|
|
### A Pluto.jl notebook ###
|
|
|
# v0.19.42
|
|
|
|
|
|
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
|
|
|
"""
|
|
|
|
|
|
# ╔═╡ 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]
|
|
|
Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
|
|
|
LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
|
|
|
PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
|
|
|
Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
|
|
|
|
|
|
[compat]
|
|
|
Flux = "~0.12.8"
|
|
|
PlutoUI = "~0.7.17"
|
|
|
Zygote = "~0.6.29"
|
|
|
"""
|
|
|
|
|
|
# ╔═╡ 00000000-0000-0000-0000-000000000002
|
|
|
PLUTO_MANIFEST_TOML_CONTENTS = """
|
|
|
# This file is machine-generated - editing it directly is not advised
|
|
|
|
|
|
julia_version = "1.9.4"
|
|
|
manifest_format = "2.0"
|
|
|
project_hash = "cdd956383bfd1b7df633403897a7ef3713ab1cd7"
|
|
|
|
|
|
[[deps.AbstractFFTs]]
|
|
|
deps = ["LinearAlgebra"]
|
|
|
git-tree-sha1 = "d92ad398961a3ed262d8bf04a1a2b8340f915fef"
|
|
|
uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
|
|
|
version = "1.5.0"
|
|
|
weakdeps = ["ChainRulesCore", "Test"]
|
|
|
|
|
|
[deps.AbstractFFTs.extensions]
|
|
|
AbstractFFTsChainRulesCoreExt = "ChainRulesCore"
|
|
|
AbstractFFTsTestExt = "Test"
|
|
|
|
|
|
[[deps.AbstractPlutoDingetjes]]
|
|
|
deps = ["Pkg"]
|
|
|
git-tree-sha1 = "6e1d2a35f2f90a4bc7c2ed98079b2ba09c35b83a"
|
|
|
uuid = "6e696c72-6542-2067-7265-42206c756150"
|
|
|
version = "1.3.2"
|
|
|
|
|
|
[[deps.AbstractTrees]]
|
|
|
git-tree-sha1 = "03e0550477d86222521d254b741d470ba17ea0b5"
|
|
|
uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
|
|
|
version = "0.3.4"
|
|
|
|
|
|
[[deps.Adapt]]
|
|
|
deps = ["LinearAlgebra", "Requires"]
|
|
|
git-tree-sha1 = "cde29ddf7e5726c9fb511f340244ea3481267608"
|
|
|
uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
|
|
|
version = "3.7.2"
|
|
|
weakdeps = ["StaticArrays"]
|
|
|
|
|
|
[deps.Adapt.extensions]
|
|
|
AdaptStaticArraysExt = "StaticArrays"
|
|
|
|
|
|
[[deps.ArgTools]]
|
|
|
uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
|
|
|
version = "1.1.1"
|
|
|
|
|
|
[[deps.ArrayInterface]]
|
|
|
deps = ["Compat", "IfElse", "LinearAlgebra", "Requires", "SparseArrays", "Static"]
|
|
|
git-tree-sha1 = "81f0cb60dc994ca17f68d9fb7c942a5ae70d9ee4"
|
|
|
uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
|
|
|
version = "5.0.8"
|
|
|
|
|
|
[[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 = "a598ecb0d717092b5539dbbe890c98bac842b072"
|
|
|
uuid = "ab4f0b2a-ad5b-11e8-123f-65d77653426b"
|
|
|
version = "0.2.0"
|
|
|
|
|
|
[[deps.Base64]]
|
|
|
uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
|
|
|
|
|
|
[[deps.CEnum]]
|
|
|
git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
|
|
|
uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
|
|
|
version = "0.4.2"
|
|
|
|
|
|
[[deps.CUDA]]
|
|
|
deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "TimerOutputs"]
|
|
|
git-tree-sha1 = "6717cb9a3425ebb7b31ca4f832823615d175f64a"
|
|
|
uuid = "052768ef-5323-5732-b1bb-66c8b64840ba"
|
|
|
version = "3.13.1"
|
|
|
|
|
|
[[deps.ChainRules]]
|
|
|
deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "SparseInverseSubset", "Statistics", "StructArrays", "SuiteSparse"]
|
|
|
git-tree-sha1 = "227985d885b4dbce5e18a96f9326ea1e836e5a03"
