries of the parameter if the value provider is a parameter timeseries object. An additional argument can be provided to the function indicating the specific indexes in the timeseries at which to access the values. If sym is an array of parameters, the following cases apply:\n\nAll parameters are non-timeseries parameters: The function returns the value of each parameter.\nAll parameters are timeseries parameters: All the parameters must belong to the same timeseries (otherwise getp will error). The function returns the timeseries of all parameter values, and can be accessed at specific indices in the timeseries.\nA mix of timeseries and non-timeseries parameters: The function can only be used on non-timeseries objects and will return the value of each parameter at in the object.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.setp","page":"API","title":"SymbolicIndexingInterface.setp","text":"setp(indp, sym)\n\nReturn a function that takes a value provider and a value, and sets the parameter sym to that value. Note that sym can be an index, a symbolic variable, or an array/tuple of the aforementioned.\n\nRequires that the value provider implement parameter_values and the returned collection be a mutable reference to the parameter object. In case parameter_values cannot return such a mutable reference, or additional actions need to be performed when updating parameters, set_parameter! must be implemented.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.setp_oop","page":"API","title":"SymbolicIndexingInterface.setp_oop","text":"setp_oop(indp, sym)\n\nReturn a function which takes a value provider valp and a value val, and returns parameter_values(valp) with the parameters at sym set to val. This allows changing the types of values stored, and leverages remake_buffer. Note that sym can be an index, a symbolic variable, or an array/tuple of the aforementioned.\n\nRequires that the value provider implement parameter_values and remake_buffer.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.ParameterIndexingProxy","page":"API","title":"SymbolicIndexingInterface.ParameterIndexingProxy","text":"struct ParameterIndexingProxy\n\nThis struct wraps any struct implementing the value provider and index provider interfaces. It allows getindex and setindex! operations to get/set parameter values. Requires that the wrapped type support getp and setp for getting and setting parameter values respectively.\n\n\n\n\n\n","category":"type"},{"location":"api/#Parameter-timeseries-2","page":"API","title":"Parameter timeseries","text":"","category":"section"},{"location":"api/","page":"API","title":"API","text":"If a solution object saves a timeseries of parameter values that are updated during the simulation (such as by callbacks), it must implement the following methods to ensure correct functioning of getsym and getp.","category":"page"},{"location":"api/","page":"API","title":"API","text":"Parameter timeseries support requires that the value provider store the different timeseries in a ParameterTimeseriesCollection.","category":"page"},{"location":"api/","page":"API","title":"API","text":"is_parameter_timeseries\nget_parameter_timeseries_collection\nParameterTimeseriesCollection\nwith_updated_parameter_timeseries_values","category":"page"},{"location":"api/#SymbolicIndexingInterface.is_parameter_timeseries","page":"API","title":"SymbolicIndexingInterface.is_parameter_timeseries","text":"is_parameter_timeseries(x) = is_parameter_timeseries(typeof(x))\nis_parameter_timeseries(::Type)\n\nGet the parameter timeseries trait of a type. Defaults to NotTimeseries for all types. A type for which is_parameter_timeseries(T) == Timeseries() must also have is_timeseries(T) == Timeseries().\n\nSee also: Timeseries, NotTimeseries, is_timeseries.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.get_parameter_timeseries_collection","page":"API","title":"SymbolicIndexingInterface.get_parameter_timeseries_collection","text":"get_parameter_timeseries_collection(valp)\n\nReturn the ParameterTimeseriesCollection contained in timeseries value provider valp. Valid only for value providers where is_parameter_timeseries returns Timeseries.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.ParameterTimeseriesCollection","page":"API","title":"SymbolicIndexingInterface.ParameterTimeseriesCollection","text":"struct ParameterTimeseriesCollection{T}\nfunction ParameterTimeseriesCollection(collection)\n\nA utility struct that helps in storing multiple parameter timeseries. It expects a collection of timseries objects (is_timeseries returns Timeseries) for each. Each of the timeseries objects should implement state_values and current_time. Effectively, the \"states\" of each contained timeseries object are the parameter values it stores the timeseries of.\n\nThe collection is expected to implement Base.eachindex, Base.iterate and Base.getindex. The indexes of the collection should agree with the timeseries indexes returned by calling timeseries_parameter_index on the corresponding index provider.\n\nThis type forwards eachindex, iterate and length to the contained collection. It implements Base.parent to allow access to the contained collection, and has the following getindex methods:\n\ngetindex(ptc::ParameterTimeseriesCollection, idx) = ptc.collection[idx].\ngetindex(::ParameterTimeseriesCollection, idx::ParameterTimeseriesIndex) returns the timeseries of the parameter referred to by idx.\ngetindex(::ParameterTimeseriesCollection, idx::ParameterTimeseriesIndex, subidx) returns the value of the parameter referred to by idx at the time index subidx.\nApart from these cases, if multiple indexes are provided the first is treated as a timeseries index, the second the time index in the timeseries, and the (optional) third the index of the parameter in an element of the timeseries.\n\nThe three-argument version of parameter_values is implemented for this type. The single-argument version of parameter_values returns the cached parameter object. This type does not implement any traits.\n\n\n\n\n\n","category":"type"},{"location":"api/#SymbolicIndexingInterface.with_updated_parameter_timeseries_values","page":"API","title":"SymbolicIndexingInterface.with_updated_parameter_timeseries_values","text":"with_updated_parameter_timeseries_values(indp, params, args::Pair...)\n\nReturn an indexable collection containing the value of all parameters in params, with parameters belonging to specific timeseries updated to different values. Each element in args... contains the timeseries index as the first value, and the saved parameter values in that partition. Not all parameter timeseries have to be updated using this method. If an in-place update can be performed, it should be done and the modified params returned. This method falls back on the basis of symbolic_container(indp).\n\nNote that here params is the parameter object.\n\n\n\n\n\n","category":"function"},{"location":"api/#Batched-Queries-and-Updates","page":"API","title":"Batched Queries and Updates","text":"","category":"section"},{"location":"api/","page":"API","title":"API","text":"BatchedInterface\nassociated_systems\nsetsym_oop","category":"page"},{"location":"api/#SymbolicIndexingInterface.BatchedInterface","page":"API","title":"SymbolicIndexingInterface.BatchedInterface","text":"struct BatchedInterface{S <: AbstractVector, I}\nfunction BatchedInterface(indp_syms::Tuple...)\n\nA struct which stores information for batched calls to getsym or setsym. Given Tuples, where the first element of each tuple is an index provider and the second an array of symbolic variables (either states or parameters) in the index provider, BatchedInterface will compute the union of all symbols and associate each symbol with the first index provider with which it occurs.\n\nFor example, given two index providers s1 = SymbolCache([:x, :y, :z]) and s2 = SymbolCache([:y, :z, :w]), BatchedInterface((s1, [:x, :y]), (s2, [:y, :z])) will associate :x and :y with s1 and :z with s2. The information that s1 had associated symbols :x and :y and s2 had associated symbols :y and :z will also be retained internally.\n\nBatchedInterface implements variable_symbols, is_variable, variable_index to query the order of symbols in the union.\n\nSee getsym and setsym for further details.\n\nSee also: associated_systems.\n\n\n\n\n\n","category":"type"},{"location":"api/#SymbolicIndexingInterface.associated_systems","page":"API","title":"SymbolicIndexingInterface.associated_systems","text":"associated_systems(bi::BatchedInterface)\n\nReturn an array of integers of the same length as variable_symbols(bi) where each value is the index of the index provider associated with the corresponding symbol in variable_symbols(bi).\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.setsym_oop","page":"API","title":"SymbolicIndexingInterface.setsym_oop","text":"setsym_oop(indp, sym)\n\nReturn a function which takes a value provider valp and a value val, and returns state_values(valp), parameter_values(valp) with the states/parameters in sym set to the corresponding values in val. This allows changing the types of values stored, and leverages remake_buffer. Note that sym can be an index, a symbolic variable, or an array/tuple of the aforementioned. All entries s in sym must satisfy is_variable(indp, s) or is_parameter(indp, s).\n\nRequires that the value provider implement state_values, parameter_values and remake_buffer.\n\n\n\n\n\nsetsym_oop(bi::BatchedInterface)\n\nGiven a BatchedInterface composed from n index providers (and corresponding symbols), return a function which takes n corresponding value providers and an array of values, and returns an n-tuple where each element is a 2-tuple consisting of the updated state values and parameter values of the corresponding value provider. Requires that the value provider implement state_values, parameter_values. The updates are performed out-of-place using remake_buffer.\n\nNote that all of the value providers passed to the returned function must satisfy is_timeseries(prob) === NotTimeseries().\n\nNote that if any subset of the n index providers share common symbols (among those passed to BatchedInterface) then all of the corresponding value providers in the subset will be updated with the values of the common symbols.\n\nSee also: is_timeseries, NotTimeseries.