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Update to NamedGraphs 0.6 (#163)
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mtfishman authored Apr 26, 2024
1 parent c0621b7 commit f0d6a6f
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6 changes: 3 additions & 3 deletions Project.toml
Original file line number Diff line number Diff line change
@@ -1,7 +1,7 @@
name = "ITensorNetworks"
uuid = "2919e153-833c-4bdc-8836-1ea460a35fc7"
authors = ["Matthew Fishman <[email protected]> and contributors"]
version = "0.10.0"
version = "0.10.1"

[deps]
AbstractTrees = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
Expand Down Expand Up @@ -49,7 +49,7 @@ ITensorNetworksOMEinsumContractionOrdersExt = "OMEinsumContractionOrders"
AbstractTrees = "0.4.4"
Combinatorics = "1"
Compat = "3, 4"
DataGraphs = "0.2.2"
DataGraphs = "0.2.3"
DataStructures = "0.18"
Dictionaries = "0.4"
Distributions = "0.25.86"
Expand All @@ -61,7 +61,7 @@ ITensors = "0.4"
IsApprox = "0.1"
IterTools = "1.4.0"
KrylovKit = "0.6, 0.7"
NamedGraphs = "0.5.1"
NamedGraphs = "0.6.0"
NDTensors = "0.3"
Observers = "0.2"
OMEinsumContractionOrders = "0.8.3"
Expand Down
42 changes: 21 additions & 21 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -38,7 +38,7 @@ julia> using ITensorNetworks: ITensorNetwork

julia> tn = ITensorNetwork(path_graph(4); link_space=2)
ITensorNetworks.ITensorNetwork{Int64} with 4 vertices:
4-element Dictionaries.Indices{Int64}
4-element NamedGraphs.OrderedDictionaries.OrderedIndices{Int64}
1
2
3
Expand Down Expand Up @@ -93,7 +93,7 @@ julia> using NamedGraphs.NamedGraphGenerators: named_grid

julia> tn = ITensorNetwork(named_grid((2, 2)); link_space=2)
ITensorNetworks.ITensorNetwork{Tuple{Int64, Int64}} with 4 vertices:
4-element Dictionaries.Indices{Tuple{Int64, Int64}}
4-element NamedGraphs.OrderedDictionaries.OrderedIndices{Tuple{Int64, Int64}}
(1, 1)
(2, 1)
(1, 2)
Expand Down Expand Up @@ -128,7 +128,7 @@ julia> neighbors(tn, (1, 2))

julia> tn_1 = subgraph(v -> v[1] == 1, tn)
ITensorNetworks.ITensorNetwork{Tuple{Int64, Int64}} with 2 vertices:
2-element Dictionaries.Indices{Tuple{Int64, Int64}}
2-element NamedGraphs.OrderedDictionaries.OrderedIndices{Tuple{Int64, Int64}}
(1, 1)
(1, 2)

Expand All @@ -142,7 +142,7 @@ with vertex data:

julia> tn_2 = subgraph(v -> v[1] == 2, tn)
ITensorNetworks.ITensorNetwork{Tuple{Int64, Int64}} with 2 vertices:
2-element Dictionaries.Indices{Tuple{Int64, Int64}}
2-element NamedGraphs.OrderedDictionaries.OrderedIndices{Tuple{Int64, Int64}}
(2, 1)
(2, 2)

Expand All @@ -167,7 +167,7 @@ julia> using ITensorUnicodePlots: @visualize

julia> s = siteinds("S=1/2", named_grid(3))
ITensorNetworks.IndsNetwork{Int64, ITensors.Index} with 3 vertices:
3-element Dictionaries.Indices{Int64}
3-element NamedGraphs.OrderedDictionaries.OrderedIndices{Int64}
1
2
3
Expand All @@ -187,7 +187,7 @@ and edge data:

