### A Pluto.jl notebook ###
# v0.17.0

using Markdown
using InteractiveUtils

# ╔═╡ cc16838c-3b25-11ec-2489-11c3d35f26f4
using Flux,LinearAlgebra,Zygote ,PlutoUI

# ╔═╡ 458bb826-4eaf-42ca-b889-4d1c50a2ecae
using Flux.Optimise: AbstractOptimiser

# ╔═╡ 7d6afccb-c45e-4371-827a-43d588d4945f
md"""
# Actor Critic Model
This is an implementation of an optimizer for an actor critic model.

"""

# ╔═╡ a810a371-d2e4-4d4f-9cf6-1b98582c4b0f
md"""
## Physical Model
"""

# ╔═╡ 2e59f530-aeb0-4ce1-9312-e81a66520181
abstract type AbstractPhysicalModel end

# ╔═╡ c57e9967-75e8-47d2-836e-f28159dc6592
#setup physical model
struct BasicModel <: AbstractPhysicalModel
    #rate at which debris hits satellites
    debris_collision_rate::Real
    #rate at which satellites of different constellations collide
    satellite_collision_rates::Matrix{Float64}
    #rate at which debris exits orbits
    decay_rate::Real
    #rate at which satellites
    autocatalysis_rate::Real
    #ratio at which a collision between satellites produced debris
    satellite_collision_debris_ratio::Real
    #Ratio at which launches produce debris
    launch_debris_ratio::Real
end

# ╔═╡ 4153bfd6-2ec6-4025-93ba-8e6e061809e8
md"""
## Setup NeuralNets
"""

# ╔═╡ bbc7e4b0-5edb-4e5d-9512-1aaeae1bb4ec
md"""
Custom function to zero out parameter traces
"""

# ╔═╡ 533250c6-fd76-47ef-a561-d567da04ae61


# ╔═╡ a305c33f-3388-4120-b036-3093c3ed6aa3
md"""
## setup Actor Critic struct and loop
"""

# ╔═╡ 0d375c34-3226-40b6-adaf-2f531c00d3ac
function zero(a::Flux.Params)
	Flux.Params([Base.zero(x) for x=a])
end

# ╔═╡ e79e4ecf-caec-4c1a-9626-0c1a8b5006ce
mutable struct ActorCritic
	#parameters
	λʷ::Real
	λᶿ::Real
	αʷ::Real
	αᶿ::Real
	αᴿ::Real
	
	#keep track of eligibility traces
	zᶿ::Flux.Params
	zʷ::Flux.Params
	
	#keep track of update rate
	R̄::AbstractFloat

	#Inside generator
	ActorCritic(
			λʷ::Real
			,λᶿ::Real
			,αʷ::Real
			,αᶿ::Real
			,αᴿ::Real
			,θ::Flux.Params
			,w::Flux.Params
			,R::Real
		) = 
		begin
			zθ = zero(θ) #custom zero handles params
			zw = zero(w) #custom zero handles params
			new(λʷ,λᶿ,αʷ,αᶿ,αᴿ,zθ,zw,R)
		end
end

# ╔═╡ 0ac4ac61-0ca2-4ed6-8855-85c9d1939afa
md"""
# Example use: Model setup
"""

# ╔═╡ 7102c12c-581b-4204-9986-741889cb03f6
#implement tranistion function
#percentage survival function
function survival(
		stocks
		,debris
		,physical_model::AbstractPhysicalModel
	)	
    return exp.(-physical_model.satellite_collision_rates*stocks .- (physical_model.debris_collision_rate*debris))
end

# ╔═╡ 283bdd91-d742-4f4b-a19b-2756ac01ce2c
#stock update rules
function G(
		stocks::Vector
		,debris::Vector
		,launches::Vector
		, physical_model::AbstractPhysicalModel
)
    return LinearAlgebra.diagm(survival(stocks,debris,physical_model) .- physical_model.decay_rate)*stocks + launches
end

# ╔═╡ 8a3f9518-ae0a-46f3-b37d-1017ce99c70d
#debris evolution 
function H(stocks,debris,launches,physical_model)
    #get changes in debris from natural dynamics
    natural_debris_dynamics = (1-physical_model.decay_rate+physical_model.autocatalysis_rate) * debris 
    
    #get changes in debris from satellite loss
    satellite_loss_debris = physical_model.satellite_collision_debris_ratio * (1 .- survival(stocks,debris,physical_model))'*stocks 
    
    #get changes in debris from launches
    launch_debris = physical_model.launch_debris_ratio*sum(launches)
    
    #return total debris level
    return natural_debris_dynamics .+ satellite_loss_debris .+ launch_debris
end


# ╔═╡ e4c8abfa-e96c-44b7-9858-af46adc1164a
#implement reward function
begin
	const payoff = 3*LinearAlgebra.I #- 0.02*ones(N_constellations,N_constellations)
	#Define the market profit function
	F(stocks,debris,launches) = (stocks  - 3.0*launches .+ (debris*-0.2))[1]
end

