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### A Pluto.jl notebook ###
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# v0.19.25
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using Markdown
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using InteractiveUtils
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# ╔═╡ 0829eb90-1d74-46b6-80ec-482a2b71c6fe
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using PlutoUI, Flux,LinearAlgebra,PlutoUI
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# ╔═╡ d2d1ca64-d220-450f-a7af-1e77da98efbe
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# ╔═╡ 66f0e667-d722-4e1e-807b-84a39cbc41b1
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md"""
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# Bellman Residual Minimization
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"""
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# ╔═╡ 9fa41b7c-1923-4c1e-bfc6-20ce4a1a2ede
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md"""
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Number of Constellations: $(const N_constellations = 4)
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Number of Debris Trackers: $(const N_debris = 1)
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Number of Overall States: $(const N_states = N_constellations + N_debris)
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"""
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# ╔═╡ 90446134-4e45-471c-857d-4e165e51937a
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begin
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abstract type PhysicalParameters end
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#setup physical model
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struct BasicModel <: PhysicalParameters
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#rate at which debris hits satellites
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debris_collision_rate::Real
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#rate at which satellites of different constellations collide
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satellite_collision_rates::Matrix{Float64}
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#rate at which debris exits orbits
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decay_rate::Real
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#rate at which satellites
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autocatalysis_rate::Real
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#ratio at which a collision between satellites produced debris
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satellite_collision_debris_ratio::Real
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#Ratio at which launches produce debris
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launch_debris_ratio::Real
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end
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#Getting loss parameters together.
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loss_param = 2e-3;
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loss_weights = loss_param*(ones(N_constellations,N_constellations) - LinearAlgebra.I);
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#orbital decay rate
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decay_param = 0.01;
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#debris generation parameters
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autocatalysis_param = 0.001;
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satellite_loss_debris_rate = 5.0;
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launch_debris_rate = 0.05;
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#Todo, wrap physical model as a struct with the parameters
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bm = BasicModel(
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loss_param
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,loss_weights
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,decay_param
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,autocatalysis_param
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,satellite_loss_debris_rate
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,launch_debris_rate
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)
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end
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# ╔═╡ 5b45b29e-f0f4-41e9-91e7-d444687feb4e
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#implement survival function
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function survival(
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stocks::Array{T}
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,debris::Array{T}
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,physical_model::BasicModel
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) where T <: Number
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return exp.(
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-(physical_model.satellite_collision_rates .- physical_model.decay_rate) * stocks
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.- (physical_model.debris_collision_rate*debris)
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)
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end
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# ╔═╡ 152f3a3c-a565-41bb-8e59-6ab0d2315ffb
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#debris evolution
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function H(
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stocks::Array{T}
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,debris::Array{T}
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,launches::Array{T}
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, physical_model::BasicModel
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) where T <: Number
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#get changes in debris from natural dynamics
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natural_debris_dynamics = (1-physical_model.decay_rate+physical_model.autocatalysis_rate) * debris
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#get changes in debris from satellite loss
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satellite_loss_debris = physical_model.satellite_collision_debris_ratio * (1 .- survival(stocks,debris,physical_model))'*stocks
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#get changes in debris from launches
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launch_debris = physical_model.launch_debris_ratio*sum(launches)
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#return total debris level
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return natural_debris_dynamics .+ satellite_loss_debris .+ launch_debris
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end
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# ╔═╡ 25ac9438-2b1d-4f6b-9ff1-1695e1d52b51
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#stock update rules
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function G(
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stocks::Array{T}
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,debris::Array{T}
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,launches::Array{T}
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, physical_model::BasicModel
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) where T <: Number
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return LinearAlgebra.diagm(survival(stocks,debris,physical_model) .- physical_model.decay_rate)*stocks + launches
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end
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# ╔═╡ ed044362-b36f-488f-bb4f-eeff47d624fa
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# ╔═╡ 29ff1777-d276-4e8f-8582-4ca191f2e2ff
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md"""
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## Setup Neural Networks
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"""
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# ╔═╡ f7aabe43-9a2c-4fe0-8099-c29cdf66566c
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function value_function_generator(number_params=32)
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return Flux.Chain(
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Flux.Parallel(vcat
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#parallel joins together stocks and debris, after a little bit of preprocessing
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,Flux.Chain(
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Flux.Dense(N_constellations, number_params*2,Flux.relu)
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,Flux.Dense(number_params*2, number_params*2,Flux.σ)
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)
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,Flux.Chain(
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Flux.Dense(N_debris, number_params,Flux.relu)
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,Flux.Dense(number_params, number_params,Flux.σ)
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)
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)
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#Apply some transformations to the preprocessed data.
