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‎.gitignore‎

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*.jl.*.cov
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*.jl.cov
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*.jl.mem
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/Manifest.toml
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# /Manifest.toml
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/docs/Manifest.toml
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/docs/build/

‎Manifest.toml‎

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# This file is machine-generated - editing it directly is not advised
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julia_version = "1.10.0-alpha1"
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manifest_format = "2.0"
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project_hash = "e6ce59a96d6c60be83224779123a46e1dfd61ecb"
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[[deps.ArnoldiMethod]]
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deps = ["LinearAlgebra", "Random", "StaticArrays"]
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git-tree-sha1 = "62e51b39331de8911e4a7ff6f5aaf38a5f4cc0ae"
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uuid = "ec485272-7323-5ecc-a04f-4719b315124d"
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version = "0.2.0"
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[[deps.Artifacts]]
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uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
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[[deps.Base64]]
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uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
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[[deps.Compat]]
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deps = ["UUIDs"]
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git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
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uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
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version = "4.7.0"
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[deps.Compat.extensions]
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CompatLinearAlgebraExt = "LinearAlgebra"
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[deps.Compat.weakdeps]
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Dates = "ade2ca70-3891-5945-98fb-dc099432e06a"
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LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
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[[deps.CompilerSupportLibraries_jll]]
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deps = ["Artifacts", "Libdl"]
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uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
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version = "1.0.5+0"
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[[deps.DataStructures]]
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deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
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git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
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uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
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version = "0.18.14"
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[[deps.Distributed]]
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deps = ["Random", "Serialization", "Sockets"]
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uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
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[[deps.Graphs]]
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deps = ["ArnoldiMethod", "Compat", "DataStructures", "Distributed", "Inflate", "LinearAlgebra", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics"]
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git-tree-sha1 = "1cf1d7dcb4bc32d7b4a5add4232db3750c27ecb4"
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uuid = "86223c79-3864-5bf0-83f7-82e725a168b6"
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version = "1.8.0"
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[[deps.Inflate]]
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git-tree-sha1 = "5cd07aab533df5170988219191dfad0519391428"
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uuid = "d25df0c9-e2be-5dd7-82c8-3ad0b3e990b9"
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version = "0.1.3"
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[[deps.InteractiveUtils]]
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deps = ["Markdown"]
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uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
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[[deps.Libdl]]
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uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
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[[deps.LinearAlgebra]]
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deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
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uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
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[[deps.MacroTools]]
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deps = ["Markdown", "Random"]
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git-tree-sha1 = "42324d08725e200c23d4dfb549e0d5d89dede2d2"
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uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
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version = "0.5.10"
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[[deps.Markdown]]
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deps = ["Base64"]
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uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
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[[deps.Mmap]]
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uuid = "a63ad114-7e13-5084-954f-fe012c677804"
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[[deps.OpenBLAS_jll]]
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deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
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uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
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version = "0.3.23+0"
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[[deps.OrderedCollections]]
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git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282"
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uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
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version = "1.6.0"
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[[deps.Random]]
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deps = ["SHA"]
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uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
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[[deps.SHA]]
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uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
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version = "0.7.0"
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[[deps.Serialization]]
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uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
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[[deps.SharedArrays]]
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deps = ["Distributed", "Mmap", "Random", "Serialization"]
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uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383"
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[[deps.SimpleTraits]]
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deps = ["InteractiveUtils", "MacroTools"]
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git-tree-sha1 = "5d7e3f4e11935503d3ecaf7186eac40602e7d231"
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uuid = "699a6c99-e7fa-54fc-8d76-47d257e15c1d"
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version = "0.9.4"
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[[deps.SimpleWeightedGraphs]]
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deps = ["Graphs", "LinearAlgebra", "Markdown", "SparseArrays"]
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git-tree-sha1 = "4b33e0e081a825dbfaf314decf58fa47e53d6acb"
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uuid = "47aef6b3-ad0c-573a-a1e2-d07658019622"
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version = "1.4.0"
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[[deps.Sockets]]
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uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
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[[deps.SparseArrays]]
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deps = ["Libdl", "LinearAlgebra", "Random", "Serialization"]
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uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
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version = "1.10.0"
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[[deps.StaticArrays]]
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deps = ["LinearAlgebra", "Random", "StaticArraysCore"]
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git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
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uuid = "90137ffa-7385-5640-81b9-e52037218182"
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version = "1.6.0"
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weakdeps = ["Statistics"]
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[deps.StaticArrays.extensions]
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StaticArraysStatisticsExt = "Statistics"
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[[deps.StaticArraysCore]]
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git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
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uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
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version = "1.4.0"
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[[deps.Statistics]]
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deps = ["LinearAlgebra", "SparseArrays"]
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uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
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version = "1.9.0"
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[[deps.UUIDs]]
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deps = ["Random", "SHA"]
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uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
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[[deps.libblastrampoline_jll]]
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deps = ["Artifacts", "Libdl"]
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uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
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version = "5.8.0+0"

‎Project.toml‎

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version = "0.1.0"
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[deps]
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Graphs = "86223c79-3864-5bf0-83f7-82e725a168b6"
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LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
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Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
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SimpleWeightedGraphs = "47aef6b3-ad0c-573a-a1e2-d07658019622"
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SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
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[compat]
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Graphs = "1.8"
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SimpleWeightedGraphs = "1.4"
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julia = "1.9"
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[extras]
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Aqua = "4c88cf16-eb10-579e-8560-4a9242c79595"
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Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
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JET = "c3a54625-cd67-489e-a8e7-0a5a0ff4e31b"
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JuliaFormatter = "98e50ef6-434e-11e9-1051-2b60c6c9e899"
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Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
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[targets]
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test = ["Test"]
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test = ["Aqua", "Documenter", "JET", "JuliaFormatter", "Test"]

‎README.md‎

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Simulation and inference for contextual and neural SBMs
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> This is an experimental, unregistered package. Use at your own risk!
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> This is an experimental, unregistered package. Use at your own risk!
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My code is based on the following research by O. Duranthon and L. Zdeborovà:
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- <https://arxiv.org/abs/2306.07948>
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- <https://arxiv.org/abs/2303.09995>

‎src/StochasticBlockModelVariants.jl‎

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module StochasticBlockModelVariants
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using SimpleWeightedGraphs: SimpleWeightedGraph
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using LinearAlgebra: Symmetric
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using Base
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using Graphs: AbstractGraph
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using LinearAlgebra: Symmetric, dot
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using Random: AbstractRNG, default_rng
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using SimpleWeightedGraphs: SimpleWeightedGraph
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using SparseArrays: SparseMatrixCSC, sparse
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export ContextualSBM, ContextualSBMLatents, ContextualSBMObservations

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