julia> tn1 = ITensorNetwork(s; link_space=2)
ITensorNetworks.ITensorNetwork{Int64} with 3 vertices:
3-element Dictionaries.Indices{Int64}
3-element NamedGraphs.OrderedDictionaries.OrderedIndices{Int64}
1
2
3
Expand All @@ -204,7 +204,7 @@ with vertex data:
julia> tn2 = ITensorNetwork(s; link_space=2)
ITensorNetworks.ITensorNetwork{Int64} with 3 vertices:
3-element Dictionaries.Indices{Int64}
3-element NamedGraphs.OrderedDictionaries.OrderedIndices{Int64}
1
2
3
Expand Down Expand Up @@ -305,20 +305,20 @@ julia> @visualize Z̃;
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀(3, 1)⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢀⠔⠁⠀⠀⠀⠉⠉⠑⠒⠒⠢⠤⠤⣀⣀⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢀⠔⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈2⠉⠑⠒⠒⠤⠤⠤⣀⣀⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀(2)'⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀(3, 2)⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⢀⠔⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢀⠤⠊⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⢀⠔⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡠⠒⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⢀⠔⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢀2⠊⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
(2, 1)⠤⠤⣀⣀⣀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡠⠊⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⢣⠀⠀⠀⠀⠀⠀⠀⠀⠉⠉⠑⠒2⠢⠤⠤⣀⣀⡀⠀⠀⠀⠀⠀⠀⠀⣀⠔⠉⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠉(2, 2)⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀2⡄⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢀⣀⠤⠤⠒⠊⠉⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⣀⡠⠤2⠒⠉⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⢱⠀⢀⣀⠤⠔⠒⠊⠉⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀Z̃(1, 2)⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀(2, 1)⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀(2)'⠤⠤⠔⠒⠒⠉⠉⠀⠀⢱⠀⠈⠉⠑⠒⠢⠤⢄⣀2⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⣀⣀⠤⠤⠔⠒⠊⠉⠉⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⡆⠀⠀⠀⠀⠀⠀⠀⠀⠀⠉⠉⠒⠒⠤⠤⢄⣀⡀⠀⠀⠀⠀⠀
(3, 1)⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀Z̃(1, 2)⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⡆⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢀⠔⠁⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⡇⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀2⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⣀⠔⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⢸⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡠2⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢸⠀⠀⠀⠀⠀⡠⠊⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀2⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡇⠀⢀⠤⠊⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀(2, 2)⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠸⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢀⣀⡠⠤⠒⠊⠉⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢀⣀⠤2⠒⠉⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠸⡀⠀⣀⡠⠤⠒⠊⠉⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀(3, 2)⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
Expand Down
11 changes: 5 additions & 6 deletions src/abstractitensornetwork.jl
Original file line number Diff line number Diff line change
Expand Up @@ -39,8 +39,7 @@ using ITensors:
using ITensors.ITensorMPS: ITensorMPS, add, linkdim, linkinds, siteinds
using .ITensorsExtensions: ITensorsExtensions, indtype, promote_indtype
using LinearAlgebra: LinearAlgebra, factorize
using NamedGraphs:
NamedGraphs, NamedGraph, not_implemented, parent_vertex_to_vertex, vertex_to_parent_vertex
using NamedGraphs: NamedGraphs, NamedGraph, not_implemented
using NamedGraphs.GraphsExtensions:
, directed_graph, incident_edges, rename_vertices, vertextype
using NDTensors: NDTensors, dim
Expand Down Expand Up @@ -94,11 +93,11 @@ function DataGraphs.edge_data(graph::AbstractITensorNetwork, args...)
end

DataGraphs.underlying_graph(tn::AbstractITensorNetwork) = underlying_graph(data_graph(tn))
function NamedGraphs.vertex_to_parent_vertex(tn::AbstractITensorNetwork, vertex)
return vertex_to_parent_vertex(underlying_graph(tn), vertex)
function NamedGraphs.vertex_positions(tn::AbstractITensorNetwork)
return NamedGraphs.vertex_positions(underlying_graph(tn))
end
function NamedGraphs.parent_vertex_to_vertex(tn::AbstractITensorNetwork, parent_vertex)
return parent_vertex_to_vertex(underlying_graph(tn), parent_vertex)
function NamedGraphs.ordered_vertices(tn::AbstractITensorNetwork)
return NamedGraphs.ordered_vertices(underlying_graph(tn))
end

#
Expand Down
9 changes: 4 additions & 5 deletions src/contract.jl
Original file line number Diff line number Diff line change
@@ -1,8 +1,9 @@
using NamedGraphs: vertex_to_parent_vertex
using ITensors: ITensor, scalar
using ITensors.ContractionSequenceOptimization: deepmap
using ITensors.NDTensors: NDTensors, Algorithm, @Algorithm_str, contract
using LinearAlgebra: normalize!
using NamedGraphs: NamedGraphs
using NamedGraphs.OrdinalIndexing: th

function NDTensors.contract(tn::AbstractITensorNetwork; alg="exact", kwargs...)
return contract(Algorithm(alg), tn; kwargs...)
Expand All @@ -15,10 +16,8 @@ function NDTensors.contract(
sequence=contraction_sequence(tn; contraction_sequence_kwargs...),
kwargs...,
)
# TODO: Use `vertex`.
sequence_linear_index = deepmap(v -> vertex_to_parent_vertex(tn, v), sequence)
# TODO: Use `tokenized_vertex`.
ts = map(pv -> tn[parent_vertex_to_vertex(tn, pv)], 1:nv(tn))
sequence_linear_index = deepmap(v -> NamedGraphs.vertex_positions(tn)[v], sequence)
ts = map(v -> tn[v], (1:nv(tn))th)
return contract(ts; sequence=sequence_linear_index, kwargs...)
end