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,Flux.Dense(number_params*3,number_params,Flux.σ)
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,Flux.Dense(number_params,number_params,Flux.σ)
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,Flux.Dense(number_params,1)
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)
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end
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# ╔═╡ d816b252-bdca-44ba-ac5c-cb21163a1e9a
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function planner_policy_function_generator(number_params=32)
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return Flux.Chain(
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Flux.Parallel(vcat
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#parallel joins together stocks and debris
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,Flux.Chain(
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Flux.Dense(N_constellations, number_params*2,Flux.relu)
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,Flux.Dense(number_params*2, number_params*2,Flux.σ)
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)
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,Flux.Chain(
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Flux.Dense(N_debris, number_params,Flux.relu)
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,Flux.Dense(number_params, number_params)
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)
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)
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#Apply some transformations
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,Flux.Dense(number_params*3,number_params,Flux.σ)
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,Flux.Dense(number_params,number_params,Flux.σ)
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,Flux.Dense(number_params,N_constellations,Flux.relu)
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)
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end
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# ╔═╡ 95bfc9d8-8427-41d6-9f0f-f155296eef91
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#not needed yet
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begin
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#= CUSTOM LAYERS
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=#
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#Custom passthrough layer
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passthrough(x::Array) = x
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# custom split layer
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struct Split{T}
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paths::T
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end
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Split(paths...) = Split(paths)
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Flux.@functor Split
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(m::Split)(x::AbstractArray) = tuple(map(f -> f(x), m.paths))
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struct Duplicate
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n::Int
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end
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Flux.@functor Duplicate
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(m::Duplicate)(x::Tuple) = [x for i=1:m.n]
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### TESTING ###
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#multiple branches
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Flux.Parallel(vcat,
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passthrough, passthrough, passthrough
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)(([1],[2,3],[4]))
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end
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# ╔═╡ 6a3b5f7a-a535-450f-8c5f-19bdcc280146
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function operators_policy_function_generator(number_params=32)
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function f()
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return Flux.Chain(
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Flux.Parallel(vcat
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#parallel joins together stocks and debris
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,Flux.Chain(
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Flux.Dense(N_constellations, number_params,Flux.relu)
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,Flux.Dense(number_params, number_params,Flux.σ)
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)
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,Flux.Chain(
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Flux.Dense(N_debris, number_params,Flux.relu)
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,Flux.Dense(number_params, number_params)
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)
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)
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#Apply some transformations
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,Flux.Dense(number_params*3,number_params,Flux.σ)
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,Flux.Dense(number_params,number_params,Flux.σ)
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,Flux.Dense(number_params,1,Flux.relu)
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)
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end
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a = [f() for i=1:N_constellations]
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Flux.Chain(
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Duplicate(N_constellations)
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)
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end
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# ╔═╡ 0ba48a75-36db-4003-95c0-2329d4fb29c5
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# ╠═╡ disabled = true
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# ╠═╡ skip_as_script = true
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#=╠═╡
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Duplicate(2)(([1.0f0 2],[3f0]))
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╠═╡ =#
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# ╔═╡ 340da189-f443-4376-a82d-7699a21ab7a2
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abstract type EconomicParameters end
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# ╔═╡ 206ac4cc-5102-4381-ad8a-777b02dc4d5a
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begin #basic linear model
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struct EconModel1{T} <: EconomicParameters where T <: Number
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β::T
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payoff_array::Array{T}
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policy_costs::Array{T}
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end
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function payoff1(
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s::Vector{T}
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,d::Vector{T}
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,a::Vector{T}
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,em::EconModel1
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)where T <: Number
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return em.payoff_array*s - em.policy_costs*a
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end
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end
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# ╔═╡ eebb8706-a431-4fd1-b7a5-40f07a63d5cb
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begin #basic CES model
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struct CESParams{T} <: EconomicParameters
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β::T
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r::T #elasticity of subsititution
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payoff_array::Array{T}
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policy_costs::Array{T}
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debris_costs::Array{T}
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end
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function CES_with_debris(
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s::Vector{T}
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,d::Vector{T}
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,a::Vector{T}
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,em::CESParams
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) where T <: Number
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return (em.payoff_array*(s.^em.r) - em.debris_costs*(d.^em.r)).^(1/em.r) - em.policy_costs*a
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end
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end
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# ╔═╡ f8d582cb-10cf-4c72-8127-787f662e0567
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#=
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This struct organizes information about a given constellation operator
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=#
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struct ConstellationOperator
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payoff_fn::Function
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econ_params::EconomicParameters
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value::Flux.Chain
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end
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#TODO: create a function that takes this struct and checks backprop
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# ╔═╡ 5946daa3-4608-43f3-8933-dd3eb3f4541c
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md"""
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# Loss function specification
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"""
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# ╔═╡ cba3b6ec-e0c3-4ee4-b0b5-8ad247fd28cf
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# ╔═╡ b433a7ec-8264-48d6-8b95-53d2ec4bad05
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md"""
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# Setup examples of parameter models
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"""
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# ╔═╡ 65e0b1fa-d5e1-4ff6-8736-c9d6b5f40150
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begin
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em1_a = EconModel1(0.95, [1.0 0 0 0], [5 0 0 0])
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em1_b = EconModel1(0.95, [0 1.0 0 0], [0 5 0 0])
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em1_c = EconModel1(0.95, [0 0 1.0 0], [0 0 5 0])
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em1_d = EconModel1(0.95, [0 0 0 1.0], [0 0 0 5])
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#=
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This is the most basic profit model
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You earn 1 per operating satellite and it costs 5 per launch.
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Only interaction is through debris.
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=#
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end
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# ╔═╡ 19ccfc3a-6dbb-4c64-bf03-e2e219ef0efe
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begin
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em2_a = EconModel1(0.95, [1 -0.02 -0.02 0], [5.0 0 0 0])
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em2_b = EconModel1(0.95, [-0.02 1 -0.02 0], [0.0 5 0 0])
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em2_c = EconModel1(0.95, [0 -0.02 1 -0.02], [0.0 0 5 0])
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em2_d = EconModel1(0.95, [0 -0.02 -0.02 1], [0.0 0 0 5])
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#=
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This is a simple addition to the basic model, where you lose some benefit based
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the size of your competitor's satellites.
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Constellations interact throuch debris and imposing costs on one another.
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=#
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end
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# ╔═╡ dc614254-c211-4552-b985-03020bfc5ab3
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em3 = CESParams(0.95,0.6,[1 0 0 0], [5 0 0 0], Vector([0.002]))
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#=
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This is a variation on a CES model.
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The model is CES the relationship between payoffs and debris.
