### A Pluto.jl notebook ###
# v0.17.1

using Markdown
using InteractiveUtils

# ╔═╡ be0ff5da-4326-11ec-0541-ff3acda2c9fd
using Flux, PlutoUI

# ╔═╡ 96456db4-efef-4d1b-b563-0699dcecbd3d
md"""
Goal:
 - Flux parallel/chain that takes an input and combines the result
 - double check an iterative traing across branches
 - Create a flux parallel /chain combo that accepts a single input tuple and splits it across multiple branches
 - Create a generator function that does this for a specifed number of branches

"""

# ╔═╡ f659eb0c-6588-4469-a478-46255222677e
#flux parallel
a = Flux.Parallel(vcat
	,Dense(1,2,Flux.σ)
	,Dense(1,2)
)

# ╔═╡ 4c890a60-0078-41f8-ab32-24602d7f0189
a([1])

# ╔═╡ b5a52f81-870e-4190-83b5-ef84a2ad30f1
a(([1],[2]))

# ╔═╡ fe755a26-d561-4d23-b94e-b2e3bcc62227
a(([1],[1]))

# ╔═╡ 9c4ee5ec-8248-415b-b444-2ad40ebebe74
a([1],[1])

# ╔═╡ 2d53cf21-ee2b-48f2-9a89-69eba76598e0
md"""
Compare the various results, note how the first and 3rd match, but the second doesn't
"""

# ╔═╡ 20293c9a-11ca-4495-833a-faddec4a7b67
b = Flux.Parallel((x,y) -> (x,y)
	,Dense(1,2,Flux.σ)
	,Dense(1,2)
)

# ╔═╡ d69b78f2-2431-4648-9b08-8d82774fbfbb
b([1])

# ╔═╡ db584226-d3f5-42f3-b9dc-7ddc8624bfda
b(([1],[2]))

# ╔═╡ 41c653bb-b6e0-43d2-a411-0ebd04b6c3e2
b(([1],[1]))

# ╔═╡ 7fb1fd3c-3ccd-45db-8757-bfbde6090522
b([1],[2])

# ╔═╡ c1420fc5-de42-4b32-9e13-e859e111996b
md"""
Again, very similar to previous work, but without the vcat
"""

# ╔═╡ 46c9f81c-3a8c-463a-952e-32287d11f1db
c = 
	Flux.Parallel(vcat
	#add chain here
	,Flux.Chain(
		Flux.Parallel(vcat
			,Dense(1,2,Flux.σ)
			,Dense(1,2)
		)
		,Dense(4,1)
	)
	,Flux.Chain(
		Flux.Parallel(vcat
			,Dense(1,2,Flux.σ)
			,Dense(1,2)
		)
		,Dense(4,1)
	)
	,Flux.Chain(
		Flux.Parallel(vcat
			,Dense(1,2,Flux.σ)
			,Dense(1,2)
		)
		,Dense(4,1)
	)
)

# ╔═╡ 8c651a48-a919-4e13-95ed-e0bd929e8b64
c(([1],[2]),([3],[4]),([1],[2]))

# ╔═╡ 10938bcf-dbc5-4109-b8a2-ee21c482f610
c([1],[2],[3],[4],[1],[2]) #ignores the last 3

# ╔═╡ e318c3f0-3828-41fc-9fd0-de2ae3d19e2f
c([1],[2],[3])

# ╔═╡ 0da65b18-e511-4203-a5af-cdb0096acbbf
c(([1],[2])) #don't run the 3rd branch

# ╔═╡ ec1bd1c4-fc35-482b-b186-7f95cb332463
md"""
In the first case each sub-parallel is getting passed its own tuple.
In the second case, each sub-branch gets its own details.

The big test will be whether training on each parallel branch will affect anything other than that entry
"""

# ╔═╡ 0d85a68f-3a5d-4aab-ab0a-b9830e50c383
begin #move to module
	#= TupleDuplicator
	This is used to create a tuple of size n with deepcopies of any object x
	=#
	struct TupleDuplicator
		n::Int
	end
	(f::TupleDuplicator)(x) = tuple([deepcopy(x) for i=1:f.n]...)