\n\n\n\n\n\n","category":"function"},{"location":"api/#Container-objects","page":"API","title":"Container objects","text":"","category":"section"},{"location":"api/","page":"API","title":"API","text":"remake_buffer","category":"page"},{"location":"api/#SymbolicIndexingInterface.remake_buffer","page":"API","title":"SymbolicIndexingInterface.remake_buffer","text":"remake_buffer(indp, oldbuffer, idxs, vals)\n\nReturn a copy of the buffer oldbuffer with at (optionally symbolic) indexes idxs replaced by corresponding values from vals. Both idxs and vals must be iterables of the same length. idxs may contain symbolic variables whose index in the buffer is determined using indp. The types of values in vals may not match the types of values stored at the corresponding indexes in the buffer, in which case the type of the buffer should be promoted accordingly. In general, this method should attempt to preserve the types of values stored in vals as much as possible. Types can be promoted for type-stability, to maintain performance. The returned buffer should be of the same type (ignoring type-parameters) as oldbuffer.\n\nThis method is already implemented for oldbuffer::AbstractArray and oldbuffer::Tuple, and supports static arrays as well.\n\nThe deprecated version of this method which takes a Dict mapping symbols to values instead of idxs and vals will dispatch to the new method. In addition if no remake_buffer method exists with the new signature, it will call remake_buffer(sys, oldbuffer, Dict(idxs .=> vals)).\n\nNote that the new method signature allows idxs to be indexes, instead of requiring that they be symbolic variables. Thus, any type which implements the new method must also support indexes in idxs.\n\n\n\n\n\n","category":"function"},{"location":"api/#Symbolic-Trait","page":"API","title":"Symbolic Trait","text":"","category":"section"},{"location":"api/","page":"API","title":"API","text":"ScalarSymbolic\nArraySymbolic\nNotSymbolic\nsymbolic_type\nhasname\ngetname\nsymbolic_evaluate","category":"page"},{"location":"api/#SymbolicIndexingInterface.ScalarSymbolic","page":"API","title":"SymbolicIndexingInterface.ScalarSymbolic","text":"struct ScalarSymbolic <: SymbolicTypeTrait end\n\nTrait indicating a type is a scalar symbolic variable.\n\nSee also: ArraySymbolic, NotSymbolic, symbolic_type\n\n\n\n\n\n","category":"type"},{"location":"api/#SymbolicIndexingInterface.ArraySymbolic","page":"API","title":"SymbolicIndexingInterface.ArraySymbolic","text":"struct ArraySymbolic <: SymbolicTypeTrait end\n\nTrait indicating type is a symbolic array. Calling collect on a symbolic array must return an AbstractArray containing ScalarSymbolic variables for each element in the array, in the same shape as the represented array. For example, if a is a symbolic array representing a 2x2 matrix, collect(a) must return a 2x2 array of scalar symbolic variables.\n\nSee also: ScalarSymbolic, NotSymbolic, symbolic_type\n\n\n\n\n\n","category":"type"},{"location":"api/#SymbolicIndexingInterface.NotSymbolic","page":"API","title":"SymbolicIndexingInterface.NotSymbolic","text":"struct NotSymbolic <: SymbolicTypeTrait end\n\nTrait indicating a type is not symbolic.\n\nSee also: ScalarSymbolic, ArraySymbolic, symbolic_type\n\n\n\n\n\n","category":"type"},{"location":"api/#SymbolicIndexingInterface.symbolic_type","page":"API","title":"SymbolicIndexingInterface.symbolic_type","text":"symbolic_type(x) = symbolic_type(typeof(x))\nsymbolic_type(::Type)\n\nGet the symbolic type trait of a type. Default to NotSymbolic for all types except Symbol and Expr, both of which are ScalarSymbolic.\n\nSee also: ScalarSymbolic, ArraySymbolic, NotSymbolic\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.hasname","page":"API","title":"SymbolicIndexingInterface.hasname","text":"hasname(x)\n\nCheck whether the given symbolic variable (for which symbolic_type(x) != NotSymbolic()) has a valid name as per getname. Defaults to true for x::Symbol.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.getname","page":"API","title":"SymbolicIndexingInterface.getname","text":"getname(x)::Symbol\n\nGet the name of a symbolic variable as a Symbol. Acts as the identity function for x::Symbol.\n\n\n\n\n\n","category":"function"},{"location":"api/#SymbolicIndexingInterface.symbolic_evaluate","page":"API","title":"SymbolicIndexingInterface.symbolic_evaluate","text":"symbolic_evaluate(expr, syms::Dict; kwargs...)\n\nReturn the value of symbolic expression expr where the values of variables involved are obtained from the dictionary syms. The keys of syms are symbolic variables (not expressions of variables). The values of syms can be values or symbolic expressions.\n\nThe returned value should either be a value or an expression involving symbolic variables not present as keys in syms.\n\nThe function can take additional keyword arguments to control implementation-specific behavior.\n\nThis is already implemented for symbolic_evaluate(expr::Union{Symbol, Expr}, syms::Dict).\n\n\n\n\n\n","category":"function"},{"location":"api/#Types","page":"API","title":"Types","text":"","category":"section"},{"location":"api/","page":"API","title":"API","text":"SymbolCache\nProblemState","category":"page"},{"location":"api/#SymbolicIndexingInterface.SymbolCache","page":"API","title":"SymbolicIndexingInterface.SymbolCache","text":"struct SymbolCache\nfunction SymbolCache(vars, [params, [indepvars]]; defaults = Dict(), timeseries_parameters = nothing)\n\nA struct implementing the index provider interface for a collection of variables, parameters, and independent variables. vars and params can be specified as arrays (in which case the index of a symbol is its index in the array) or AbstractDicts mapping symbols to indices. It is considered time dependent if it contains at least one independent variable.\n\nIt returns true for is_observed(::SymbolCache, sym) if sym isa Union{Expr, Array{Expr}, Tuple{Vararg{Expr}}. Functions can be generated using observed for Exprs involving variables in the SymbolCache if it has at most one independent variable.\n\ndefaults is an AbstractDict mapping variables and/or parameters to their default initial values. The default initial values can also be other variables/ parameters or expressions of them. timeseries_parameters is an AbstractDict the timeseries parameters in params to their ParameterTimeseriesIndex indexes.\n\nThe independent variable may be specified as a single symbolic variable instead of an array containing a single variable if the system has only one independent variable.\n\n\n\n\n\n","category":"type"},{"location":"api/#SymbolicIndexingInterface.ProblemState","page":"API","title":"SymbolicIndexingInterface.ProblemState","text":"struct ProblemState\nfunction ProblemState(; u = nothing, p = nothing, t = nothing, h = nothing)\n\nA value provider struct which can be used as an argument to the function returned by getsym or setsym. It stores the state vector, parameter object and current time, and forwards calls to state_values, parameter_values, current_time, set_state!, set_parameter! to the contained objects.\n\nA history function may be provided using the h keyword, which will be returned with get_history_function.\n\n\n\n\n\n","category":"type"},{"location":"usage/#Using-the-SciML-Symbolic-Indexing-Interface","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"","category":"section"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"This tutorial will cover ways to use the symbolic indexing interface for types that implement it. SciML's core types (problems, solutions, and iterator (integrator) types) all support this symbolic indexing interface which allows for domain-specific interfaces (such as ModelingToolkit, Catalyst, etc.) to seamlessly blend their symbolic languages with the types obtained from SciML. Other tutorials will focus on how users can make use of the interface for their own DSL, this tutorial will simply focus on what the user experience looks like for DSL which have set it up.","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"We recommend any DSL implementing the symbolic indexing interface to link to this tutorial as a full description of the functionality.","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"note: Note\nWhile this tutorial focuses on demonstrating the symbolic indexing interface for ODEs, note that the same functionality works across all of the other problem types, such as optimization problems, nonlinear problems, nonlinear solutions, etc.","category":"page"},{"location":"usage/#Symbolic-Indexing-of-Differential-Equation-Solutions","page":"Using the SciML Symbolic Indexing Interface","title":"Symbolic Indexing of Differential Equation Solutions","text":"","category":"section"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"Consider the following example:","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"using ModelingToolkit, OrdinaryDiffEq, SymbolicIndexingInterface, Plots\nusing ModelingToolkit: t_nounits as t, D_nounits as D\n\n@parameters σ ρ β\n@variables x(t) y(t) z(t) w(t)\n\neqs = [D(D(x)) ~ σ * (y - x),\n D(y) ~ x * (ρ - z) - y,\n D(z) ~ x * y - β * z,\n w ~ x + y + z]\n\n@mtkbuild sys = ODESystem(eqs, t)","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"The system has 4 state variables, 3 parameters, and one observed variable:","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"ModelingToolkit.observed(sys)","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"Solving the system,","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"u0 = [D(x) => 2.0,\n x => 1.0,\n y => 0.0,\n z => 0.0]\n\np = [σ => 28.0,\n ρ => 10.0,\n β => 8 / 3]\n\ntspan = (0.0, 100.0)\nprob = ODEProblem(sys, u0, tspan, p, jac = true)\nsol = solve(prob, Tsit5())","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"We can obtain the timeseries of any time-dependent variable using getindex","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"sol[x]","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"This also works for arrays or tuples of variables, including observed quantities and independent variables, for interpolating solutions, and plotting:","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"sol[[x, y]]","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"sol[(t, w)]","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"sol(1.3, idxs=x)","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"sol(1.3, idxs=[x, w])","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"sol(1.3, idxs=[:y, :z])","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"plot(sol, idxs=x)","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"If necessary, Symbols can be used to refer to variables. This is only valid for symbolic variables for which hasname returns true. The Symbol used must match the one returned by getname for the variable.","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"hasname(x)","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"getname(x)","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"sol[(:x, :w)]","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"Note how