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In this particular specification, the only interaction is in debris
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=#
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# ╔═╡ cd55e232-493d-4849-8bd7-b0ba85e21bab
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md"""
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# Start setting things up
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"""
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# ╔═╡ fb6aacff-c42d-4ec1-88cb-5ce1b2e8874f
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policy = planner_policy_function_generator();
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# ╔═╡ 41271ab4-1ec7-431f-9efb-0f7c3da2d8b4
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#Constellation level loss function
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function Ξ(
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s::Vector{T}
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,d::Vector{T}
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, physical_model::PhysicalParameters
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,co::ConstellationOperator
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) where T <: Number
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a = policy((s,d))
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s′ = G(s,d,a,physical_model)
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d′ = H(s,d,a,physical_model)
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bellman_residuals = co.value((s,d)) - co.payoff_fn(s,d,a,co.econ_params) - co.econ_params.β*co.value((s′,d′))
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maximization_condition = - co.payoff_fn(s,d,a,co.econ_params) - co.econ_params.β*co.value((s′,d′))
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return sum([bellman_residuals.^2 maximization_condition])
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end
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# ╔═╡ f30904a7-5caa-449a-a5bd-f2aa78777a9a
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begin
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#setup the operators
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operators = [ ConstellationOperator(payoff1,em2_a,value_function_generator())
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,ConstellationOperator(payoff1,em2_b,value_function_generator())
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,ConstellationOperator(payoff1,em2_c,value_function_generator())
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,ConstellationOperator(payoff1,em2_d,value_function_generator())
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]
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#check whether or not we've matched the setup correctly.
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@assert length(operators) == N_constellations "Mismatch in predetermined number of constellations and the number of operators initialized"
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end
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# ╔═╡ 43b99708-0052-4b78-886c-92ac2b532f29
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begin #testing
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s1 = ones(Float64,N_constellations)
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d1 = ones(Float64,N_debris)
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Ξ(s1,d1,bm,operators[1])
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end
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# ╔═╡ dff642d9-ec5a-4fed-a059-6c07760a3a58
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#planner's loss function
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function planners_loss(
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s::Vector{Float32}
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,d::Vector{Float32}
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)
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l = 0.0
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for co in operators
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l += Ξ(s,d,bm,co)
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end
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return l
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end
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# ╔═╡ 5abebc1a-370c-4f5f-8826-dc0b143d5166
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md"""
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## Constructing data and training
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"""
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# ╔═╡ a20959be-65e4-4b69-9521-503bc59f0854
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begin
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N=200 #increase later
|
|
|
data = [(rand(1:500f0, N_constellations),rand(1:500f0, N_debris)) for n=1:N]
|
|
|
end
|
|
|
|
|
|
# ╔═╡ 6bf8d29a-7990-4e91-86e6-d9894ed3db27
|
|
|
#optimizer
|
|
|
ADAM = Flux.Optimise.ADAM(0.1)
|
|
|
|
|
|
# ╔═╡ e7ee1a0f-ab9b-439e-a7be-4a6d3b8f160d
|
|
|
begin
|
|
|
local accum1 = 0.0
|
|
|
for d in data
|
|
|
accum1 += planners_loss(d...)
|
|
|
end
|
|
|
accum1/N
|
|
|
end
|
|
|
|
|
|
# ╔═╡ 74f5fde3-0593-46fc-a688-f1db7ab28c64
|
|
|
# Social planners problem
|
|
|
for epoch in 1:20
|
|
|
data1 = [(rand(1:500f0, N_constellations),rand(1:500f0, N_debris)) for n=1:N]
|
|
|
|
|
|
#train the social planner's policy funciton
|
|
|
Flux.Optimise.train!(planners_loss, params(policy), data1, ADAM)
|
|
|
|
|
|
#Sweep through training the value functions
|
|
|
for co in operators
|
|
|
Flux.Optimise.train!(planners_loss, params(co.value), data1, ADAM)
|
|
|
end
|
|
|
end
|
|
|
|
|
|
# ╔═╡ 02f3fe78-e7a7-453f-9ddf-acddf08d8676
|
|
|
begin
|
|
|
local accum = 0.0
|
|
|
for d in data
|
|
|
accum += planners_loss(d...)