|
|
|
uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
|
|
|
version = "1.69.0"
|
|
|
|
|
|
[[deps.ChainRulesCore]]
|
|
|
deps = ["Compat", "LinearAlgebra"]
|
|
|
git-tree-sha1 = "71acdbf594aab5bbb2cec89b208c41b4c411e49f"
|
|
|
uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
|
|
|
version = "1.24.0"
|
|
|
weakdeps = ["SparseArrays"]
|
|
|
|
|
|
[deps.ChainRulesCore.extensions]
|
|
|
ChainRulesCoreSparseArraysExt = "SparseArrays"
|
|
|
|
|
|
[[deps.CodecZlib]]
|
|
|
deps = ["TranscodingStreams", "Zlib_jll"]
|
|
|
git-tree-sha1 = "b8fe8546d52ca154ac556809e10c75e6e7430ac8"
|
|
|
uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
|
|
|
version = "0.7.5"
|
|
|
|
|
|
[[deps.ColorTypes]]
|
|
|
deps = ["FixedPointNumbers", "Random"]
|
|
|
git-tree-sha1 = "b10d0b65641d57b8b4d5e234446582de5047050d"
|
|
|
uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
|
|
|
version = "0.11.5"
|
|
|
|
|
|
[[deps.Colors]]
|
|
|
deps = ["ColorTypes", "FixedPointNumbers", "Reexport"]
|
|
|
git-tree-sha1 = "362a287c3aa50601b0bc359053d5c2468f0e7ce0"
|
|
|
uuid = "5ae59095-9a9b-59fe-a467-6f913c188581"
|
|
|
version = "0.12.11"
|
|
|
|
|
|
[[deps.CommonSubexpressions]]
|
|
|
deps = ["MacroTools", "Test"]
|
|
|
git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7"
|
|
|
uuid = "bbf7d656-a473-5ed7-a52c-81e309532950"
|
|
|
version = "0.3.0"
|
|
|
|
|
|
[[deps.Compat]]
|
|
|
deps = ["Base64", "Dates", "DelimitedFiles", "Distributed", "InteractiveUtils", "LibGit2", "Libdl", "LinearAlgebra", "Markdown", "Mmap", "Pkg", "Printf", "REPL", "Random", "SHA", "Serialization", "SharedArrays", "Sockets", "SparseArrays", "Statistics", "Test", "UUIDs", "Unicode"]
|
|
|
git-tree-sha1 = "d476eaeddfcdf0de15a67a948331c69a585495fa"
|
|
|
uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
|
|
|
version = "3.47.0"
|
|
|
|
|
|
[[deps.CompilerSupportLibraries_jll]]
|
|
|
deps = ["Artifacts", "Libdl"]
|
|
|
uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
|
|
|
version = "1.0.5+0"
|
|
|
|
|
|
[[deps.ConstructionBase]]
|
|
|
deps = ["LinearAlgebra"]
|
|
|
git-tree-sha1 = "d8a9c0b6ac2d9081bf76324b39c78ca3ce4f0c98"
|
|
|
uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
|
|
|
version = "1.5.6"
|
|
|
|
|
|
[deps.ConstructionBase.extensions]
|
|
|
ConstructionBaseIntervalSetsExt = "IntervalSets"
|
|
|
ConstructionBaseStaticArraysExt = "StaticArrays"
|
|
|
|
|
|
[deps.ConstructionBase.weakdeps]
|
|
|
IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953"
|
|
|
StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
|
|
|
|
|
|
[[deps.DataAPI]]
|
|
|
git-tree-sha1 = "abe83f3a2f1b857aac70ef8b269080af17764bbe"
|
|
|
uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
|
|
|
version = "1.16.0"
|
|
|
|
|
|
[[deps.DataStructures]]
|
|
|
deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
|
|
|
git-tree-sha1 = "1d0a14036acb104d9e89698bd408f63ab58cdc82"
|
|
|
uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
|
|
|
version = "0.18.20"
|
|
|
|
|
|
[[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.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 = "27415f162e6028e81c72b82ef756bf321213b6ec"
|
|
|
uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
|
|
|
version = "0.1.10"
|
|
|
|
|
|
[[deps.FileWatching]]
|