when indexing with an array, the returned type is a Vector{Array{Float64}}, and when using a Tuple, the returned type is Vector{Tuple{Float64, Float64}}. To obtain the value of all state variables, we can use the shorthand:","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"sol[solvedvariables] # equivalent to sol[variable_symbols(sol)]","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"This does not include the observed variable w. To include observed variables in the output, the following shorthand is used:","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"sol[allvariables] # equivalent to sol[all_variable_symbols(sol)]","category":"page"},{"location":"usage/#Evaluating-expressions","page":"Using the SciML Symbolic Indexing Interface","title":"Evaluating expressions","text":"","category":"section"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"getsym also generates functions for expressions if the object passed to it supports observed. For example:","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"getsym(prob, x + y + z)(prob)","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"To evaluate this function using values other than the ones contained in prob, we need an object that supports state_values, parameter_values, current_time. SymbolicIndexingInterface provides the ProblemState type, which has trivial implementations of the above functions. We can thus do:","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"temp_state = ProblemState(; u = [0.1, 0.2, 0.3, 0.4], p = parameter_values(prob))\ngetsym(prob, x + y + z)(temp_state)","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"Note that providing all of the state vector, parameter object and time may not be necessary if the function generated by observed does not access them. ModelingToolkit.jl generates functions that access the parameters regardless of whether they are used in the expression, and thus it needs to be provided to the ProblemState.","category":"page"},{"location":"usage/#Parameter-Indexing:-Getting-and-Setting-Parameter-Values","page":"Using the SciML Symbolic Indexing Interface","title":"Parameter Indexing: Getting and Setting Parameter Values","text":"","category":"section"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"Parameters cannot be obtained using this syntax, and instead require using getp and setp.","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"note: Note\nThe reason why parameters use a separate syntax is to be able to ensure type stability of the sol[x] indexing. Without separating the parameter indexing, the return type of symbolic indexing could be anything a parameter can be, which is general is not the same type as state variables!","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"σ_getter = getp(sys, σ)\nσ_getter(sol) # can also pass `prob`","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"Note that this also supports arrays/tuples of parameter symbols:","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"σ_ρ_getter = getp(sys, (σ, ρ))\nσ_ρ_getter(sol)","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"Now suppose the system has to be solved with a different value of the parameter β.","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"β_setter = setp(sys, β)\nβ_setter(prob, 3)","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"The updated parameter values can be checked using parameter_values.","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"parameter_values(prob)","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"When solving the new system, note that the parameter getter functions still work on the new solution object.","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"sol2 = solve(prob, Tsit5())\nσ_getter(sol)","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"σ_ρ_getter(sol)","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"To set the entire parameter vector at once, setp can be used (note that the order of symbols passed to setp must match the order of values in the array).","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"setp(prob, parameter_symbols(prob))(prob, [29.0, 11.0, 2.5])\nparameter_values(prob)","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"note: Note\nThese getters and setters generate high-performance functions for the specific chosen symbols or collection of symbols. Caching the getter/setter function and reusing it on other problem/solution instances can be the key to achieving good performance. Note that this caching is allowed only when the symbolic system is unchanged (it's fine for the numerical values to have changed, but not the underlying equations).","category":"page"},{"location":"usage/#Re-creating-a-buffer","page":"Using the SciML Symbolic Indexing Interface","title":"Re-creating a buffer","text":"","category":"section"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"To re-create a buffer (of unknowns or parameters) use remake_buffer. This allows changing the type of values in the buffer (for example, changing the value of a parameter from Float64 to Float32).","category":"page"},{"location":"usage/","page":"Using the SciML Symbolic Indexing Interface","title":"Using the SciML Symbolic Indexing Interface","text":"remake_buffer(sys, prob.p, Dict(σ => 1f0, ρ => 2f0, β => 3f0))","category":"page"},{"location":"simple_sii_sys/#Simple-Demonstration-of-a-Symbolic-System-Structure","page":"Simple Demonstration of a Symbolic System Structure","title":"Simple Demonstration of a Symbolic System Structure","text":"","category":"section"},{"location":"simple_sii_sys/","page":"Simple Demonstration of a Symbolic System Structure","title":"Simple Demonstration of a Symbolic System Structure","text":"In this tutorial we will show how to implement a system structure type for defining the symbolic indexing of a domain-specific language. This tutorial will show how the SymbolCache type is defined to take in arrays of symbols for its independent, dependent, and parameter variable names and uses that to define the symbolic indexing interface.","category":"page"},{"location":"simple_sii_sys/#Defining-the-ODE","page":"Simple Demonstration of a Symbolic System Structure","title":"Defining the ODE","text":"","category":"section"},{"location":"simple_sii_sys/","page":"Simple Demonstration of a Symbolic System Structure","title":"Simple Demonstration of a Symbolic System Structure","text":"For this example, we will use the Robertson equations:","category":"page"},{"location":"simple_sii_sys/","page":"Simple Demonstration of a Symbolic System Structure","title":"Simple Demonstration of a Symbolic System Structure","text":"beginaligned\nfracdy_1dt = -004y₁ + 10^4 y_2 y_3 \nfracdy_2dt = 004 y_1 - 10^4 y_2 y_3 - 3*10^7 y_2^2 \nfracdy_3dt = 3*10^7 y_2^2 \nendaligned","category":"page"},{"location":"simple_sii_sys/","page":"Simple Demonstration of a Symbolic System Structure","title":"Simple Demonstration of a Symbolic System Structure","text":"The in-place function for this ODE system can be defined as:","category":"page"},{"location":"simple_sii_sys/","page":"Simple Demonstration of a Symbolic System Structure","title":"Simple Demonstration of a Symbolic System Structure","text":"function rober!(du, u, p, t)\n y₁, y₂, y₃ = u\n k₁, k₂, k₃ = p\n du[1] = -k₁ * y₁ + k₃ * y₂ * y₃\n du[2] = k₁ * y₁ - k₂ * y₂^2 - k₃ * y₂ * y₃\n du[3] = k₂ * y₂^2\n nothing\nend","category":"page"},{"location":"simple_sii_sys/","page":"Simple Demonstration of a Symbolic System Structure","title":"Simple Demonstration of a Symbolic System Structure","text":"To add symbolic names for the states in this example, a SymbolCache can be created and passed as the sys keyword argument to the ODEFunction constructor, as shown below:","category":"page"},{"location":"simple_sii_sys/","page":"Simple Demonstration of a Symbolic System Structure","title":"Simple Demonstration of a Symbolic System Structure","text":"using OrdinaryDiffEq, SymbolicIndexingInterface\n\nsys = SymbolCache([:y₁, :y₂, :y₃])\nodefun = ODEFunction(rober!; sys = sys)\nnothing # hide","category":"page"},{"location":"simple_sii_sys/","page":"Simple Demonstration of a Symbolic System Structure","title":"Simple Demonstration of a Symbolic System Structure","text":"This is then used to create and solve the ODEProblem","category":"page"},{"location":"simple_sii_sys/","page":"Simple Demonstration of a Symbolic System Structure","title":"Simple Demonstration of a Symbolic System Structure","text":"prob = ODEProblem(odefun, [1.0, 0.0, 0.0], (0.0, 1e5), [0.04, 3e7, 1e4])\nsol = solve(prob, Rosenbrock23())","category":"page"},{"location":"simple_sii_sys/","page":"Simple Demonstration of a Symbolic System Structure","title":"Simple Demonstration of a Symbolic System Structure","text":"The solution can now be indexed symbolically:","category":"page"},{"location":"simple_sii_sys/","page":"Simple Demonstration of a Symbolic System Structure","title":"Simple Demonstration of a Symbolic System Structure","text":"sol[:y₁]","category":"page"},{"location":"simple_sii_sys/","page":"Simple Demonstration of a Symbolic System Structure","title":"Simple Demonstration of a Symbolic System Structure","text":"sol(1e3, idxs=:y₁)","category":"page"},{"location":"simple_sii_sys/","page":"Simple Demonstration of a Symbolic System Structure","title":"Simple Demonstration of a Symbolic System Structure","text":"However, we did not give names to the parameters or the independent variables. They can be specified using SymbolCache as well:","category":"page"},{"location":"simple_sii_sys/","page":"Simple Demonstration of a Symbolic System Structure","title":"Simple Demonstration of a Symbolic System Structure","text":"sys = SymbolCache([:y₁, :y₂, :y₃], [:k₁, :k₂, :k₃], :t)\nodefun = ODEFunction(rober!; sys = sys)\nprob = ODEProblem(odefun, [1.0, 0.0, 0.0], (0.0, 1e5), [0.04, 3e7, 1e4])\nsol = solve(prob, Rosenbrock23())\ngetk1 = getp(sys, :k₁)\n\ngetk1(prob)","category":"page"},{"location":"simple_sii_sys/","page":"Simple Demonstration of a Symbolic System Structure","title":"Simple Demonstration of a Symbolic System Structure","text":"getk1(sol)","category":"page"},{"location":"simple_sii_sys/","page":"Simple Demonstration of a Symbolic System Structure","title":"Simple Demonstration of a Symbolic System Structure","text":"sol[:t]","category":"page"},{"location":"solution_wrappers/#Defining-Solution-Wrapper-Fallbacks","page":"Defining Solution Wrapper Fallbacks","title":"Defining Solution Wrapper Fallbacks","text":"","category":"section"},{"location":"solution_wrappers/","page":"Defining Solution Wrapper Fallbacks","title":"Defining Solution Wrapper Fallbacks","text":"The simplest case is when the type contains an object that already implements the interface. All its methods can simply be forwarded to that object. To do so, SymbolicIndexingInterface.jl provides the symbolic_container method. For example,","category":"page"},{"location":"solution_wrappers/","page":"Defining Solution Wrapper Fallbacks","title":"Defining Solution Wrapper Fallbacks","text":"struct MySolutionWrapper{T<:SciMLBase.AbstractTimeseriesSolution}\n sol::T\n # other properties...