|
|
|
|
|
|
end
|
|
|
accum/N
|
|
|
end
|
|
|
|
|
|
# ╔═╡ c50b1d39-fe87-441b-935c-c5fe971d09ef
|
|
|
policy(data[3])
|
|
|
|
|
|
# ╔═╡ 14e61097-f28f-4029-b6b4-5fb119620fc3
|
|
|
begin
|
|
|
n=15
|
|
|
|
|
|
[operators[1].value(data[n])
|
|
|
,operators[2].value(data[n])
|
|
|
,operators[3].value(data[n])
|
|
|
,operators[4].value(data[n])]
|
|
|
end
|
|
|
|
|
|
# ╔═╡ bf0c6061-daf4-45ac-82bc-b26e093ac6a7
|
|
|
with_terminal() do
|
|
|
for d in data
|
|
|
println(d)
|
|
|
println("\t",policy(d))
|
|
|
end
|
|
|
end
|
|
|
|
|
|
# ╔═╡ 00000000-0000-0000-0000-000000000001
|
|
|
PLUTO_PROJECT_TOML_CONTENTS = """
|
|
|
[deps]
|
|
|
Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
|
|
|
LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
|
|
|
PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
|
|
|
|
|
|
[compat]
|
|
|
Flux = "~0.13.17"
|
|
|
PlutoUI = "~0.7.51"
|
|
|
"""
|
|
|
|
|
|
# ╔═╡ 00000000-0000-0000-0000-000000000002
|
|
|
PLUTO_MANIFEST_TOML_CONTENTS = """
|
|
|
# This file is machine-generated - editing it directly is not advised
|
|
|
|
|
|
julia_version = "1.9.1"
|
|
|
manifest_format = "2.0"
|
|
|
project_hash = "d67a88ee5fa5b8722fa67588268293aa024ed618"
|
|
|
|
|
|
[[deps.AbstractFFTs]]
|
|
|
deps = ["LinearAlgebra"]
|
|
|
git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
|
|
|
uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
|
|
|
version = "1.3.1"
|
|
|
weakdeps = ["ChainRulesCore"]
|
|
|
|
|
|
[deps.AbstractFFTs.extensions]
|
|
|
AbstractFFTsChainRulesCoreExt = "ChainRulesCore"
|
|
|
|
|
|
[[deps.AbstractPlutoDingetjes]]
|
|
|
deps = ["Pkg"]
|
|
|
git-tree-sha1 = "8eaf9f1b4921132a4cff3f36a1d9ba923b14a481"
|
|
|
uuid = "6e696c72-6542-2067-7265-42206c756150"
|
|
|
version = "1.1.4"
|
|
|
|
|
|
[[deps.Adapt]]
|
|
|
deps = ["LinearAlgebra", "Requires"]
|
|
|
git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
|
|
|
uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
|
|
|
version = "3.6.2"
|
|
|
weakdeps = ["StaticArrays"]
|
|
|
|
|
|
[deps.Adapt.extensions]
|
|
|
AdaptStaticArraysExt = "StaticArrays"
|
|
|
|
|
|
[[deps.ArgCheck]]
|
|
|
git-tree-sha1 = "a3a402a35a2f7e0b87828ccabbd5ebfbebe356b4"
|
|
|
uuid = "dce04be8-c92d-5529-be00-80e4d2c0e197"
|
|
|
version = "2.3.0"
|
|
|
|
|
|
[[deps.ArgTools]]
|
|
|
uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
|
|
|
version = "1.1.1"
|
|
|
|
|
|
[[deps.Artifacts]]
|
|
|
uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
|
|
|
|
|
|
[[deps.Atomix]]
|
|
|
deps = ["UnsafeAtomics"]
|
|
|
git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
|
|
|
uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
|
|
|
version = "0.1.0"
|
|
|
|
|
|
[[deps.BFloat16s]]
|
|
|
deps = ["LinearAlgebra", "Printf", "Random", "Test"]
|
|
|
git-tree-sha1 = "dbf84058d0a8cbbadee18d25cf606934b22d7c66"
|
|
|
uuid = "ab4f0b2a-ad5b-11e8-123f-65d77653426b"
|
|
|
version = "0.4.2"
|
|
|
|
|
|
[[deps.BangBang]]
|
|
|
deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
|
|
|
git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
|
|
|
uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
|
|
|
version = "0.3.39"
|
|
|
|
|
|
[deps.BangBang.extensions]
|
|
|
BangBangChainRulesCoreExt = "ChainRulesCore"
|
|
|
BangBangDataFramesExt = "DataFrames"
|
|
|
BangBangStaticArraysExt = "StaticArrays"
|
|
|
BangBangStructArraysExt = "StructArrays"
|
|
|
BangBangTypedTablesExt = "TypedTables"
|
|
|
|
|
|
[deps.BangBang.weakdeps]
|
|
|
ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
|
|
|
DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
|
|
|
StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
|
|
|
StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
|
|
|
TypedTables = "9d95f2ec-7b3d-5a63-8d20-e2491e220bb9"
|
|
|
|
|
|
[[deps.Base64]]
|
|
|
uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
|
|
|
|
|
|
[[deps.Baselet]]
|
|
|
git-tree-sha1 = "aebf55e6d7795e02ca500a689d326ac979aaf89e"
|
|
|
uuid = "9718e550-a3fa-408a-8086-8db961cd8217"
|
|
|
version = "0.1.1"
|
|
|
|
|
|
[[deps.CEnum]]
|
|
|
git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
|
|
|
uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
|
|
|
version = "0.4.2"
|
|
|
|
|
|
[[deps.CUDA]]
|
|
|
deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Preferences", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "UnsafeAtomicsLLVM"]
|
|
|
git-tree-sha1 = "442d989978ed3ff4e174c928ee879dc09d1ef693"
|
|
|
uuid = "052768ef-5323-5732-b1bb-66c8b64840ba"
|
|
|
version = "4.3.2"
|
|
|
|
|
|
[[deps.CUDA_Driver_jll]]
|
|
|
deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
|
|
|
git-tree-sha1 = "498f45593f6ddc0adff64a9310bb6710e851781b"
|
|
|
uuid = "4ee394cb-3365-5eb0-8335-949819d2adfc"
|
|
|
version = "0.5.0+1"
|
|
|
|
|
|
[[deps.CUDA_Runtime_Discovery]]
|
|
|
deps = ["Libdl"]
|
|
|
git-tree-sha1 = "bcc4a23cbbd99c8535a5318455dcf0f2546ec536"
|
|
|
uuid = "1af6417a-86b4-443c-805f-a4643ffb695f"
|
|
|
version = "0.2.2"
|
|
|
|
|
|
[[deps.CUDA_Runtime_jll]]
|
|
|
deps = ["Artifacts", "CUDA_Driver_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