|
|
uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
|
|
|
|
|
|
[[deps.FillArrays]]
|
|
|
deps = ["LinearAlgebra"]
|
|
|
git-tree-sha1 = "0653c0a2396a6da5bc4766c43041ef5fd3efbe57"
|
|
|
uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
|
|
|
version = "1.11.0"
|
|
|
|
|
|
[deps.FillArrays.extensions]
|
|
|
FillArraysPDMatsExt = "PDMats"
|
|
|
FillArraysSparseArraysExt = "SparseArrays"
|
|
|
FillArraysStatisticsExt = "Statistics"
|
|
|
|
|
|
[deps.FillArrays.weakdeps]
|
|
|
PDMats = "90014a1f-27ba-587c-ab20-58faa44d9150"
|
|
|
SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
|
|
|
Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
|
|
|
|
|
|
[[deps.FixedPointNumbers]]
|
|
|
deps = ["Statistics"]
|
|
|
git-tree-sha1 = "05882d6995ae5c12bb5f36dd2ed3f61c98cbb172"
|
|
|
uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
|
|
|
version = "0.8.5"
|
|
|
|
|
|
[[deps.Flux]]
|
|
|
deps = ["AbstractTrees", "Adapt", "ArrayInterface", "CUDA", "CodecZlib", "Colors", "DelimitedFiles", "Functors", "Juno", "LinearAlgebra", "MacroTools", "NNlib", "NNlibCUDA", "Pkg", "Printf", "Random", "Reexport", "SHA", "SparseArrays", "Statistics", "StatsBase", "Test", "ZipFile", "Zygote"]
|
|
|
git-tree-sha1 = "511b7c48eebb602a8f63e7d6c63e25633468dc16"
|
|
|
uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c"
|
|
|
version = "0.12.10"
|
|
|
|
|
|
[[deps.ForwardDiff]]
|
|
|
deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"]
|
|
|
git-tree-sha1 = "cf0fe81336da9fb90944683b8c41984b08793dad"
|
|
|
uuid = "f6369f11-7733-5829-9624-2563aa707210"
|
|
|
version = "0.10.36"
|
|
|
weakdeps = ["StaticArrays"]
|
|
|
|
|
|
[deps.ForwardDiff.extensions]
|
|
|
ForwardDiffStaticArraysExt = "StaticArrays"
|
|
|
|
|
|
[[deps.Functors]]
|
|
|
git-tree-sha1 = "223fffa49ca0ff9ce4f875be001ffe173b2b7de4"
|
|
|
uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196"
|
|
|
version = "0.2.8"
|
|
|
|
|
|
[[deps.GPUArrays]]
|
|
|
deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"]
|
|
|
git-tree-sha1 = "2e57b4a4f9cc15e85a24d603256fe08e527f48d1"
|
|
|
uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
|
|
|
version = "8.8.1"
|
|
|
|
|
|
[[deps.GPUArraysCore]]
|
|
|
deps = ["Adapt"]
|
|
|
git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
|
|
|
uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
|
|
|
version = "0.1.5"
|
|
|
|
|
|
[[deps.GPUCompiler]]
|
|
|
deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "TimerOutputs", "UUIDs"]
|
|
|
git-tree-sha1 = "19d693666a304e8c371798f4900f7435558c7cde"
|
|
|
uuid = "61eb1bfa-7361-4325-ad38-22787b887f55"
|
|
|
version = "0.17.3"
|
|
|
|
|
|
[[deps.Hyperscript]]
|
|
|
deps = ["Test"]
|
|
|
git-tree-sha1 = "179267cfa5e712760cd43dcae385d7ea90cc25a4"
|
|
|
uuid = "47d2ed2b-36de-50cf-bf87-49c2cf4b8b91"
|
|
|
version = "0.0.5"
|
|
|
|
|
|
[[deps.HypertextLiteral]]
|
|
|
deps = ["Tricks"]
|
|
|
git-tree-sha1 = "7134810b1afce04bbc1045ca1985fbe81ce17653"
|
|
|
uuid = "ac1192a8-f4b3-4bfe-ba22-af5b92cd3ab2"
|
|
|
version = "0.9.5"
|
|
|
|
|
|
[[deps.IOCapture]]
|
|
|
deps = ["Logging", "Random"]
|
|
|
git-tree-sha1 = "b6d6bfdd7ce25b0f9b2f6b3dd56b2673a66c8770"
|
|
|
uuid = "b5f81e59-6552-4d32-b1f0-c071b021bf89"
|
|
|
version = "0.2.5"
|
|
|
|
|
|
[[deps.IRTools]]
|
|
|