# ╔═╡ 42be8352-7ecf-4da4-bff0-61e328144ed1
#test
F(4,2,2)

# ╔═╡ e2135298-e280-40ac-a549-6a15f13b84ee
md"""
## Example use: Single actor.

### Model and Optimizer Parameterization
"""

# ╔═╡ 5a2dab62-985c-4689-ab48-da04981d15a0
#Model shape
begin
	const N_constellations = 1;
	const N_debris = 1;
	const N_states = N_constellations + N_debris;
end

# ╔═╡ 3f14b399-cae8-433a-8729-fc91c9b0bee9
# Launch function
launch_policy = Flux.Chain(
    Flux.Parallel(vcat
        #parallel joins together stocks and debris, along with intermediate interpretation
        ,Flux.Chain(Flux.Dense(N_constellations, N_states*2,Flux.relu)
            ,Flux.Dense(N_states*2, N_states*2,Flux.σ)
            )
        ,Flux.Chain(Flux.Dense(N_debris, N_states,Flux.relu)
            ,Flux.Dense(N_states, N_states,Flux.σ)
		)
	)
    #Apply some transformations
    ,Flux.Dense(N_states*3,128,Flux.σ)
    ,Flux.Dense(128,128,Flux.σ)
    ,Flux.Dense(128,N_constellations,Flux.relu)
	
)

# ╔═╡ 89dabcc8-7f4e-4df4-8445-eae9f50ebfea
#inspect parameters
Flux.params(launch_policy)

# ╔═╡ 15d5ce62-135d-493e-abad-3ec1f99bfd3b
#Test the function above
zero(Flux.params(launch_policy))

# ╔═╡ 2c9346eb-048d-4667-b22b-583b814ae1a3
# Launch function
value = Flux.Chain(
    Flux.Parallel(vcat
        #parallel joins together stocks and debris, along with intermediate interpretation
        ,Flux.Chain(Flux.Dense(N_constellations, N_states*2,Flux.relu)
            ,Flux.Dense(N_states*2, N_states*2,Flux.σ)
            )
        ,Flux.Chain(Flux.Dense(N_debris, N_states,Flux.relu)
            ,Flux.Dense(N_states, N_states,Flux.σ)
		)
	)
    #Apply some transformations
    ,Flux.Dense(N_states*3,128,Flux.σ)
    ,Flux.Dense(128,128,Flux.σ)
    ,Flux.Dense(128,1)
	
);

# ╔═╡ 95b9943b-8c13-4717-8239-2bae9f93ee63
#create the current actor critic optimizer
optim = ActorCritic(
	0.5
	,0.5
	,2.0
	,2.0
	,2.0
	,Flux.params(launch_policy)
	,Flux.params(value)
	,0.5
)

# ╔═╡ 43704f08-6f1a-47bb-87e3-483a529b1654
#Starting States
begin
	stock_state = ones(N_constellations);
	debris_state = ones(N_debris);
end;

# ╔═╡ 6f3649c1-2ade-437d-81cb-d9f46306d1e0
#check launch policy
launch_policy((stock_state,debris_state))

# ╔═╡ 7dfc61a9-569a-4e97-a292-4c2b15a78e3a
value((stock_state,debris_state))

# ╔═╡ 2f0ff236-0dff-4cd8-bbb4-f1e81ecef308
#=
Setup the physical model

These values are just guesstimates
=#

begin
#Getting loss parameters together.
loss_param = 2e-3;
loss_weights = loss_param*(ones(N_constellations,N_constellations) - LinearAlgebra.I);

#orbital decay rate
decay_param = 0.01;

#debris generation parameters
autocatalysis_param = 0.001;
satellite_loss_debris_rate = 5.0;
launch_debris_rate = 0.05;

#Todo, wrap physical model as a struct with the parameters
bm = BasicModel(
    loss_param
    ,loss_weights
    ,decay_param
    ,autocatalysis_param
    ,satellite_loss_debris_rate
    ,launch_debris_rate
);
end


# ╔═╡ df771ced-e541-4bb2-b6a3-bb562bbaa89c
md"""
### Evaluation loop
"""

# ╔═╡ 6d9a71ea-b9d1-4efd-aa32-9053b96a66e1
#=Actor Critic Loop
This iterates on the actor critic loop, 
=#
with_terminal() do
for iit in 1:12
	w = Flux.params(value)
	θ = Flux.params(launch_policy)
	
	#Get learning parameters
	action = launch_policy((stock_state,debris_state))
	new_stock_state = G(stock_state,debris_state,action,bm)
	new_debris_state = H(stock_state,debris_state,action,bm)
	println(new_debris_state)
	
	#get current value
	current_value = value((stock_state,debris_state))
	new_value = value((new_stock_state,new_debris_state))

	#need to define
	R = F(stock_state,debris_state,action)

	#FIX: R is a vector, so are the values. This needs fixed.
	δ = ((R .- optim.R̄) .+ (new_value .- current_value))[1] #fix
	