	#=
	This generates a policy function full of branches with the properly scaled sides
	=#
	struct BranchGenerator
		n::UInt8 #limit to 2^8 operators
	end
	function (b::BranchGenerator)(branch::Flux.Chain,join_fn::Function) 
		# used to deepcopy the branches and duplicate the inputs in the returned chain
		f = TupleDuplicator(b.n)
		
		return Flux.Chain(
			f
			,Flux.Parallel(join_fn
				,f(branch)
			)
		)
	end
end

# ╔═╡ 2f6b7042-5cf5-4312-a617-dbeb08e05175
bg3 = BranchGenerator(3)

# ╔═╡ b9fe5e74-a524-4c74-8c88-b26204ffa57b
begin
	#Setup branch to duplicate
	d = Flux.Chain(
			Flux.Parallel(vcat
				,Dense(1,2,Flux.σ)
				,Dense(1,2)
			)
			,Dense(4,1)
		)

	#build branch
	e = bg3(d, vcat)
end

# ╔═╡ 5a03a348-93bf-4298-b483-57f1256a09fb
e(([2],[1]))

# ╔═╡ 28ff091c-fa33-485a-b425-2197a7915419
loss(x) = sum(abs2,e(x)) #force to zero

# ╔═╡ 3f0c5427-6a45-44cb-a83e-8f3829c5f3cf
loss(([2],[1]))

# ╔═╡ 03e2712c-0edb-4fd0-ac1f-cd34be4bcc03
opt = Flux.Optimise.ADAGrad()

# ╔═╡ 64644280-577a-4d31-9863-6c9914bba94c
params = Flux.params(e[2][1])

# ╔═╡ 19a3a52f-3ecf-46ff-ac4d-5d44ef3a7821
Flux.train!(loss, params, (([2],[1])), opt)

# ╔═╡ ad690dd7-6fad-4194-9cf2-ab33b1b23a11
e(([2],[1]))

# ╔═╡ 00000000-0000-0000-0000-000000000001
PLUTO_PROJECT_TOML_CONTENTS = """
[deps]
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PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"

[compat]
Flux = "~0.12.8"
PlutoUI = "~0.7.19"
"""

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[[NNlibCUDA]]
deps = ["CUDA", "LinearAlgebra", "NNlib", "Random", "Statistics"]
git-tree-sha1 = "04490d5e7570c038b1cb0f5c3627597181cc15a9"
uuid = "a00861dc-f156-4864-bf3c-e6376f28a68d"
version = "0.1.9"

[[NaNMath]]
git-tree-sha1 = "bfe47e760d60b82b66b61d2d44128b62e3a369fb"
uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
version = "0.3.5"

[[NetworkOptions]]
uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"

[[OpenLibm_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "05823500-19ac-5b8b-9628-191a04bc5112"

[[OpenSpecFun_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "13652491f6856acfd2db29360e1bbcd4565d04f1"
uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
version = "0.5.5+0"

[[OrderedCollections]]
git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
version = "1.4.1"

[[Parsers]]
deps = ["Dates"]
git-tree-sha1 = "ae4bbcadb2906ccc085cf52ac286dc1377dceccc"
uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
version = "2.1.2"

[[Pkg]]
deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"

[[PlutoUI]]
deps = ["AbstractPlutoDingetjes", "Base64", "Dates", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "Markdown", "Random", "Reexport", "UUIDs"]
git-tree-sha1 = "e071adf21e165ea0d904b595544a8e514c8bb42c"
uuid = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
version = "0.7.19"

[[Preferences]]
deps = ["TOML"]
git-tree-sha1 = "00cfd92944ca9c760982747e9a1d0d5d86ab1e5a"
uuid = "21216c6a-2e73-6563-6e65-726566657250"
version = "1.2.2"

[[Printf]]
deps = ["Unicode"]
uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"

[[Profile]]
deps = ["Printf"]
uuid = "9abbd945-dff8-562f-b5e8-e1ebf5ef1b79"

[[REPL]]
deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"

[[Random]]
deps = ["Serialization"]
uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"

[[Random123]]
deps = ["Libdl", "Random", "RandomNumbers"]
git-tree-sha1 = "0e8b146557ad1c6deb1367655e052276690e71a3"
uuid = "74087812-796a-5b5d-8853-05524746bad3"
version = "1.4.2"