deps = ["InteractiveUtils", "MacroTools"]
|
|
|
git-tree-sha1 = "950c3717af761bc3ff906c2e8e52bd83390b6ec2"
|
|
|
uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
|
|
|
version = "0.4.14"
|
|
|
|
|
|
[[deps.IfElse]]
|
|
|
git-tree-sha1 = "debdd00ffef04665ccbb3e150747a77560e8fad1"
|
|
|
uuid = "615f187c-cbe4-4ef1-ba3b-2fcf58d6d173"
|
|
|
version = "0.1.1"
|
|
|
|
|
|
[[deps.InteractiveUtils]]
|
|
|
deps = ["Markdown"]
|
|
|
uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
|
|
|
|
|
|
[[deps.IrrationalConstants]]
|
|
|
git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
|
|
|
uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
|
|
|
version = "0.2.2"
|
|
|
|
|
|
[[deps.IteratorInterfaceExtensions]]
|
|
|
git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
|
|
|
uuid = "82899510-4779-5014-852e-03e436cf321d"
|
|
|
version = "1.0.0"
|
|
|
|
|
|
[[deps.JLLWrappers]]
|
|
|
deps = ["Artifacts", "Preferences"]
|
|
|
git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca"
|
|
|
uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
|
|
|
version = "1.5.0"
|
|
|
|
|
|
[[deps.JSON]]
|
|
|
deps = ["Dates", "Mmap", "Parsers", "Unicode"]
|
|
|
git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
|
|
|
uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
|
|
|
version = "0.21.4"
|
|
|
|
|
|
[[deps.Juno]]
|
|
|
deps = ["Base64", "Logging", "Media", "Profile"]
|
|
|
git-tree-sha1 = "07cb43290a840908a771552911a6274bc6c072c7"
|
|
|
uuid = "e5e0dc1b-0480-54bc-9374-aad01c23163d"
|
|
|
version = "0.8.4"
|
|
|
|
|
|
[[deps.KernelAbstractions]]
|
|
|
deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "Requires", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
|
|
|
git-tree-sha1 = "0fac59881e91c7233a9b0d47f4b7d9432e534f0f"
|
|
|
uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
|
|
|
version = "0.9.23"
|
|
|
|
|
|
[deps.KernelAbstractions.extensions]
|
|
|
EnzymeExt = "EnzymeCore"
|
|
|
|
|
|
[deps.KernelAbstractions.weakdeps]
|
|
|
EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869"
|
|
|
|
|
|
[[deps.LLVM]]
|
|
|
deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
|
|
|
git-tree-sha1 = "f044a2796a9e18e0531b9b3072b0019a61f264bc"
|
|
|
uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
|
|
|
version = "4.17.1"
|
|
|
|
|
|
[[deps.LLVMExtra_jll]]
|
|
|
deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
|
|
|
git-tree-sha1 = "070e4b5b65827f82c16ae0916376cb47377aa1b5"
|
|
|
uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
|
|
|
version = "0.0.18+0"
|
|
|
|
|
|
[[deps.LazyArtifacts]]
|
|
|
deps = ["Artifacts", "Pkg"]
|
|
|
uuid = "4af54fe1-eca0-43a8-85a7-787d91b784e3"
|
|
|
|
|
|
[[deps.LibCURL]]
|
|
|
deps = ["LibCURL_jll", "MozillaCACerts_jll"]
|
|
|
uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
|
|
|
version = "0.6.4"
|
|
|
|
|
|
[[deps.LibCURL_jll]]
|
|
|
deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
|
|
|
uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
|
|
|
version = "8.4.0+0"
|
|
|
|
|
|
[[deps.LibGit2]]
|
|
|
deps = ["Base64", "NetworkOptions", "Printf", "SHA"]
|
|
|
uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
|
|
|
|
|
|
[[deps.LibSSH2_jll]]
|
|
|
deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
|
|
|
uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
|
|
|
version = "1.11.0+1"
|
|
|
|
|
|
[[deps.Libdl]]
|
|
|
uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
|
|
|
|
|
|
[[deps.LinearAlgebra]]
|
|
|
deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
|
|
|
uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
|
|
|
|
|
|
[[deps.LogExpFunctions]]
|
|
|
deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
|
|
|
git-tree-sha1 = "a2d09619db4e765091ee5c6ffe8872849de0feea"
|
|
|
uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
|
|
|
version = "0.3.28"
|
|
|
|
|
|
[deps.LogExpFunctions.extensions]
|
|
|
LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
|
|
|
LogExpFunctionsChangesOfVariablesExt = "ChangesOfVariables"
|
|
|
LogExpFunctionsInverseFunctionsExt = "InverseFunctions"
|
|
|
|
|
|
[deps.LogExpFunctions.weakdeps]
|
|
|
ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
|
|
|
ChangesOfVariables = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
|
|
|
InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"
|
|
|
|
|
|
[[deps.Logging]]
|
|
|
uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
|
|
|
|
|
|
[[deps.MIMEs]]
|
|
|
git-tree-sha1 = "65f28ad4b594aebe22157d6fac869786a255b7eb"
|
|
|
uuid = "6c6e2e6c-3030-632d-7369-2d6c69616d65"
|
|
|
version = "0.1.4"
|
|
|
|
|
|
[[deps.MacroTools]]
|
|
|
deps = ["Markdown", "Random"]
|
|
|
git-tree-sha1 = "2fa9ee3e63fd3a4f7a9a4f4744a52f4856de82df"
|
|
|
uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
|
|
|
version = "0.5.13"
|
|
|
|
|
|
[[deps.Markdown]]
|
|
|
deps = ["Base64"]
|
|
|
uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
|
|
|
|
|
|
[[deps.MbedTLS_jll]]
|
|
|
deps = ["Artifacts", "Libdl"]
|
|
|
uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
|
|
|
version = "2.28.2+0"
|
|
|
|
|
|
[[deps.Media]]
|
|
|
deps = ["MacroTools", "Test"]
|
|
|
git-tree-sha1 = "75a54abd10709c01f1b86b84ec225d26e840ed58"
|
|
|
uuid = "e89f7d12-3494-54d1-8411-f7d8b9ae1f27"
|
|
|
version = "0.5.0"
|
|
|
|
|
|
[[deps.Missings]]
|
|
|
deps = ["DataAPI"]
|
|
|
git-tree-sha1 = "ec4f7fbeab05d7747bdf98eb74d130a2a2ed298d"
|
|
|
uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
|
|
|
version = "1.2.0"
|
|
|
|
|
|
[[deps.Mmap]]
|
|
|
uuid = "a63ad114-7e13-5084-954f-fe012c677804"
|
|
|
|
|
|
[[deps.MozillaCACerts_jll]]
|
|
|
uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
|
|
|
version = "2022.10.11"
|
|
|
|
|
|
[[deps.NNlib]]
|
|
|
deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
|
|
|
git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd"
|
|
|
uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
|
|
|
version = "0.8.21"
|
|
|
|
|
|
[deps.NNlib.extensions]
|
|
|
NNlibAMDGPUExt = "AMDGPU"
|
|
|
|
|
|
[deps.NNlib.weakdeps]
|
|
|
AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e"
|
|
|
|
|
|
[[deps.NNlibCUDA]]
|
|
|
deps = ["Adapt", "CUDA", "LinearAlgebra", "NNlib", "Random", "Statistics"]
|
|
|
git-tree-sha1 = "b05a082b08a3af0e5c576883bc6dfb6513e7e478"
|
|
|
uuid = "a00861dc-f156-4864-bf3c-e6376f28a68d"
|
|
|
version = "0.2.6"
|
|
|
|
|
|
[[deps.NaNMath]]
|
|
|
deps = ["OpenLibm_jll"]
|
|
|
git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
|
|
|
uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
|
|
|
version = "1.0.2"
|