\nend\n\nsymbolic_container(sys::MySolutionWrapper) = sys.sol","category":"page"},{"location":"solution_wrappers/","page":"Defining Solution Wrapper Fallbacks","title":"Defining Solution Wrapper Fallbacks","text":"MySolutionWrapper wraps an AbstractTimeseriesSolution which already implements the interface. Since symbolic_container will return the wrapped solution, all method calls such as is_parameter(sys::MySolutionWrapper, sym) will be forwarded to is_parameter(sys.sol, sym).","category":"page"},{"location":"solution_wrappers/","page":"Defining Solution Wrapper Fallbacks","title":"Defining Solution Wrapper Fallbacks","text":"In cases where some methods need to function differently than those of the wrapped type, they can be selectively defined. For example, suppose MySolutionWrapper does not support observed quantities. The following method can be defined (in addition to the one above):","category":"page"},{"location":"solution_wrappers/","page":"Defining Solution Wrapper Fallbacks","title":"Defining Solution Wrapper Fallbacks","text":"is_observed(sys::MySolutionWrapper, sym) = false","category":"page"},{"location":"#SymbolicIndexingInterface.jl:-Standardized-Symbolic-Indexing-of-Julia","page":"Home","title":"SymbolicIndexingInterface.jl: Standardized Symbolic Indexing of Julia","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"SymbolicIndexingInterface.jl is a set of interface functions for handling containers of symbolic variables.","category":"page"},{"location":"#Installation","page":"Home","title":"Installation","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"To install SymbolicIndexingInterface.jl, use the Julia package manager:","category":"page"},{"location":"","page":"Home","title":"Home","text":"using Pkg\nPkg.add(\"SymbolicIndexingInterface\")","category":"page"},{"location":"#Introduction","page":"Home","title":"Introduction","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"The symbolic indexing interface has 2 levels:","category":"page"},{"location":"","page":"Home","title":"Home","text":"The user level. At the user level, a modeler or engineer simply uses terms from a domain-specific language (DSL) inside of SciML functionality and will receive the requested values. For example, if a DSL defines a symbol x, then sol[x] returns the solution value(s) for x.\nThe DSL system structure level. This is the structure which defines the symbolic indexing for a given problem/solution. DSLs can tag a constructed problem/solution with this object in order to endow the SciML tools with the ability to index symbolically according to the definitions the DSL writer wants.","category":"page"},{"location":"#Contributing","page":"Home","title":"Contributing","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Please refer to the SciML ColPrac: Contributor's Guide on Collaborative Practices for Community Packages for guidance on PRs, issues, and other matters relating to contributing to SciML.\nThere are a few community forums:\nthe #diffeq-bridged channel in the Julia Slack\nJuliaDiffEq on Gitter\non the Julia Discourse forums\nsee also SciML Community page","category":"page"},{"location":"#Reproducibility","page":"Home","title":"Reproducibility","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"
The documentation of this SciML package was built using these direct dependencies,","category":"page"},{"location":"","page":"Home","title":"Home","text":"using Pkg # hide\nPkg.status() # hide","category":"page"},{"location":"","page":"Home","title":"Home","text":"
","category":"page"},{"location":"","page":"Home","title":"Home","text":"
and using this machine and Julia version.","category":"page"},{"location":"","page":"Home","title":"Home","text":"using InteractiveUtils # hide\nversioninfo() # hide","category":"page"},{"location":"","page":"Home","title":"Home","text":"
","category":"page"},{"location":"","page":"Home","title":"Home","text":"
A more complete overview of all dependencies and their versions is also provided.","category":"page"},{"location":"","page":"Home","title":"Home","text":"using Pkg # hide\nPkg.status(; mode = PKGMODE_MANIFEST) # hide","category":"page"},{"location":"","page":"Home","title":"Home","text":"
","category":"page"},{"location":"","page":"Home","title":"Home","text":"using TOML\nusing Markdown\nversion = TOML.parse(read(\"../../Project.toml\", String))[\"version\"]\nname = TOML.parse(read(\"../../Project.toml\", String))[\"name\"]\nlink_manifest = \"https://github.com/SciML/\" * name * \".jl/tree/gh-pages/v\" * version *\n \"/assets/Manifest.toml\"\nlink_project = \"https://github.com/SciML/\" * name * \".jl/tree/gh-pages/v\" * version *\n \"/assets/Project.toml\"\nMarkdown.parse(\"\"\"You can also download the\n[manifest]($link_manifest)\nfile and the\n[project]($link_project)\nfile.\n\"\"\")","category":"page"},{"location":"terminology/#Terminology","page":"Terminology","title":"Terminology","text":"","category":"section"},{"location":"terminology/","page":"Terminology","title":"Terminology","text":"SymbolicIndexingInterface.jl uses various library-specific terminology throughout its documentation. This page attempts to provide comprehensive explanations of the terms used.","category":"page"},{"location":"terminology/#Indexes","page":"Terminology","title":"Indexes","text":"","category":"section"},{"location":"terminology/","page":"Terminology","title":"Terminology","text":"An index is an object that defines how to extract specific data from a data structure. Indexes may be anything from integer indexes into arrays, to custom types that contain information specific to a particular data structure.","category":"page"},{"location":"terminology/","page":"Terminology","title":"Terminology","text":"In code samples, an index is typically denoted with the name idx or i.","category":"page"},{"location":"terminology/#Symbolic-variables","page":"Terminology","title":"Symbolic variables","text":"","category":"section"},{"location":"terminology/","page":"Terminology","title":"Terminology","text":"Symbolic variables are objects that represent quantities (states, parameters, time, etc.) or collections of quantities used in a numerical simulation in a more human-accessible manner. Typically the values of these quantities are stored in custom data structures and referred to using indexes that do not convey any semantic meaning to users. Symbolic variables cannot directly be used to access values from these data structures and need to be translated into indexes.","category":"page"},{"location":"terminology/","page":"Terminology","title":"Terminology","text":"In code samples, a symbolic variable is typically denoted with the name sym.","category":"page"},{"location":"terminology/","page":"Terminology","title":"Terminology","text":"Symbolic variables are also sometimes referred to as \"symbolic indices\".","category":"page"},{"location":"terminology/#Index-providers","page":"Terminology","title":"Index providers","text":"","category":"section"},{"location":"terminology/","page":"Terminology","title":"Terminology","text":"Index providers translate symbolic variables into indexes. In general, an \"index\" can be anything from integer indexes into an array, or custom types that define how to index into complicated data structures. nothing is reserved to denote the absence of an index, in cases where the index provider is unaware of a particular symbolic variable. It cannot be used as an index. ModelingToolkit.jl systems are examples of index providers.","category":"page"},{"location":"terminology/","page":"Terminology","title":"Terminology","text":"In code samples, an index provider is typically denoted with the name indp.","category":"page"},{"location":"terminology/#Value-providers","page":"Terminology","title":"Value providers","text":"","category":"section"},{"location":"terminology/","page":"Terminology","title":"Terminology","text":"Value providers store values of symbolic variables. Given an appropriate index from an index provider, value providers return the value (or values) stored at that index. The problem, integrator and solution types in SciML are all examples of value providers. Each value provider is (directly or indirectly) associated with an index provider that defines the set of valid symbolic variables for that value provider, and the corresponding indexes.","category":"page"},{"location":"terminology/","page":"Terminology","title":"Terminology","text":"A value provider may not store values for all symbolic variables in the corresponding index provider. For example, a parameter object (even a plain Array storing parameter values) is a value provider specifically for the symbolic variables referring to parameters.","category":"page"},{"location":"terminology/","page":"Terminology","title":"Terminology","text":"In code samples, a value provider is typically denoted with the name valp.","category":"page"},{"location":"terminology/","page":"Terminology","title":"Terminology","text":"note: Note\nIt is important to note that an object may be both a value- and index- provider. For example, SciML's problem, integrator and solution types are both value- and index- providers. This allows for several syntactic improvements. The symbolic_container function is useful in defining such objects.","category":"page"},{"location":"terminology/#Timeseries-objects","page":"Terminology","title":"Timeseries objects","text":"","category":"section"},{"location":"terminology/","page":"Terminology","title":"Terminology","text":"Timeseries objects are value providers which implement the Timeseries variant of the is_timeseries trait.","category":"page"},{"location":"terminology/#Parameter-timeseries-objects","page":"Terminology","title":"Parameter timeseries objects","text":"","category":"section"},{"location":"terminology/","page":"Terminology","title":"Terminology","text":"Parameter timeseries objects are timeseries objects which implement the Timeseries variant of the is_parameter_timeseries trait.","category":"page"}] +} diff --git a/v0.3.36/simple_sii_sys/index.html b/v0.3.36/simple_sii_sys/index.html new file mode 100644 index 0000000..39e77a1 --- /dev/null +++ b/v0.3.36/simple_sii_sys/index.html @@ -0,0 +1,110 @@ + +Simple Demonstration of a Symbolic System Structure · SymbolicIndexingInterface.jl
GitHub