|
|
|
git-tree-sha1 = "5248d9c45712e51e27ba9b30eebec65658c6ce29"
|
|
|
uuid = "76a88914-d11a-5bdc-97e0-2f5a05c973a2"
|
|
|
version = "0.6.0+0"
|
|
|
|
|
|
[[deps.CUDNN_jll]]
|
|
|
deps = ["Artifacts", "CUDA_Runtime_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
|
|
|
git-tree-sha1 = "2918fbffb50e3b7a0b9127617587afa76d4276e8"
|
|
|
uuid = "62b44479-cb7b-5706-934f-f13b2eb2e645"
|
|
|
version = "8.8.1+0"
|
|
|
|
|
|
[[deps.ChainRules]]
|
|
|
deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
|
|
|
git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87"
|
|
|
uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
|
|
|
version = "1.51.0"
|
|
|
|
|
|
[[deps.ChainRulesCore]]
|
|
|
deps = ["Compat", "LinearAlgebra", "SparseArrays"]
|
|
|
git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
|
|
|
uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
|
|
|
version = "1.16.0"
|
|
|
|
|
|
[[deps.ColorTypes]]
|
|
|
deps = ["FixedPointNumbers", "Random"]
|
|
|
git-tree-sha1 = "eb7f0f8307f71fac7c606984ea5fb2817275d6e4"
|
|
|
uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
|
|
|
version = "0.11.4"
|
|
|
|
|
|
[[deps.CommonSubexpressions]]
|
|
|
deps = ["MacroTools", "Test"]
|
|
|
git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7"
|
|
|
uuid = "bbf7d656-a473-5ed7-a52c-81e309532950"
|
|
|
version = "0.3.0"
|
|
|
|
|
|
[[deps.Compat]]
|
|
|
deps = ["UUIDs"]
|
|
|
git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
|
|
|
uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
|
|
|
version = "4.6.1"
|
|
|
weakdeps = ["Dates", "LinearAlgebra"]
|
|
|
|
|
|
[deps.Compat.extensions]
|
|
|
CompatLinearAlgebraExt = "LinearAlgebra"
|
|
|
|
|
|
[[deps.CompilerSupportLibraries_jll]]
|
|
|
deps = ["Artifacts", "Libdl"]
|
|
|
uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
|
|
|
version = "1.0.2+0"
|
|
|
|
|
|
[[deps.CompositionsBase]]
|
|
|
git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
|
|
|
uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
|
|
|
version = "0.1.2"
|
|
|
|
|
|
[deps.CompositionsBase.extensions]
|
|
|
CompositionsBaseInverseFunctionsExt = "InverseFunctions"
|
|
|
|
|
|
[deps.CompositionsBase.weakdeps]
|
|
|
InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"
|
|
|
|
|
|
[[deps.ConstructionBase]]
|
|
|
deps = ["LinearAlgebra"]
|
|
|
git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
|
|
|
uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
|
|
|
version = "1.5.2"
|
|
|
|
|
|
[deps.ConstructionBase.extensions]
|
|
|
ConstructionBaseIntervalSetsExt = "IntervalSets"
|
|
|
ConstructionBaseStaticArraysExt = "StaticArrays"
|
|
|
|
|
|
[deps.ConstructionBase.weakdeps]
|
|
|
IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953"
|
|
|
StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
|
|
|
|
|
|
[[deps.ContextVariablesX]]
|
|
|
deps = ["Compat", "Logging", "UUIDs"]
|
|
|
git-tree-sha1 = "25cc3803f1030ab855e383129dcd3dc294e322cc"
|
|
|
uuid = "6add18c4-b38d-439d-96f6-d6bc489c04c5"
|
|
|
version = "0.1.3"
|
|
|
|
|
|
[[deps.DataAPI]]
|
|
|
git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
|
|
|
uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
|
|
|
version = "1.15.0"
|
|
|
|
|
|
[[deps.DataStructures]]
|
|
|
deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
|
|
|
git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
|
|
|
uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
|
|
|
version = "0.18.13"
|
|
|
|
|
|
[[deps.DataValueInterfaces]]
|
|
|
git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
|
|
|
uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
|
|
|
version = "1.0.0"
|
|
|
|
|
|
[[deps.Dates]]
|
|
|
deps = ["Printf"]
|
|
|
uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
|
|
|
|
|
|
[[deps.DefineSingletons]]
|
|
|
git-tree-sha1 = "0fba8b706d0178b4dc7fd44a96a92382c9065c2c"
|
|
|
uuid = "244e2a9f-e319-4986-a169-4d1fe445cd52"
|
|
|
version = "0.1.2"
|
|
|
|
|
|
[[deps.DelimitedFiles]]
|
|
|
deps = ["Mmap"]
|
|
|
git-tree-sha1 = "9e2f36d3c96a820c678f2f1f1782582fcf685bae"
|
|
|
uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab"
|
|
|
version = "1.9.1"
|
|
|
|
|
|
[[deps.DiffResults]]
|
|
|
deps = ["StaticArraysCore"]
|
|
|
git-tree-sha1 = "782dd5f4561f5d267313f23853baaaa4c52ea621"
|
|
|
uuid = "163ba53b-c6d8-5494-b064-1a9d43ac40c5"
|
|
|
version = "1.1.0"
|
|
|
|
|
|
[[deps.DiffRules]]
|
|
|
deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
|
|
|
git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
|
|
|
uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
|
|
|
version = "1.15.1"
|
|
|
|
|
|
[[deps.Distributed]]
|
|
|
deps = ["Random", "Serialization", "Sockets"]
|
|
|
uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
|
|
|
|
|
|
[[deps.DocStringExtensions]]
|
|
|
deps = ["LibGit2"]
|
|
|
git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
|
|
|
uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
|
|
|
version = "0.9.3"
|
|
|
|
|
|
[[deps.Downloads]]
|
|
|
deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
|
|
|
uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
|
|
|
version = "1.6.0"
|
|
|
|
|
|
[[deps.ExprTools]]
|
|
|
git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
|
|
|
uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
|
|
|
version = "0.1.9"
|
|
|
|
|
|
[[deps.FLoops]]
|
|
|
deps = ["BangBang", "Compat", "FLoopsBase", "InitialValues", "JuliaVariables", "MLStyle", "Serialization", "Setfield", "Transducers"]
|
|
|
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|
|
git-tree-sha1 = "6a01f65dd8583dee82eecc2a19b0ff21521aa749"
|
|
|
uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
|
|
|
version = "0.2.18"
|
|
|
|
|
|
[[deps.OrderedCollections]]
|
|
|
git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282"
|
|
|
uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
|
|
|
version = "1.6.0"
|
|
|
|
|
|
[[deps.Parsers]]
|
|
|
deps = ["Dates", "PrecompileTools", "UUIDs"]
|
|
|
git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
|
|
|
uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
|
|
|
version = "2.7.0"
|
|
|
|
|
|
[[deps.Pkg]]
|
|
|
deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
|
|
|
uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
|
|
|
version = "1.9.0"
|
|
|
|
|
|
[[deps.PlutoUI]]
|
|
|
deps = ["AbstractPlutoDingetjes", "Base64", "ColorTypes", "Dates", "FixedPointNumbers", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "MIMEs", "Markdown", "Random", "Reexport", "URIs", "UUIDs"]
|
|
|
git-tree-sha1 = "b478a748be27bd2f2c73a7690da219d0844db305"
|
|
|
uuid = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
|
|
|
version = "0.7.51"
|
|
|
|
|
|
[[deps.PrecompileTools]]
|
|
|
deps = ["Preferences"]
|
|
|
git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
|
|
|
uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
|
|
|
version = "1.1.2"
|
|
|
|
|
|
[[deps.Preferences]]
|
|
|
deps = ["TOML"]
|
|
|
git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
|
|
|
uuid = "21216c6a-2e73-6563-6e65-726566657250"
|
|
|
version = "1.4.0"
|
|
|
|
|
|
[[deps.PrettyPrint]]
|
|
|
git-tree-sha1 = "632eb4abab3449ab30c5e1afaa874f0b98b586e4"
|
|
|
uuid = "8162dcfd-2161-5ef2-ae6c-7681170c5f98"
|
|
|
version = "0.2.0"
|
|
|
|
|
|
[[deps.Printf]]
|
|
|
deps = ["Unicode"]
|
|
|
uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
|
|
|
|
|
|
[[deps.ProgressLogging]]
|
|
|
deps = ["Logging", "SHA", "UUIDs"]
|
|
|
git-tree-sha1 = "80d919dee55b9c50e8d9e2da5eeafff3fe58b539"
|
|
|
uuid = "33c8b6b6-d38a-422a-b730-caa89a2f386c"
|
|
|
version = "0.1.4"
|
|
|
|
|
|
[[deps.REPL]]
|
|
|
deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
|
|
|
uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
|
|
|
|
|
|
[[deps.Random]]
|
|
|
deps = ["SHA", "Serialization"]
|
|
|
uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
|
|
|
|
|
|
[[deps.Random123]]
|
|
|
deps = ["Random", "RandomNumbers"]
|
|
|
git-tree-sha1 = "552f30e847641591ba3f39fd1bed559b9deb0ef3"
|
|
|
uuid = "74087812-796a-5b5d-8853-05524746bad3"
|
|
|
version = "1.6.1"
|
|
|
|
|
|
[[deps.RandomNumbers]]
|
|
|
deps = ["Random", "Requires"]
|
|
|
git-tree-sha1 = "043da614cc7e95c703498a491e2c21f58a2b8111"
|
|
|
uuid = "e6cf234a-135c-5ec9-84dd-332b85af5143"
|
|
|
version = "1.5.3"
|
|
|
|
|
|
[[deps.RealDot]]
|
|
|
deps = ["LinearAlgebra"]
|
|
|
git-tree-sha1 = "9f0a1b71baaf7650f4fa8a1d168c7fb6ee41f0c9"
|
|
|
uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
|
|
|
version = "0.1.0"
|
|
|
|
|
|
[[deps.Reexport]]
|
|
|
git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
|
|
|
uuid = "189a3867-3050-52da-a836-e630ba90ab69"
|
|
|
version = "1.2.2"
|
|
|
|
|
|
[[deps.Requires]]
|
|
|
deps = ["UUIDs"]
|
|
|
git-tree-sha1 = "838a3a4188e2ded87a4f9f184b4b0d78a1e91cb7"
|
|
|
uuid = "ae029012-a4dd-5104-9daa-d747884805df"
|
|
|
version = "1.3.0"
|
|
|
|
|
|
[[deps.SHA]]
|
|
|
uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
|
|
|
version = "0.7.0"
|
|
|
|
|
|
[[deps.Scratch]]
|
|
|
deps = ["Dates"]
|
|
|
git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a"
|
|
|
uuid = "6c6a2e73-6563-6170-7368-637461726353"
|
|
|
version = "1.2.0"
|
|
|
|
|
|
[[deps.Serialization]]
|
|
|
uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
|
|
|
|
|
|
[[deps.Setfield]]
|
|
|
deps = ["ConstructionBase", "Future", "MacroTools", "StaticArraysCore"]
|
|
|
git-tree-sha1 = "e2cc6d8c88613c05e1defb55170bf5ff211fbeac"
|
|
|
uuid = "efcf1570-3423-57d1-acb7-fd33fddbac46"
|
|
|
version = "1.1.1"
|
|
|
|
|
|
[[deps.ShowCases]]
|
|
|
git-tree-sha1 = "7f534ad62ab2bd48591bdeac81994ea8c445e4a5"
|
|
|
uuid = "605ecd9f-84a6-4c9e-81e2-4798472b76a3"
|
|
|
version = "0.1.0"
|
|
|
|
|
|
[[deps.SimpleTraits]]
|
|
|
deps = ["InteractiveUtils", "MacroTools"]
|
|
|
git-tree-sha1 = "5d7e3f4e11935503d3ecaf7186eac40602e7d231"
|
|
|
uuid = "699a6c99-e7fa-54fc-8d76-47d257e15c1d"
|
|
|
version = "0.9.4"
|
|
|
|
|
|
[[deps.Sockets]]
|
|
|
uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
|
|
|
|
|
|
[[deps.SortingAlgorithms]]
|
|
|
deps = ["DataStructures"]
|
|
|
git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee"
|
|
|
uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
|
|
|
version = "1.1.1"
|
|
|
|
|
|
[[deps.SparseArrays]]
|
|
|
deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
|
|
|
uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
|
|
|
|
|
|
[[deps.SpecialFunctions]]
|
|
|
deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
|
|
|
git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
|
|
|
uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
|
|
|
version = "2.2.0"
|
|
|
weakdeps = ["ChainRulesCore"]
|
|
|
|
|
|
[deps.SpecialFunctions.extensions]
|
|
|
SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"
|
|
|
|
|
|
[[deps.SplittablesBase]]
|
|
|
deps = ["Setfield", "Test"]
|
|
|
git-tree-sha1 = "e08a62abc517eb79667d0a29dc08a3b589516bb5"
|
|
|
uuid = "171d559e-b47b-412a-8079-5efa626c420e"
|
|
|
version = "0.1.15"
|
|
|
|
|
|
[[deps.StaticArrays]]
|
|
|
deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
|
|
|
git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
|
|
|
uuid = "90137ffa-7385-5640-81b9-e52037218182"
|
|
|
version = "1.5.26"
|
|
|
|
|
|
[[deps.StaticArraysCore]]
|
|
|
git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
|
|
|
uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
|
|
|
version = "1.4.0"
|
|
|
|
|
|
[[deps.Statistics]]
|
|
|
deps = ["LinearAlgebra", "SparseArrays"]
|
|
|
uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
|
|
|
version = "1.9.0"
|
|
|
|
|
|
[[deps.StatsAPI]]
|
|
|
deps = ["LinearAlgebra"]
|
|
|
git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
|
|
|
uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
|
|
|
version = "1.6.0"
|
|
|
|
|
|
[[deps.StatsBase]]
|
|
|
deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
|
|
|
git-tree-sha1 = "75ebe04c5bed70b91614d684259b661c9e6274a4"
|
|
|
uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
|
|
|
version = "0.34.0"
|
|
|
|
|
|
[[deps.StructArrays]]
|
|
|
deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
|
|
|
git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389"
|
|
|
uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
|
|
|
version = "0.6.15"
|
|
|
|
|
|
[[deps.SuiteSparse_jll]]
|
|
|
deps = ["Artifacts", "Libdl", "Pkg", "libblastrampoline_jll"]
|
|
|
uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
|
|
|
version = "5.10.1+6"
|
|
|
|
|
|
[[deps.TOML]]
|
|
|
deps = ["Dates"]
|
|
|
uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
|
|
|
version = "1.0.3"
|
|
|
|
|
|
[[deps.TableTraits]]
|
|
|
deps = ["IteratorInterfaceExtensions"]
|
|
|
git-tree-sha1 = "c06b2f539df1c6efa794486abfb6ed2022561a39"
|
|
|
uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c"
|
|
|
version = "1.0.1"
|
|
|
|
|
|
[[deps.Tables]]
|
|
|
deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
|
|
|
git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec"
|
|
|
uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
|
|
|
version = "1.10.1"
|
|
|
|
|
|
[[deps.Tar]]
|
|
|
deps = ["ArgTools", "SHA"]
|
|
|
uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
|
|
|
version = "1.10.0"
|
|
|
|
|
|
[[deps.Test]]
|
|
|
deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
|
|
|
uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
|
|
|
|
|
|
[[deps.TimerOutputs]]
|
|
|
deps = ["ExprTools", "Printf"]
|
|
|
git-tree-sha1 = "f548a9e9c490030e545f72074a41edfd0e5bcdd7"
|
|
|
uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f"
|
|
|
version = "0.5.23"
|
|
|
|
|
|
[[deps.Transducers]]
|
|
|
deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
|
|
|
git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
|
|
|
uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
|
|
|
version = "0.4.76"
|
|
|
|
|
|
[[deps.Tricks]]
|
|
|
git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
|
|
|
uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
|
|
|
version = "0.1.7"
|
|
|
|
|
|
[[deps.URIs]]
|
|
|
git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
|
|
|
uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
|
|
|
version = "1.4.2"
|
|
|
|
|
|
[[deps.UUIDs]]
|
|
|
deps = ["Random", "SHA"]
|
|
|
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
|
|
|
|
|
|
[[deps.Unicode]]
|
|
|
uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
|
|
|
|
|
|
[[deps.UnsafeAtomics]]
|
|
|
git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
|
|
|
uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
|
|
|
version = "0.2.1"
|
|
|
|
|
|
[[deps.UnsafeAtomicsLLVM]]
|
|
|
deps = ["LLVM", "UnsafeAtomics"]
|
|
|
git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175"
|
|
|
uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
|
|
|
version = "0.1.2"
|
|
|
|
|
|
[[deps.Zlib_jll]]
|
|
|
deps = ["Libdl"]
|
|
|
uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
|
|
|
version = "1.2.13+0"
|
|
|
|
|
|
[[deps.Zygote]]
|
|
|
deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "PrecompileTools", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
|
|
|
git-tree-sha1 = "5be3ddb88fc992a7d8ea96c3f10a49a7e98ebc7b"
|
|
|
uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