|
|
|
|
|
[[deps.NetworkOptions]]
|
|
|
uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
|
|
|
version = "1.2.0"
|
|
|
|
|
|
[[deps.OpenBLAS_jll]]
|
|
|
deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
|
|
|
uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
|
|
|
version = "0.3.21+4"
|
|
|
|
|
|
[[deps.OpenLibm_jll]]
|
|
|
deps = ["Artifacts", "Libdl"]
|
|
|
uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
|
|
|
version = "0.8.1+0"
|
|
|
|
|
|
[[deps.OpenSpecFun_jll]]
|
|
|
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
|
|
|
git-tree-sha1 = "13652491f6856acfd2db29360e1bbcd4565d04f1"
|
|
|
uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
|
|
|
version = "0.5.5+0"
|
|
|
|
|
|
[[deps.OrderedCollections]]
|
|
|
git-tree-sha1 = "dfdf5519f235516220579f949664f1bf44e741c5"
|
|
|
uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
|
|
|
version = "1.6.3"
|
|
|
|
|
|
[[deps.Parsers]]
|
|
|
deps = ["Dates", "PrecompileTools", "UUIDs"]
|
|
|
git-tree-sha1 = "8489905bcdbcfac64d1daa51ca07c0d8f0283821"
|
|
|
uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
|
|
|
version = "2.8.1"
|
|
|
|
|
|
[[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 = "1.9.2"
|
|
|
|
|
|
[[deps.PlutoUI]]
|
|
|
deps = ["AbstractPlutoDingetjes", "Base64", "ColorTypes", "Dates", "FixedPointNumbers", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "MIMEs", "Markdown", "Random", "Reexport", "URIs", "UUIDs"]
|
|
|
git-tree-sha1 = "ab55ee1510ad2af0ff674dbcced5e94921f867a9"
|
|
|
uuid = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
|
|
|
version = "0.7.59"
|
|
|
|
|
|
[[deps.PrecompileTools]]
|
|
|
deps = ["Preferences"]
|
|
|
git-tree-sha1 = "5aa36f7049a63a1528fe8f7c3f2113413ffd4e1f"
|
|
|
uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
|
|
|
version = "1.2.1"
|
|
|
|
|
|
[[deps.Preferences]]
|
|
|
deps = ["TOML"]
|
|
|
git-tree-sha1 = "9306f6085165d270f7e3db02af26a400d580f5c6"
|
|
|
uuid = "21216c6a-2e73-6563-6e65-726566657250"
|
|
|
version = "1.4.3"
|
|
|
|
|
|
[[deps.Printf]]
|
|
|
deps = ["Unicode"]
|
|
|
uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
|
|
|
|
|
|
[[deps.Profile]]
|
|
|
deps = ["Printf"]
|
|
|
uuid = "9abbd945-dff8-562f-b5e8-e1ebf5ef1b79"
|
|
|
|
|
|
[[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 = "4743b43e5a9c4a2ede372de7061eed81795b12e7"
|
|
|
uuid = "74087812-796a-5b5d-8853-05524746bad3"
|
|
|
version = "1.7.0"
|
|
|
|
|
|
[[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.Serialization]]
|
|
|
uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
|
|
|
|
|
|
[[deps.SharedArrays]]
|
|
|
deps = ["Distributed", "Mmap", "Random", "Serialization"]
|
|
|
uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383"
|
|
|
|
|
|
[[deps.Sockets]]
|
|
|
uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
|
|
|
|
|
|
[[deps.SortingAlgorithms]]
|
|
|
deps = ["DataStructures"]
|
|
|
git-tree-sha1 = "66e0a8e672a0bdfca2c3f5937efb8538b9ddc085"
|
|
|
uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
|
|
|
version = "1.2.1"
|
|
|
|
|
|
[[deps.SparseArrays]]
|
|
|
deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
|
|
|
uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
|
|
|
|
|
|
[[deps.SparseInverseSubset]]
|
|
|
deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
|
|
|
git-tree-sha1 = "52962839426b75b3021296f7df242e40ecfc0852"
|
|
|
uuid = "dc90abb0-5640-4711-901d-7e5b23a2fada"
|
|
|
version = "0.1.2"
|
|
|
|
|
|
[[deps.SpecialFunctions]]
|
|
|
deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
|
|
|
git-tree-sha1 = "2f5d4697f21388cbe1ff299430dd169ef97d7e14"
|
|
|
uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
|
|
|
version = "2.4.0"
|
|
|
weakdeps = ["ChainRulesCore"]
|
|
|
|
|
|
[deps.SpecialFunctions.extensions]
|
|
|
SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"
|
|
|
|
|
|
[[deps.Static]]
|
|
|
deps = ["IfElse"]
|
|
|
git-tree-sha1 = "5d2c08cef80c7a3a8ba9ca023031a85c263012c5"
|
|
|
uuid = "aedffcd0-7271-4cad-89d0-dc628f76c6d3"
|
|
|
version = "0.6.6"
|
|
|
|
|
|
[[deps.StaticArrays]]
|
|
|
deps = ["LinearAlgebra", "PrecompileTools", "Random", "StaticArraysCore"]
|
|
|
git-tree-sha1 = "eeafab08ae20c62c44c8399ccb9354a04b80db50"
|
|
|
uuid = "90137ffa-7385-5640-81b9-e52037218182"
|
|
|
version = "1.9.7"
|
|
|
weakdeps = ["ChainRulesCore", "Statistics"]
|
|
|
|
|
|
[deps.StaticArrays.extensions]
|
|
|
StaticArraysChainRulesCoreExt = "ChainRulesCore"
|
|
|
StaticArraysStatisticsExt = "Statistics"
|
|
|
|
|
|
[[deps.StaticArraysCore]]
|
|
|
git-tree-sha1 = "192954ef1208c7019899fbf8049e717f92959682"
|
|
|
uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
|
|
|
version = "1.4.3"
|
|
|
|
|
|
[[deps.Statistics]]
|
|
|
deps = ["LinearAlgebra", "SparseArrays"]
|
|
|
uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
|
|
|
version = "1.9.0"
|
|
|
|
|
|
[[deps.StatsAPI]]
|
|
|
deps = ["LinearAlgebra"]
|
|
|
git-tree-sha1 = "1ff449ad350c9c4cbc756624d6f8a8c3ef56d3ed"
|
|
|
uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
|
|
|
version = "1.7.0"
|
|
|
|
|
|
[[deps.StatsBase]]
|
|
|
deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
|
|
|
git-tree-sha1 = "d1bf48bfcc554a3761a133fe3a9bb01488e06916"
|
|
|
uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
|
|
|
version = "0.33.21"
|
|
|
|
|
|
[[deps.StructArrays]]
|
|
|
deps = ["ConstructionBase", "DataAPI", "Tables"]
|
|
|
git-tree-sha1 = "f4dc295e983502292c4c3f951dbb4e985e35b3be"
|
|
|
uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
|
|
|
version = "0.6.18"
|
|
|
weakdeps = ["Adapt", "GPUArraysCore", "SparseArrays", "StaticArrays"]
|
|
|
|
|
|
[deps.StructArrays.extensions]
|
|
|
StructArraysAdaptExt = "Adapt"
|
|
|
StructArraysGPUArraysCoreExt = "GPUArraysCore"
|
|
|
StructArraysSparseArraysExt = "SparseArrays"
|
|
|
StructArraysStaticArraysExt = "StaticArrays"
|
|
|
|
|
|
[[deps.SuiteSparse]]
|
|
|
deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
|
|
|
uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
|
|
|
|
|
|
[[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", "OrderedCollections", "TableTraits"]
|
|
|
git-tree-sha1 = "598cd7c1f68d1e205689b1c2fe65a9f85846f297"
|
|
|
uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
|
|
|
version = "1.12.0"
|
|
|
|
|
|
[[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 = "5a13ae8a41237cff5ecf34f73eb1b8f42fff6531"
|
|
|
uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f"
|
|
|
version = "0.5.24"
|
|
|
|
|
|
[[deps.TranscodingStreams]]
|
|
|
git-tree-sha1 = "96612ac5365777520c3c5396314c8cf7408f436a"