Simple Demonstration of a Symbolic System Structure

In this tutorial we will show how to implement a system structure type for defining the symbolic indexing of a domain-specific language. This tutorial will show how the SymbolCache type is defined to take in arrays of symbols for its independent, dependent, and parameter variable names and uses that to define the symbolic indexing interface.

Defining the ODE

For this example, we will use the Robertson equations:

\[\begin{aligned} +\frac{dy_1}{dt} &= -0.04y₁ + 10^4 y_2 y_3 \\ +\frac{dy_2}{dt} &= 0.04 y_1 - 10^4 y_2 y_3 - 3*10^7 y_{2}^2 \\ +\frac{dy_3}{dt} &= 3*10^7 y_{2}^2 \\ +\end{aligned}\]

The in-place function for this ODE system can be defined as:

function rober!(du, u, p, t)
+    y₁, y₂, y₃ = u
+    k₁, k₂, k₃ = p
+    du[1] = -k₁ * y₁ + k₃ * y₂ * y₃
+    du[2] = k₁ * y₁ - k₂ * y₂^2 - k₃ * y₂ * y₃
+    du[3] = k₂ * y₂^2
+    nothing
+end
rober! (generic function with 1 method)

To add symbolic names for the states in this example, a SymbolCache can be created and passed as the sys keyword argument to the ODEFunction constructor, as shown below:

using OrdinaryDiffEq, SymbolicIndexingInterface
+
+sys = SymbolCache([:y₁, :y₂, :y₃])
+odefun = ODEFunction(rober!; sys = sys)

This is then used to create and solve the ODEProblem

prob = ODEProblem(odefun, [1.0, 0.0, 0.0], (0.0, 1e5), [0.04, 3e7, 1e4])
+sol = solve(prob, Rosenbrock23())
retcode: Success
+Interpolation: specialized 2nd order "free" stiffness-aware interpolation
+t: 61-element Vector{Float64}:
+      0.0
+      3.196206628740808e-5
+      0.00014400709669791316
+      0.00025605212710841824
+      0.00048593872520561496
+      0.0007179482298405134
+      0.0010819240431281
+      0.0014801655696439716
+      0.0020679567767069723
+      0.0028435846274559506
+      ⋮
+  25371.934242574636
+  30784.11997687391
+  37217.42637183451
+  44850.61378119757
+  53893.69155452613
+  64593.73799781129
+  77241.71960460565
+  92180.81944906656
+ 100000.0
+u: 61-element Vector{Vector{Float64}}:
+ [1.0, 0.0, 0.0]
+ [0.9999987215181657, 1.2780900152625978e-6, 3.9181897521319503e-10]
+ [0.9999942397327672, 5.718510591908378e-6, 4.175664083814196e-8]
+ [0.9999897579685716, 9.992106860321925e-6, 2.499245680985423e-7]
+ [0.99998056266788, 1.7833624284594367e-5, 1.6037078354141817e-6]
+ [0.9999712826600025, 2.403488607694387e-5, 4.682453920643883e-6]
+ [0.9999567250106862, 3.0390689558961382e-5, 1.2884299754832173e-5]
+ [0.999940798607161, 3.388427373871301e-5, 2.531711910029394e-5]
+ [0.9999172960308617, 3.583508668595173e-5, 4.686888245237194e-5]
+ [0.9998862913719596, 3.641240165367128e-5, 7.729622638673522e-5]
+ ⋮
+ [0.055635077310009065, 2.3546320422346722e-7, 0.9443646872267859]
+ [0.04792534876404729, 2.0121495043224888e-7, 0.9520744500210006]
+ [0.04123342149003502, 1.719278816689167e-7, 0.9587664065820822]
+ [0.03543699837030737, 1.4688361975260098e-7, 0.9645628547460711]
+ [0.030425371816163962, 1.2546809318472707e-7, 0.9695745027157404]
+ [0.026099132201150052, 1.071560843171797e-7, 0.9739007606427642]
+ [0.02236969169455006, 9.149844876161093e-8, 0.9776302168069991]
+ [0.01915856331353314, 7.811096380138707e-8, 0.9808413585755007]
+ [0.01782789385075168, 7.258919982166317e-8, 0.9821720335600462]