|
|
|
version = "0.6.62"
|
|
|
|
|
|
[deps.Zygote.extensions]
|
|
|
ZygoteColorsExt = "Colors"
|
|
|
ZygoteDistancesExt = "Distances"
|
|
|
ZygoteTrackerExt = "Tracker"
|
|
|
|
|
|
[deps.Zygote.weakdeps]
|
|
|
Colors = "5ae59095-9a9b-59fe-a467-6f913c188581"
|
|
|
Distances = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
|
|
|
Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
|
|
|
|
|
|
[[deps.ZygoteRules]]
|
|
|
deps = ["ChainRulesCore", "MacroTools"]
|
|
|
git-tree-sha1 = "977aed5d006b840e2e40c0b48984f7463109046d"
|
|
|
uuid = "700de1a5-db45-46bc-99cf-38207098b444"
|
|
|
version = "0.2.3"
|
|
|
|
|
|
[[deps.cuDNN]]
|
|
|
deps = ["CEnum", "CUDA", "CUDNN_jll"]
|
|
|
git-tree-sha1 = "f65490d187861d6222cb38bcbbff3fd949a7ec3e"
|
|
|
uuid = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
|
|
|
version = "1.0.4"
|
|
|
|
|
|
[[deps.libblastrampoline_jll]]
|
|
|
deps = ["Artifacts", "Libdl"]
|
|
|
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
|
|
|
version = "5.8.0+0"
|
|
|
|
|
|
[[deps.nghttp2_jll]]
|
|
|
deps = ["Artifacts", "Libdl"]
|
|
|
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
|
|
|
version = "1.48.0+0"
|
|
|
|
|
|
[[deps.p7zip_jll]]
|
|
|
deps = ["Artifacts", "Libdl"]
|
|
|
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
|
|
|
version = "17.4.0+0"
|
|
|
"""
|
|
|
|
|
|
# ╔═╡ Cell order:
|
|
|
# ╠═0829eb90-1d74-46b6-80ec-482a2b71c6fe
|
|
|
# ╠═d2d1ca64-d220-450f-a7af-1e77da98efbe
|
|
|
# ╟─66f0e667-d722-4e1e-807b-84a39cbc41b1
|
|
|
# ╟─9fa41b7c-1923-4c1e-bfc6-20ce4a1a2ede
|
|
|
# ╟─90446134-4e45-471c-857d-4e165e51937a
|
|
|
# ╠═5b45b29e-f0f4-41e9-91e7-d444687feb4e
|
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# ╠═152f3a3c-a565-41bb-8e59-6ab0d2315ffb
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# ╠═25ac9438-2b1d-4f6b-9ff1-1695e1d52b51
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# ╠═ed044362-b36f-488f-bb4f-eeff47d624fa
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# ╠═29ff1777-d276-4e8f-8582-4ca191f2e2ff
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# ╠═f7aabe43-9a2c-4fe0-8099-c29cdf66566c
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# ╠═d816b252-bdca-44ba-ac5c-cb21163a1e9a
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# ╠═6a3b5f7a-a535-450f-8c5f-19bdcc280146
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# ╠═95bfc9d8-8427-41d6-9f0f-f155296eef91
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# ╠═0ba48a75-36db-4003-95c0-2329d4fb29c5
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# ╠═340da189-f443-4376-a82d-7699a21ab7a2
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# ╠═206ac4cc-5102-4381-ad8a-777b02dc4d5a
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# ╠═eebb8706-a431-4fd1-b7a5-40f07a63d5cb
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# ╠═f8d582cb-10cf-4c72-8127-787f662e0567
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# ╠═5946daa3-4608-43f3-8933-dd3eb3f4541c
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# ╠═41271ab4-1ec7-431f-9efb-0f7c3da2d8b4
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# ╠═cba3b6ec-e0c3-4ee4-b0b5-8ad247fd28cf
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# ╠═43b99708-0052-4b78-886c-92ac2b532f29
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# ╠═dff642d9-ec5a-4fed-a059-6c07760a3a58
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# ╠═b433a7ec-8264-48d6-8b95-53d2ec4bad05
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# ╠═65e0b1fa-d5e1-4ff6-8736-c9d6b5f40150
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# ╠═19ccfc3a-6dbb-4c64-bf03-e2e219ef0efe
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# ╠═dc614254-c211-4552-b985-03020bfc5ab3
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# ╠═cd55e232-493d-4849-8bd7-b0ba85e21bab
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# ╠═fb6aacff-c42d-4ec1-88cb-5ce1b2e8874f
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# ╠═f30904a7-5caa-449a-a5bd-f2aa78777a9a
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# ╠═5abebc1a-370c-4f5f-8826-dc0b143d5166
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# ╠═a20959be-65e4-4b69-9521-503bc59f0854
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# ╠═6bf8d29a-7990-4e91-86e6-d9894ed3db27
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# ╠═e7ee1a0f-ab9b-439e-a7be-4a6d3b8f160d
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# ╠═74f5fde3-0593-46fc-a688-f1db7ab28c64
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# ╠═02f3fe78-e7a7-453f-9ddf-acddf08d8676
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# ╠═c50b1d39-fe87-441b-935c-c5fe971d09ef
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# ╠═14e61097-f28f-4029-b6b4-5fb119620fc3
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# ╠═bf0c6061-daf4-45ac-82bc-b26e093ac6a7
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# ╟─00000000-0000-0000-0000-000000000001
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# ╟─00000000-0000-0000-0000-000000000002
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