Expand Down
6 changes: 3 additions & 3 deletions src/contraction_sequences.jl
Original file line number Diff line number Diff line change
Expand Up @@ -2,19 +2,19 @@ using Graphs: vertices
using ITensors: ITensor, contract
using ITensors.ContractionSequenceOptimization: deepmap, optimal_contraction_sequence
using ITensors.NDTensors: Algorithm, @Algorithm_str
using NamedGraphs: parent_vertex_to_vertex
using NamedGraphs.Keys: Key
using NamedGraphs.OrdinalIndexing: th

function contraction_sequence(tn::Vector{ITensor}; alg="optimal", kwargs...)
return contraction_sequence(Algorithm(alg), tn; kwargs...)
end

function contraction_sequence(tn::AbstractITensorNetwork; kwargs...)
# TODO: Use `token_vertex` and/or `token_vertices` here.
ts = map(pv -> tn[parent_vertex_to_vertex(tn, pv)], 1:nv(tn))
ts = map(v -> tn[v], (1:nv(tn))th)
seq_linear_index = contraction_sequence(ts; kwargs...)
# TODO: Use `Functors.fmap` or `StructWalk`?
return deepmap(n -> Key(parent_vertex_to_vertex(tn, n)), seq_linear_index)
return deepmap(n -> Key(vertices(tn)[n * th]), seq_linear_index)
end

function contraction_sequence(::Algorithm"optimal", tn::Vector{ITensor})
Expand Down
2 changes: 1 addition & 1 deletion src/treetensornetworks/projttns/projttn.jl
Original file line number Diff line number Diff line change
Expand Up @@ -14,7 +14,7 @@ struct ProjTTN{V,Pos<:Union{Indices{V},NamedEdge{V}}} <: AbstractProjTTN{V}
environments::Dictionary{NamedEdge{V},ITensor}
end

function ProjTTN(pos::Vector, operator::TTN, environments::Dictionary)
function ProjTTN(pos, operator::TTN, environments::Dictionary)
return ProjTTN(Indices(pos), operator, environments)
end

Expand Down
2 changes: 1 addition & 1 deletion src/treetensornetworks/treetensornetwork.jl
Original file line number Diff line number Diff line change
Expand Up @@ -16,7 +16,7 @@ struct TreeTensorNetwork{V} <: AbstractTreeTensorNetwork{V}
end
end

function _TreeTensorNetwork(tensornetwork::ITensorNetwork, ortho_region::Vector)
function _TreeTensorNetwork(tensornetwork::ITensorNetwork, ortho_region)
return _TreeTensorNetwork(tensornetwork, Indices(ortho_region))
end

Expand Down
19 changes: 12 additions & 7 deletions src/visualize.jl
Original file line number Diff line number Diff line change
@@ -1,9 +1,7 @@
# TODO: Move to `ITensorNetworksITensors.ITensorVisualizationCoreExt`.
using DataGraphs: AbstractDataGraph, underlying_graph
# TODO: Move to `NamedGraphsITensorVisualizationCoreExt`.
using Graphs: vertices
using ITensors.ITensorVisualizationCore: ITensorVisualizationCore, visualize
using NamedGraphs: AbstractNamedGraph, parent_graph

using NamedGraphs: NamedGraphs, AbstractNamedGraph
using ITensors.ITensorVisualizationCore: ITensorVisualizationCore
function ITensorVisualizationCore.visualize(
graph::AbstractNamedGraph,
args...;
Expand All @@ -15,9 +13,16 @@ function ITensorVisualizationCore.visualize(
vertex_labels = [vertex_labels_prefix * string(v) for v in vertices(graph)]
end
#edge_labels = [string(e) for e in edges(graph)]
return visualize(parent_graph(graph), args...; vertex_labels, kwargs...)
return ITensorVisualizationCore.visualize(
NamedGraphs.position_graph(graph), args...; vertex_labels, kwargs...
)
end

# TODO: Move to `DataGraphsITensorVisualizationCoreExt`.
using DataGraphs: DataGraphs, AbstractDataGraph
using ITensors.ITensorVisualizationCore: ITensorVisualizationCore
function ITensorVisualizationCore.visualize(graph::AbstractDataGraph, args...; kwargs...)
return visualize(underlying_graph(graph), args...; kwargs...)
return ITensorVisualizationCore.visualize(
DataGraphs.underlying_graph(graph), args...; kwargs...
)
end

2 comments on commit f0d6a6f

@mtfishman
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@JuliaRegistrator
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Registration pull request created: JuliaRegistries/General/105686

Tip: Release Notes

Did you know you can add release notes too? Just add markdown formatted text underneath the comment after the text
"Release notes:" and it will be added to the registry PR, and if TagBot is installed it will also be added to the
release that TagBot creates. i.e.

@JuliaRegistrator register

Release notes:

## Breaking changes

- blah

To add them here just re-invoke and the PR will be updated.

Tagging

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

This will be done automatically if the Julia TagBot GitHub Action is installed, or can be done manually through the github interface, or via:

git tag -a v0.10.1 -m "<description of version>" f0d6a6fa66b077da616216097c273218f95553d5
git push origin v0.10.1

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