The solution can now be indexed symbolically:

sol[:y₁]
61-element Vector{Float64}:
+ 1.0
+ 0.9999987215181657
+ 0.9999942397327672
+ 0.9999897579685716
+ 0.99998056266788
+ 0.9999712826600025
+ 0.9999567250106862
+ 0.999940798607161
+ 0.9999172960308617
+ 0.9998862913719596
+ ⋮
+ 0.055635077310009065
+ 0.04792534876404729
+ 0.04123342149003502
+ 0.03543699837030737
+ 0.030425371816163962
+ 0.026099132201150052
+ 0.02236969169455006
+ 0.01915856331353314
+ 0.01782789385075168
sol(1e3, idxs=:y₁)
0.3367546834697409

However, we did not give names to the parameters or the independent variables. They can be specified using SymbolCache as well:

sys = SymbolCache([:y₁, :y₂, :y₃], [:k₁, :k₂, :k₃], :t)
+odefun = ODEFunction(rober!; sys = sys)
+prob = ODEProblem(odefun, [1.0, 0.0, 0.0], (0.0, 1e5), [0.04, 3e7, 1e4])
+sol = solve(prob, Rosenbrock23())
+getk1 = getp(sys, :k₁)
+
+getk1(prob)
0.04
getk1(sol)
0.04
sol[:t]
61-element Vector{Float64}:
+      0.0
+      3.196206628740808e-5
+      0.00014400709669791316
+      0.00025605212710841824
+      0.00048593872520561496
+      0.0007179482298405134
+      0.0010819240431281
+      0.0014801655696439716
+      0.0020679567767069723
+      0.0028435846274559506
+      ⋮
+  25371.934242574636
+  30784.11997687391
+  37217.42637183451
+  44850.61378119757
+  53893.69155452613
+  64593.73799781129
+  77241.71960460565
+  92180.81944906656
+ 100000.0
diff --git a/v0.3.36/siteinfo.js b/v0.3.36/siteinfo.js new file mode 100644 index 0000000..887f155 --- /dev/null +++ b/v0.3.36/siteinfo.js @@ -0,0 +1 @@ +var DOCUMENTER_CURRENT_VERSION = "v0.3.36"; diff --git a/v0.3.36/solution_wrappers/index.html b/v0.3.36/solution_wrappers/index.html new file mode 100644 index 0000000..d3a3365 --- /dev/null +++ b/v0.3.36/solution_wrappers/index.html @@ -0,0 +1,11 @@ + +Defining Solution Wrapper Fallbacks · SymbolicIndexingInterface.jl
GitHub

Defining Solution Wrapper Fallbacks

The simplest case is when the type contains an object that already implements the interface. All its methods can simply be forwarded to that object. To do so, SymbolicIndexingInterface.jl provides the symbolic_container method. For example,

struct MySolutionWrapper{T<:SciMLBase.AbstractTimeseriesSolution}
+  sol::T
+  # other properties...
+end
+
+symbolic_container(sys::MySolutionWrapper) = sys.sol

MySolutionWrapper wraps an AbstractTimeseriesSolution which already implements the interface. Since symbolic_container will return the wrapped solution, all method calls such as is_parameter(sys::MySolutionWrapper, sym) will be forwarded to is_parameter(sys.sol, sym).

In cases where some methods need to function differently than those of the wrapped type, they can be selectively defined. For example, suppose MySolutionWrapper does not support observed quantities. The following method can be defined (in addition to the one above):

is_observed(sys::MySolutionWrapper, sym) = false
diff --git a/v0.3.36/terminology/index.html b/v0.3.36/terminology/index.html new file mode 100644 index 0000000..9d2a868 --- /dev/null +++ b/v0.3.36/terminology/index.html @@ -0,0 +1,6 @@ + +Terminology · SymbolicIndexingInterface.jl
GitHub

Terminology

SymbolicIndexingInterface.jl uses various library-specific terminology throughout its documentation. This page attempts to provide comprehensive explanations of the terms used.

Indexes

An index is an object that defines how to extract specific data from a data structure. Indexes may be anything from integer indexes into arrays, to custom types that contain information specific to a particular data structure.

In code samples, an index is typically denoted with the name idx or i.

Symbolic variables

Symbolic variables are objects that represent quantities (states, parameters, time, etc.) or collections of quantities used in a numerical simulation in a more human-accessible manner. Typically the values of these quantities are stored in custom data structures and referred to using indexes that do not convey any semantic meaning to users. Symbolic variables cannot directly be used to access values from these data structures and need to be translated into indexes.

In code samples, a symbolic variable is typically denoted with the name sym.

Symbolic variables are also sometimes referred to as "symbolic indices".

Index providers

Index providers translate symbolic variables into indexes. In general, an "index" can be anything from integer indexes into an array, or custom types that define how to index into complicated data structures. nothing is reserved to denote the absence of an index, in cases where the index provider is unaware of a particular symbolic variable. It cannot be used as an index. ModelingToolkit.jl systems are examples of index providers.

In code samples, an index provider is typically denoted with the name indp.

Value providers

Value providers store values of symbolic variables. Given an appropriate index from an index provider, value providers return the value (or values) stored at that index. The problem, integrator and solution types in SciML are all examples of value providers. Each value provider is (directly or indirectly) associated with an index provider that defines the set of valid symbolic variables for that value provider, and the corresponding indexes.

A value provider may not store values for all symbolic variables in the corresponding index provider. For example, a parameter object (even a plain Array storing parameter values) is a value provider specifically for the symbolic variables referring to parameters.

In code samples, a value provider is typically denoted with the name valp.

Note

It is important to note that an object may be both a value- and index- provider. For example, SciML's problem, integrator and solution types are both value- and index- providers. This allows for several syntactic improvements. The symbolic_container function is useful in defining such objects.

Timeseries objects

Timeseries objects are value providers which implement the Timeseries variant of the is_timeseries trait.

Parameter timeseries objects

Parameter timeseries objects are timeseries objects which implement the Timeseries variant of the is_parameter_timeseries trait.

diff --git a/v0.3.36/usage/ca30cfcd.svg b/v0.3.36/usage/ca30cfcd.svg new file mode 100644 index 0000000..402f3d9 --- /dev/null +++ b/v0.3.36/usage/ca30cfcd.svg @@ -0,0 +1,46 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/v0.3.36/usage/index.html b/v0.3.36/usage/index.html new file mode 100644 index 0000000..fcdd8af --- /dev/null +++ b/v0.3.36/usage/index.html @@ -0,0 +1,210 @@ + +Using the SciML Symbolic Indexing Interface · SymbolicIndexingInterface.jl
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Using the SciML Symbolic Indexing Interface

This tutorial will cover ways to use the symbolic indexing interface for types that implement it. SciML's core types (problems, solutions, and iterator (integrator) types) all support this symbolic indexing interface which allows for domain-specific interfaces (such as ModelingToolkit, Catalyst, etc.) to seamlessly blend their symbolic languages with the types obtained from SciML. Other tutorials will focus on how users can make use of the interface for their own DSL, this tutorial will simply focus on what the user experience looks like for DSL which have set it up.

We recommend any DSL implementing the symbolic indexing interface to link to this tutorial as a full description of the functionality.

Note

While this tutorial focuses on demonstrating the symbolic indexing interface for ODEs, note that the same functionality works across all of the other problem types, such as optimization problems, nonlinear problems, nonlinear solutions, etc.