[[RandomNumbers]]
deps = ["Random", "Requires"]
git-tree-sha1 = "043da614cc7e95c703498a491e2c21f58a2b8111"
uuid = "e6cf234a-135c-5ec9-84dd-332b85af5143"
version = "1.5.3"

[[RealDot]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "9f0a1b71baaf7650f4fa8a1d168c7fb6ee41f0c9"
uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
version = "0.1.0"

[[Reexport]]
git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
uuid = "189a3867-3050-52da-a836-e630ba90ab69"
version = "1.2.2"

[[Requires]]
deps = ["UUIDs"]
git-tree-sha1 = "4036a3bd08ac7e968e27c203d45f5fff15020621"
uuid = "ae029012-a4dd-5104-9daa-d747884805df"
version = "1.1.3"

[[SHA]]
uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"

[[Serialization]]
uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"

[[SharedArrays]]
deps = ["Distributed", "Mmap", "Random", "Serialization"]
uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383"

[[Sockets]]
uuid = "6462fe0b-24de-5631-8697-dd941f90decc"

[[SortingAlgorithms]]
deps = ["DataStructures"]
git-tree-sha1 = "b3363d7460f7d098ca0912c69b082f75625d7508"
uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
version = "1.0.1"

[[SparseArrays]]
deps = ["LinearAlgebra", "Random"]
uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"

[[SpecialFunctions]]
deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
git-tree-sha1 = "f0bccf98e16759818ffc5d97ac3ebf87eb950150"
uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
version = "1.8.1"

[[Static]]
deps = ["IfElse"]
git-tree-sha1 = "e7bc80dc93f50857a5d1e3c8121495852f407e6a"
uuid = "aedffcd0-7271-4cad-89d0-dc628f76c6d3"
version = "0.4.0"

[[StaticArrays]]
deps = ["LinearAlgebra", "Random", "Statistics"]
git-tree-sha1 = "3c76dde64d03699e074ac02eb2e8ba8254d428da"
uuid = "90137ffa-7385-5640-81b9-e52037218182"
version = "1.2.13"

[[Statistics]]
deps = ["LinearAlgebra", "SparseArrays"]
uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"

[[StatsAPI]]
git-tree-sha1 = "1958272568dc176a1d881acb797beb909c785510"
uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
version = "1.0.0"

[[StatsBase]]
deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
git-tree-sha1 = "eb35dcc66558b2dda84079b9a1be17557d32091a"
uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
version = "0.33.12"

[[TOML]]
deps = ["Dates"]
uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"

[[Tar]]
deps = ["ArgTools", "SHA"]
uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"

[[Test]]
deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"

[[TimerOutputs]]
deps = ["ExprTools", "Printf"]
git-tree-sha1 = "7cb456f358e8f9d102a8b25e8dfedf58fa5689bc"
uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f"
version = "0.5.13"

[[TranscodingStreams]]
deps = ["Random", "Test"]
git-tree-sha1 = "216b95ea110b5972db65aa90f88d8d89dcb8851c"
uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
version = "0.9.6"

[[UUIDs]]
deps = ["Random", "SHA"]
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"

[[Unicode]]
uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"

[[ZipFile]]
deps = ["Libdl", "Printf", "Zlib_jll"]
git-tree-sha1 = "3593e69e469d2111389a9bd06bac1f3d730ac6de"
uuid = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea"
version = "0.9.4"

[[Zlib_jll]]
deps = ["Libdl"]
uuid = "83775a58-1f1d-513f-b197-d71354ab007a"

[[Zygote]]
deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "IRTools", "InteractiveUtils", "LinearAlgebra", "MacroTools", "NaNMath", "Random", "Requires", "SpecialFunctions", "Statistics", "ZygoteRules"]
git-tree-sha1 = "2c30f2df0ba43c17e88c8b55b5b22c401f7cde4e"
uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
version = "0.6.30"

[[ZygoteRules]]
deps = ["MacroTools"]
git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
uuid = "700de1a5-db45-46bc-99cf-38207098b444"
version = "0.2.2"

[[nghttp2_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"

[[p7zip_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
"""

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