|
|
|
uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
|
|
|
version = "0.11.1"
|
|
|
weakdeps = ["Random", "Test"]
|
|
|
|
|
|
[deps.TranscodingStreams.extensions]
|
|
|
TestExt = ["Test", "Random"]
|
|
|
|
|
|
[[deps.Tricks]]
|
|
|
git-tree-sha1 = "7822b97e99a1672bfb1b49b668a6d46d58d8cbcb"
|
|
|
uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
|
|
|
version = "0.1.9"
|
|
|
|
|
|
[[deps.URIs]]
|
|
|
git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b"
|
|
|
uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
|
|
|
version = "1.5.1"
|
|
|
|
|
|
[[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 = "ead6292c02aab389cb29fe64cc9375765ab1e219"
|
|
|
uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
|
|
|
version = "0.1.1"
|
|
|
|
|
|
[[deps.ZipFile]]
|
|
|
deps = ["Libdl", "Printf", "Zlib_jll"]
|
|
|
git-tree-sha1 = "3593e69e469d2111389a9bd06bac1f3d730ac6de"
|
|
|
uuid = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea"
|
|
|
version = "0.9.4"
|
|
|
|
|
|
[[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 = "19c586905e78a26f7e4e97f81716057bd6b1bc54"
|
|
|
uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
|
|
|
version = "0.6.70"
|
|
|
|
|
|
[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 = "27798139afc0a2afa7b1824c206d5e87ea587a00"
|
|
|
uuid = "700de1a5-db45-46bc-99cf-38207098b444"
|
|
|
version = "0.2.5"
|
|
|
|
|
|
[[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 = "1.52.0+1"
|
|
|
|
|
|
[[deps.p7zip_jll]]
|
|
|
deps = ["Artifacts", "Libdl"]
|
|
|
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
|
|
|
version = "17.4.0+0"
|
|
|
"""
|
|
|
|
|
|
# ╔═╡ Cell order:
|
|
|
# ╟─7d6afccb-c45e-4371-827a-43d588d4945f
|
|
|
# ╠═cc16838c-3b25-11ec-2489-11c3d35f26f4
|
|
|
# ╟─a810a371-d2e4-4d4f-9cf6-1b98582c4b0f
|
|
|
# ╠═2e59f530-aeb0-4ce1-9312-e81a66520181
|
|
|
# ╠═c57e9967-75e8-47d2-836e-f28159dc6592
|
|
|
# ╟─4153bfd6-2ec6-4025-93ba-8e6e061809e8
|
|
|
# ╟─bbc7e4b0-5edb-4e5d-9512-1aaeae1bb4ec
|
|
|
# ╠═3f14b399-cae8-433a-8729-fc91c9b0bee9
|
|
|
# ╠═2c9346eb-048d-4667-b22b-583b814ae1a3
|
|
|
# ╠═89dabcc8-7f4e-4df4-8445-eae9f50ebfea
|
|
|
# ╠═6f3649c1-2ade-437d-81cb-d9f46306d1e0
|
|
|
# ╠═7dfc61a9-569a-4e97-a292-4c2b15a78e3a
|
|
|
# ╟─a305c33f-3388-4120-b036-3093c3ed6aa3
|
|
|
# ╠═458bb826-4eaf-42ca-b889-4d1c50a2ecae
|
|
|
# ╠═0d375c34-3226-40b6-adaf-2f531c00d3ac
|
|
|
# ╠═15d5ce62-135d-493e-abad-3ec1f99bfd3b
|
|
|
# ╠═e79e4ecf-caec-4c1a-9626-0c1a8b5006ce
|
|
|
# ╟─0ac4ac61-0ca2-4ed6-8855-85c9d1939afa
|
|
|
# ╠═7102c12c-581b-4204-9986-741889cb03f6
|
|
|
# ╠═283bdd91-d742-4f4b-a19b-2756ac01ce2c
|
|
|
# ╠═8a3f9518-ae0a-46f3-b37d-1017ce99c70d
|
|
|
# ╠═e4c8abfa-e96c-44b7-9858-af46adc1164a
|
|
|
# ╠═42be8352-7ecf-4da4-bff0-61e328144ed1
|
|
|
# ╟─e2135298-e280-40ac-a549-6a15f13b84ee
|
|
|
# ╠═95b9943b-8c13-4717-8239-2bae9f93ee63
|
|
|
# ╠═5a2dab62-985c-4689-ab48-da04981d15a0
|
|
|
# ╠═43704f08-6f1a-47bb-87e3-483a529b1654
|
|
|
# ╠═2f0ff236-0dff-4cd8-bbb4-f1e81ecef308
|
|
|
# ╟─df771ced-e541-4bb2-b6a3-bb562bbaa89c
|
|
|
# ╠═6d9a71ea-b9d1-4efd-aa32-9053b96a66e1
|
|
|
# ╠═9941e984-e51b-4e64-8d16-13c8071363b0
|
|
|
# ╠═dd9f5f04-31e4-441e-9f5f-3019a30692d6
|
|
|
# ╟─00000000-0000-0000-0000-000000000001
|
|
|
# ╟─00000000-0000-0000-0000-000000000002
|