Symbolic Indexing of Differential Equation Solutions

Consider the following example:

using ModelingToolkit, OrdinaryDiffEq, SymbolicIndexingInterface, Plots
+using ModelingToolkit: t_nounits as t, D_nounits as D
+
+@parameters σ ρ β
+@variables x(t) y(t) z(t) w(t)
+
+eqs = [D(D(x)) ~ σ * (y - x),
+    D(y) ~ x * (ρ - z) - y,
+    D(z) ~ x * y - β * z,
+    w ~ x + y + z]
+
+@mtkbuild sys = ODESystem(eqs, t)

\[ \begin{align} +\frac{\mathrm{d} \mathtt{xˍt}\left( t \right)}{\mathrm{d}t} &= \left( - x\left( t \right) + y\left( t \right) \right) \sigma \\ +\frac{\mathrm{d} y\left( t \right)}{\mathrm{d}t} &= - y\left( t \right) + x\left( t \right) \left( - z\left( t \right) + \rho \right) \\ +\frac{\mathrm{d} z\left( t \right)}{\mathrm{d}t} &= x\left( t \right) y\left( t \right) - z\left( t \right) \beta \\ +\frac{\mathrm{d} x\left( t \right)}{\mathrm{d}t} &= \mathtt{xˍt}\left( t \right) +\end{align} + \]

The system has 4 state variables, 3 parameters, and one observed variable:

ModelingToolkit.observed(sys)

\[ \begin{align} +w\left( t \right) &= x\left( t \right) + y\left( t \right) + z\left( t \right) +\end{align} + \]

Solving the system,

u0 = [D(x) => 2.0,
+    x => 1.0,
+    y => 0.0,
+    z => 0.0]
+
+p = [σ => 28.0,
+    ρ => 10.0,
+    β => 8 / 3]
+
+tspan = (0.0, 100.0)
+prob = ODEProblem(sys, u0, tspan, p, jac = true)
+sol = solve(prob, Tsit5())
retcode: Success
+Interpolation: specialized 4th order "free" interpolation
+t: 1495-element Vector{Float64}:
+   0.0
+   0.00014131524176735154
+   0.0015544676594408668
+   0.012956381586203063
+   0.038266699884064254
+   0.0785229194408219
+   0.12210864510623465
+   0.1715537595773225
+   0.23112906724447269
+   0.30252384441787916
+   ⋮
+  99.50500400949036
+  99.57665671063391
+  99.64283644778946
+  99.72166970896653
+  99.79967565070119
+  99.86801146250268
+  99.93304886418163
+  99.99013920811814
+ 100.0
+u: 1495-element Vector{Vector{Float64}}:
+ [2.0, 0.0, 0.0, 1.0]
+ [1.9960454103704428, 0.0014132521265988688, 9.986094350108851e-8, 1.0002823510089436]
+ [1.956746201469907, 0.01555657123298723, 1.2096178746316906e-5, 1.0030752466310615]
+ [1.6563911009012329, 0.13029732325873117, 0.0008464888055104521, 1.0236450170514986]
+ [1.1011942450107057, 0.3874130541723886, 0.007445311072875279, 1.0582098434939375]
+ [0.5557298342165394, 0.795954115942288, 0.031202922260444813, 1.0901348112728222]
+ [0.44950103893773047, 1.2290079071325886, 0.07390401064741846, 1.1102092737279297]
+ [0.9266727130791688, 1.706238215969287, 0.14159578142525983, 1.1416871413493421]
+ [2.278100719563122, 2.2773793680509047, 0.2511409516498877, 1.2331771178073494]
+ [4.867420100033599, 3.0146936570333036, 0.44047996356952857, 1.482457085693269]
+ ⋮
+ [80.19626954598822, 0.2231933697492472, 6.377997673391619, -10.921009114194087]
+ [93.91126317449019, -1.943511875150559, 5.714426336544729, -4.580903836595237]
+ [92.47052726207596, -2.2128840651669464, 4.966588950256005, 1.6531217356898207]
+ [78.34377161396489, 0.27369559171564467, 3.6720084014137733, 8.448762638974289]
+ [59.61988063036174, 5.2078889703092095, 5.364597977976095, 13.8343282979256]
+ [42.06608076700321, 6.848720789431849, 10.923031490807823, 17.327761617672973]
+ [17.746354561947708, 2.5614609605308467, 14.71014279775863, 19.336066112359077]
+ [-13.425210358521637, -1.9987158362085793, 12.635789047318434, 19.496276813392893]
+ [-19.399440458388117, -2.411052621022261, 11.888639580483389, 19.334495167624354]

We can obtain the timeseries of any time-dependent variable using getindex

sol[x]
1495-element Vector{Float64}:
+   1.0
+   1.0002823510089436
+   1.0030752466310615
+   1.0236450170514986
+   1.0582098434939375
+   1.0901348112728222
+   1.1102092737279297
+   1.1416871413493421
+   1.2331771178073494
+   1.482457085693269
+   ⋮
+ -10.921009114194087
+  -4.580903836595237
+   1.6531217356898207
+   8.448762638974289
+  13.8343282979256
+  17.327761617672973
+  19.336066112359077
+  19.496276813392893
+  19.334495167624354

This also works for arrays or tuples of variables, including observed quantities and independent variables, for interpolating solutions, and plotting:

sol[[x, y]]
1495-element Vector{Vector{Float64}}:
+ [1.0, 0.0]
+ [1.0002823510089436, 0.0014132521265988688]
+ [1.0030752466310615, 0.01555657123298723]
+ [1.0236450170514986, 0.13029732325873117]
+ [1.0582098434939375, 0.3874130541723886]
+ [1.0901348112728222, 0.795954115942288]
+ [1.1102092737279297, 1.2290079071325886]
+ [1.1416871413493421, 1.706238215969287]
+ [1.2331771178073494, 2.2773793680509047]
+ [1.482457085693269, 3.0146936570333036]
+ ⋮
+ [-10.921009114194087, 0.2231933697492472]
+ [-4.580903836595237, -1.943511875150559]
+ [1.6531217356898207, -2.2128840651669464]
+ [8.448762638974289, 0.27369559171564467]
+ [13.8343282979256, 5.2078889703092095]
+ [17.327761617672973, 6.848720789431849]
+ [19.336066112359077, 2.5614609605308467]
+ [19.496276813392893, -1.9987158362085793]
+ [19.334495167624354, -2.411052621022261]
sol[(t, w)]
1495-element Vector{Tuple{Float64, Float64}}:
+ (0.0, 1.0)
+ (0.00014131524176735154, 1.001695702996486)
+ (0.0015544676594408668, 1.0186439140427952)
+ (0.012956381586203063, 1.1547888291157402)
+ (0.038266699884064254, 1.4530682087392015)
+ (0.0785229194408219, 1.917291849475555)
+ (0.12210864510623465, 2.4131211915079365)
+ (0.1715537595773225, 2.9895211387438887)
+ (0.23112906724447269, 3.761697437508142)
+ (0.30252384441787916, 4.937630706296102)
+ ⋮
+ (99.50500400949036, -4.319818071053222)
+ (99.57665671063391, -0.8099893752010665)
+ (99.64283644778946, 4.4068266207788795)
+ (99.72166970896653, 12.394466632103708)
+ (99.79967565070119, 24.406815246210904)
+ (99.86801146250268, 35.099513897912644)
+ (99.93304886418163, 36.60766987064856)
+ (99.99013920811814, 30.133350024502747)
+ (100.0, 28.812082127085482)
sol(1.3, idxs=x)
-7.739577070673492
sol(1.3, idxs=[x, w])
2-element Vector{Float64}:
+ -7.739577070673492
+ -5.727345621422577
sol(1.3, idxs=[:y, :z])
2-element Vector{Float64}:
+ -1.688874681282943
+  3.7011061305338573
plot(sol, idxs=x)
Example block output

If necessary, Symbols can be used to refer to variables. This is only valid for symbolic variables for which hasname returns true. The Symbol used must match the one returned by getname for the variable.

hasname(x)
true
getname(x)
:x
sol[(:x, :w)]
1495-element Vector{Tuple{Float64, Float64}}:
+ (1.0, 1.0)
+ (1.0002823510089436, 1.001695702996486)
+ (1.0030752466310615, 1.0186439140427952)
+ (1.0236450170514986, 1.1547888291157402)
+ (1.0582098434939375, 1.4530682087392015)
+ (1.0901348112728222, 1.917291849475555)
+ (1.1102092737279297, 2.4131211915079365)
+ (1.1416871413493421, 2.9895211387438887)
+ (1.2331771178073494, 3.761697437508142)
+ (1.482457085693269, 4.937630706296102)
+ ⋮
+ (-10.921009114194087, -4.319818071053222)
+ (-4.580903836595237, -0.8099893752010665)
+ (1.6531217356898207, 4.4068266207788795)
+ (8.448762638974289, 12.394466632103708)
+ (13.8343282979256, 24.406815246210904)
+ (17.327761617672973, 35.099513897912644)
+ (19.336066112359077, 36.60766987064856)
+ (19.496276813392893, 30.133350024502747)
+ (19.334495167624354, 28.812082127085482)

