/
group_action.jl
228 lines (185 loc) · 6.93 KB
/
group_action.jl
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"""
AbstractGroupAction
An abstract group action on a manifold.
"""
abstract type AbstractGroupAction{AD<:ActionDirection} end
"""
base_group(A::AbstractGroupAction)
The group that acts in action `A`.
"""
base_group(A::AbstractGroupAction) = error("base_group not implemented for $(typeof(A)).")
"""
group_manifold(A::AbstractGroupAction)
The manifold the action `A` acts upon.
"""
function group_manifold(A::AbstractGroupAction)
return error("group_manifold not implemented for $(typeof(A)).")
end
function allocate_result(A::AbstractGroupAction, f, p...)
return allocate_result(group_manifold(A), f, p...)
end
"""
direction(::AbstractGroupAction{AD}) -> AD
Get the direction of the action
"""
direction(::AbstractGroupAction{AD}) where {AD} = AD()
@doc raw"""
adjoint_apply_diff_group(A::AbstractGroupAction, a, X, p)
Pullback with respect to group element of group action `A`.
````math
(\mathrm{d}τ^{p,*}) : T_{τ_{a} p} \mathcal M → T_{a} \mathcal G
````
"""
adjoint_apply_diff_group(A::AbstractGroupAction, a, X, p)
@doc raw"""
apply(A::AbstractGroupAction, a, p)
Apply action `a` to the point `p` using map $τ_a$, specified by `A`.
Unless otherwise specified, the right action is defined in terms of the left action:
````math
\mathrm{R}_a = \mathrm{L}_{a^{-1}}
````
"""
function apply(A::AbstractGroupAction, a, p)
q = allocate_result(A, apply, p, a)
apply!(A, q, a, p)
return q
end
"""
apply!(A::AbstractGroupAction, q, a, p)
Apply action `a` to the point `p` with the rule specified by `A`.
The result is saved in `q`.
"""
function apply!(A::AbstractGroupAction{LeftAction}, q, a, p)
return error(
"apply! not implemented for action $(typeof(A)) and points $(typeof(q)), $(typeof(p)) and $(typeof(a)).",
)
end
function apply!(A::AbstractGroupAction{RightAction}, q, a, p)
ainv = inv(base_group(A), a)
apply!(switch_direction(A), q, ainv, p)
return q
end
"""
inverse_apply(A::AbstractGroupAction, a, p)
Apply inverse of action `a` to the point `p`. The action is specified by `A`.
"""
function inverse_apply(A::AbstractGroupAction, a, p)
q = allocate_result(A, inverse_apply, p, a)
inverse_apply!(A, q, a, p)
return q
end
"""
inverse_apply!(A::AbstractGroupAction, q, a, p)
Apply inverse of action `a` to the point `p` with the rule specified by `A`.
The result is saved in `q`.
"""
function inverse_apply!(A::AbstractGroupAction, q, a, p)
inva = inv(base_group(A), a)
apply!(A, q, inva, p)
return q
end
@doc raw"""
apply_diff(A::AbstractGroupAction, a, p, X)
For group point $p ∈ \mathcal M$ and tangent vector $X ∈ T_p \mathcal M$, compute the action
on $X$ of the differential of the action of $a ∈ \mathcal{G}$, specified by rule `A`.
Written as $(\mathrm{d}τ_a)_p$, with the specified left or right convention, the
differential transports vectors
````math
(\mathrm{d}τ_a)_p : T_p \mathcal M → T_{τ_a p} \mathcal M
````
"""
function apply_diff(A::AbstractGroupAction, a, p, X)
return error(
"apply_diff not implemented for action $(typeof(A)), points $(typeof(a)) and $(typeof(p)), and vector $(typeof(X))",
)
end
function apply_diff!(A::AbstractGroupAction, Y, a, p, X)
return error(
"apply_diff! not implemented for action $(typeof(A)), points $(typeof(a)) and $(typeof(p)), vectors $(typeof(Y)) and $(typeof(X))",
)
end
@doc raw"""
apply_diff_group(A::AbstractGroupAction, a, X, p)
Compute the value of differential of action [`AbstractGroupAction`](@ref) `A` on vector `X`,
where element `a` is acting on `p`, with respect to the group element.