	#store values
	optim.R̄ = optim.R̄ + δ*optim.αᴿ

	#check for exit conditions.
	#probably use grad=0
	continue #issue in calculating gradients
	#update the learning traces
	optim.zʷ = optim.λʷ .* optim.zʷ .+ Flux.gradient(value,w)
	optim.zᶿ = optim.λᶿ .* optim.zᶿ .+ Flux.gradient(policy,θ)

	continue
	#update the policies
	w = w .+ δ* optim.αʷ .* optim.zʷ;
	θ = θ .+ δ* optim.αᶿ .* optim.zᶿ;


	println("its working, $iit")
end
end

# ╔═╡ 9941e984-e51b-4e64-8d16-13c8071363b0
#TODO:issue is here, taking gradient. I get to figure this out next.
Zygote.gradient(() -> sum(value(stock_state,debris_state),w))

# ╔═╡ dd9f5f04-31e4-441e-9f5f-3019a30692d6
with_terminal() do
		x = rand(Float32, 10)
		m = Chain(Dense(10, 5, relu), Dense(5, 2), softmax)
		l(x) = Flux.Losses.crossentropy(m(x), [0.5, 0.5])
		grads = gradient(params(m)) do
		    l(x)
		end
		for p in params(m)
		    println(grads[p])
		end
end

# ╔═╡ 00000000-0000-0000-0000-000000000001
PLUTO_PROJECT_TOML_CONTENTS = """
[deps]
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[compat]
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PlutoUI = "~0.7.17"
Zygote = "~0.6.29"
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uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
version = "1.3.0"

[[JSON]]
deps = ["Dates", "Mmap", "Parsers", "Unicode"]
git-tree-sha1 = "8076680b162ada2a031f707ac7b4953e30667a37"
uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
version = "0.21.2"

[[Juno]]
deps = ["Base64", "Logging", "Media", "Profile"]
git-tree-sha1 = "07cb43290a840908a771552911a6274bc6c072c7"
uuid = "e5e0dc1b-0480-54bc-9374-aad01c23163d"
version = "0.8.4"

[[LLVM]]
deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
git-tree-sha1 = "46092047ca4edc10720ecab437c42283cd7c44f3"
uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
version = "4.6.0"

[[LLVMExtra_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "6a2af408fe809c4f1a54d2b3f188fdd3698549d6"
uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
version = "0.0.11+0"

[[LazyArtifacts]]
deps = ["Artifacts", "Pkg"]
uuid = "4af54fe1-eca0-43a8-85a7-787d91b784e3"

[[LibCURL]]
deps = ["LibCURL_jll", "MozillaCACerts_jll"]
uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"

[[LibCURL_jll]]
deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"

[[LibGit2]]
deps = ["Base64", "NetworkOptions", "Printf", "SHA"]
uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"

[[LibSSH2_jll]]
deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"

[[Libdl]]
uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"

[[LinearAlgebra]]
deps = ["Libdl"]
uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"

[[LogExpFunctions]]
deps = ["ChainRulesCore", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
git-tree-sha1 = "6193c3815f13ba1b78a51ce391db8be016ae9214"
uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
version = "0.3.4"

[[Logging]]
uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"

[[MacroTools]]
deps = ["Markdown", "Random"]
git-tree-sha1 = "3d3e902b31198a27340d0bf00d6ac452866021cf"
uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
version = "0.5.9"

[[Markdown]]
deps = ["Base64"]
uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"

[[MbedTLS_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"

[[Media]]
deps = ["MacroTools", "Test"]
git-tree-sha1 = "75a54abd10709c01f1b86b84ec225d26e840ed58"
uuid = "e89f7d12-3494-54d1-8411-f7d8b9ae1f27"
version = "0.5.0"

[[Missings]]
deps = ["DataAPI"]
git-tree-sha1 = "bf210ce90b6c9eed32d25dbcae1ebc565df2687f"
uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
version = "1.0.2"

[[Mmap]]
uuid = "a63ad114-7e13-5084-954f-fe012c677804"

[[MozillaCACerts_jll]]
uuid = "14a3606d-f60d-562e-9121-12d972cd8159"

[[NNlib]]
deps = ["Adapt", "ChainRulesCore", "Compat", "LinearAlgebra", "Pkg", "Requires", "Statistics"]
git-tree-sha1 = "5203a4532ad28c44f82c76634ad621d7c90abcbd"
uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
version = "0.7.29"

[[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 = "d911b6a12ba974dabe2291c6d450094a7226b372"
uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
version = "2.1.1"

[[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 = ["Base64", "Dates", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "Markdown", "Random", "Reexport", "UUIDs"]
git-tree-sha1 = "615f3a1eff94add4bca9476ded096de60b46443b"
uuid = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
version = "0.7.17"

[[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 = "0fc9959bcabc4668c403810b4e851f6b8962eac9"
uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
version = "0.6.29"

[[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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