Note how when indexing with an array, the returned type is a Vector{Array{Float64}}, and when using a Tuple, the returned type is Vector{Tuple{Float64, Float64}}. To obtain the value of all state variables, we can use the shorthand:

sol[solvedvariables] # equivalent to sol[variable_symbols(sol)]
1495-element Vector{Vector{Float64}}:
+ [2.0, 0.0, 0.0, 1.0]
+ [1.9960454103704428, 0.0014132521265988688, 9.986094350108851e-8, 1.0002823510089436]
+ [1.956746201469907, 0.01555657123298723, 1.2096178746316906e-5, 1.0030752466310615]
+ [1.6563911009012329, 0.13029732325873117, 0.0008464888055104521, 1.0236450170514986]
+ [1.1011942450107057, 0.3874130541723886, 0.007445311072875279, 1.0582098434939375]
+ [0.5557298342165394, 0.795954115942288, 0.031202922260444813, 1.0901348112728222]
+ [0.44950103893773047, 1.2290079071325886, 0.07390401064741846, 1.1102092737279297]
+ [0.9266727130791688, 1.706238215969287, 0.14159578142525983, 1.1416871413493421]
+ [2.278100719563122, 2.2773793680509047, 0.2511409516498877, 1.2331771178073494]
+ [4.867420100033599, 3.0146936570333036, 0.44047996356952857, 1.482457085693269]
+ ⋮
+ [80.19626954598822, 0.2231933697492472, 6.377997673391619, -10.921009114194087]
+ [93.91126317449019, -1.943511875150559, 5.714426336544729, -4.580903836595237]
+ [92.47052726207596, -2.2128840651669464, 4.966588950256005, 1.6531217356898207]
+ [78.34377161396489, 0.27369559171564467, 3.6720084014137733, 8.448762638974289]
+ [59.61988063036174, 5.2078889703092095, 5.364597977976095, 13.8343282979256]
+ [42.06608076700321, 6.848720789431849, 10.923031490807823, 17.327761617672973]
+ [17.746354561947708, 2.5614609605308467, 14.71014279775863, 19.336066112359077]
+ [-13.425210358521637, -1.9987158362085793, 12.635789047318434, 19.496276813392893]
+ [-19.399440458388117, -2.411052621022261, 11.888639580483389, 19.334495167624354]

This does not include the observed variable w. To include observed variables in the output, the following shorthand is used:

sol[allvariables] # equivalent to sol[all_variable_symbols(sol)]
1495-element Vector{Vector{Float64}}:
+ [2.0, 0.0, 0.0, 1.0, 1.0]
+ [1.9960454103704428, 0.0014132521265988688, 9.986094350108851e-8, 1.0002823510089436, 1.001695702996486]
+ [1.956746201469907, 0.01555657123298723, 1.2096178746316906e-5, 1.0030752466310615, 1.0186439140427952]
+ [1.6563911009012329, 0.13029732325873117, 0.0008464888055104521, 1.0236450170514986, 1.1547888291157402]
+ [1.1011942450107057, 0.3874130541723886, 0.007445311072875279, 1.0582098434939375, 1.4530682087392015]
+ [0.5557298342165394, 0.795954115942288, 0.031202922260444813, 1.0901348112728222, 1.917291849475555]
+ [0.44950103893773047, 1.2290079071325886, 0.07390401064741846, 1.1102092737279297, 2.4131211915079365]
+ [0.9266727130791688, 1.706238215969287, 0.14159578142525983, 1.1416871413493421, 2.9895211387438887]
+ [2.278100719563122, 2.2773793680509047, 0.2511409516498877, 1.2331771178073494, 3.761697437508142]
+ [4.867420100033599, 3.0146936570333036, 0.44047996356952857, 1.482457085693269, 4.937630706296102]
+ ⋮
+ [80.19626954598822, 0.2231933697492472, 6.377997673391619, -10.921009114194087, -4.319818071053222]
+ [93.91126317449019, -1.943511875150559, 5.714426336544729, -4.580903836595237, -0.8099893752010665]
+ [92.47052726207596, -2.2128840651669464, 4.966588950256005, 1.6531217356898207, 4.4068266207788795]
+ [78.34377161396489, 0.27369559171564467, 3.6720084014137733, 8.448762638974289, 12.394466632103708]
+ [59.61988063036174, 5.2078889703092095, 5.364597977976095, 13.8343282979256, 24.406815246210904]
+ [42.06608076700321, 6.848720789431849, 10.923031490807823, 17.327761617672973, 35.099513897912644]
+ [17.746354561947708, 2.5614609605308467, 14.71014279775863, 19.336066112359077, 36.60766987064856]
+ [-13.425210358521637, -1.9987158362085793, 12.635789047318434, 19.496276813392893, 30.133350024502747]
+ [-19.399440458388117, -2.411052621022261, 11.888639580483389, 19.334495167624354, 28.812082127085482]

Evaluating expressions

getsym also generates functions for expressions if the object passed to it supports observed. For example:

getsym(prob, x + y + z)(prob)
1.0

To evaluate this function using values other than the ones contained in prob, we need an object that supports state_values, parameter_values, current_time. SymbolicIndexingInterface provides the ProblemState type, which has trivial implementations of the above functions. We can thus do:

temp_state = ProblemState(; u = [0.1, 0.2, 0.3, 0.4], p = parameter_values(prob))
+getsym(prob, x + y + z)(temp_state)
0.9000000000000001

Note that providing all of the state vector, parameter object and time may not be necessary if the function generated by observed does not access them. ModelingToolkit.jl generates functions that access the parameters regardless of whether they are used in the expression, and thus it needs to be provided to the ProblemState.

Parameter Indexing: Getting and Setting Parameter Values

Parameters cannot be obtained using this syntax, and instead require using getp and setp.

Note

The reason why parameters use a separate syntax is to be able to ensure type stability of the sol[x] indexing. Without separating the parameter indexing, the return type of symbolic indexing could be anything a parameter can be, which is general is not the same type as state variables!

σ_getter = getp(sys, σ)
+σ_getter(sol) # can also pass `prob`
28.0

Note that this also supports arrays/tuples of parameter symbols:

σ_ρ_getter = getp(sys, (σ, ρ))
+σ_ρ_getter(sol)
(28.0, 10.0)

Now suppose the system has to be solved with a different value of the parameter β.

β_setter = setp(sys, β)
+β_setter(prob, 3)

The updated parameter values can be checked using parameter_values.

parameter_values(prob)
ModelingToolkit.MTKParameters{Vector{Float64}, Tuple{}, Tuple{}, Tuple{}}([10.0, 3.0, 28.0], (), (), ())

When solving the new system, note that the parameter getter functions still work on the new solution object.

sol2 = solve(prob, Tsit5())
+σ_getter(sol)
28.0
σ_ρ_getter(sol)
(28.0, 10.0)

To set the entire parameter vector at once, setp can be used (note that the order of symbols passed to setp must match the order of values in the array).

setp(prob, parameter_symbols(prob))(prob, [29.0, 11.0, 2.5])
+parameter_values(prob)
ModelingToolkit.MTKParameters{Vector{Float64}, Tuple{}, Tuple{}, Tuple{}}([29.0, 11.0, 2.5], (), (), ())
Note

These getters and setters generate high-performance functions for the specific chosen symbols or collection of symbols. Caching the getter/setter function and reusing it on other problem/solution instances can be the key to achieving good performance. Note that this caching is allowed only when the symbolic system is unchanged (it's fine for the numerical values to have changed, but not the underlying equations).

Re-creating a buffer

To re-create a buffer (of unknowns or parameters) use remake_buffer. This allows changing the type of values in the buffer (for example, changing the value of a parameter from Float64 to Float32).

remake_buffer(sys, prob.p, Dict(σ => 1f0, ρ => 2f0, β => 3f0))
ModelingToolkit.MTKParameters{Vector{Float32}, Tuple{}, Tuple{}, Tuple{}}(Float32[2.0, 3.0, 1.0], (), (), ())
diff --git a/versions.js b/versions.js index fc068b4..bb4bfbb 100644 --- a/versions.js +++ b/versions.js @@ -5,5 +5,5 @@ var DOC_VERSIONS = [ "v0.1", "dev", ]; -var DOCUMENTER_NEWEST = "v0.3.35"; +var DOCUMENTER_NEWEST = "v0.3.36"; var DOCUMENTER_STABLE = "stable";