Let ``\mathcal G`` be the group acting on manifold ``\mathcal M`` by the action `A`.
The action is of element ``g ∈ \mathcal G`` on a point ``p ∈ \mathcal M``.
The differential transforms vector `X` from the tangent space at `a ∈ \mathcal G`,
``X ∈ T_a \mathcal G`` into a tangent space of the manifold ``\mathcal M``.
When action on element `p` is written as ``\mathrm{d}τ^p``, with the specified left or right
convention, the differential transforms vectors
````math
(\mathrm{d}τ^p) : T_{a} \mathcal G → T_{τ_a p} \mathcal M
````
# See also
[`apply`](@ref), [`apply_diff`](@ref)
"""
apply_diff_group(A::AbstractGroupAction, a, X, p)
@doc raw"""
inverse_apply_diff(A::AbstractGroupAction, a, p, X)
For group point $p ∈ \mathcal M$ and tangent vector $X ∈ T_p \mathcal M$, compute the action
on $X$ of the differential of the inverse action of $a ∈ \mathcal{G}$, specified by rule
`A`. Written as $(\mathrm{d}τ_a^{-1})_p$, with the specified left or right convention,
the differential transports vectors
````math
(\mathrm{d}τ_a^{-1})_p : T_p \mathcal M → T_{τ_a^{-1} p} \mathcal M
````
"""
function inverse_apply_diff(A::AbstractGroupAction, a, p, X)
return apply_diff(A, inv(base_group(A), a), p, X)
end
function inverse_apply_diff!(A::AbstractGroupAction, Y, a, p, X)
return apply_diff!(A, Y, inv(base_group(A), a), p, X)
end
compose(A::AbstractGroupAction{LeftAction}, a, b) = compose(base_group(A), a, b)
compose(A::AbstractGroupAction{RightAction}, a, b) = compose(base_group(A), b, a)
compose!(A::AbstractGroupAction{LeftAction}, q, a, b) = compose!(base_group(A), q, a, b)
compose!(A::AbstractGroupAction{RightAction}, q, a, b) = compose!(base_group(A), q, b, a)
@doc raw"""
optimal_alignment(A::AbstractGroupAction, p, q)
Calculate an action element $a$ of action `A` that acts upon `p` to produce
the element closest to `q` in the metric of the G-manifold:
```math
\arg\min_{a ∈ \mathcal{G}} d_{\mathcal M}(τ_a p, q)
```
where $\mathcal{G}$ is the group that acts on the G-manifold $\mathcal M$.
"""
function optimal_alignment(A::AbstractGroupAction, p, q)
return error(
"optimal_alignment not implemented for $(typeof(A)) and points $(typeof(p)) and $(typeof(q)).",
)
end
"""
optimal_alignment!(A::AbstractGroupAction, x, p, q)
Calculate an action element of action `A` that acts upon `p` to produce the element closest
to `q`.
The result is written to `x`.
"""
function optimal_alignment!(A::AbstractGroupAction, x, p, q)
return copyto!(x, optimal_alignment(A, p, q))
end
@doc raw"""
center_of_orbit(
A::AbstractGroupAction,
pts,
p,
mean_method::AbstractEstimationMethod = GradientDescentEstimation(),
)
Calculate an action element $a$ of action `A` that is the mean element of the orbit of `p`
with respect to given set of points `pts`. The [`mean`](@ref) is calculated using the method
`mean_method`.
The orbit of $p$ with respect to the action of a group $\mathcal{G}$ is the set
````math
O = \{ τ_a p : a ∈ \mathcal{G} \}.
````
This function is useful for computing means on quotients of manifolds by a Lie group action.
"""
function center_of_orbit(
A::AbstractGroupAction,
pts::AbstractVector,
q,
mean_method::AbstractEstimationMethod=GradientDescentEstimation(),
)
alignments = map(p -> optimal_alignment(A, q, p), pts)
return mean(base_group(A), alignments, mean_method)
end