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1345 lines
47 KiB
Julia
1345 lines
47 KiB
Julia
### A Pluto.jl notebook ###
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# v0.17.0
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using Markdown
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using InteractiveUtils
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# ╔═╡ 2f3c99fc-3c06-11ec-2eaf-ad9208fede3f
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using Symbolics,Flux,ForwardDiff,DiffEqFlux,PlutoUI,ZygoteRules
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# ╔═╡ cb0355a2-b224-4f62-9588-a2b797b6d224
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f = Chain(x -> fill(x, 3), Dense(3, 3, softplus))
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# ╔═╡ f3e9ba85-9eba-4b7d-aa60-cc5d9887bcbd
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df(x) = ForwardDiff.derivative(f, x)
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# ╔═╡ 8a8e8fe1-ff46-4a31-b83a-4c53045a0009
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x = rand()
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# ╔═╡ b9ecb812-bff1-4a9d-942d-34d723a96a16
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f(x) #Works
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# ╔═╡ 3ca26bac-1506-4a19-8a4c-8851bcc635c3
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df(x) #Works
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# ╔═╡ 86d3fd16-7a0b-4d35-b916-a033c1f0da54
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g = gradient(() -> sum(df(x)), Flux.params(f))
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# ╔═╡ f1db1660-2e40-4665-b8a3-97e1f6713c5a
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with_terminal() do
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for a in g
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println(a)
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end
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end
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# ╔═╡ 04e0b40c-5dd7-4bf5-93df-7119ede88109
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begin
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# ForwardDiff integration
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ZygoteRules.@adjoint function ForwardDiff.Dual{T}(x, ẋ::Tuple) where T
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@assert length(ẋ) == 1
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ForwardDiff.Dual{T}(x, ẋ), ḋ -> (ḋ.partials[1], (ḋ.value,))
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end
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ZygoteRules.@adjoint ZygoteRules.literal_getproperty(d::ForwardDiff.Dual{T}, ::Val{:partials}) where T =
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d.partials, ṗ -> (ForwardDiff.Dual{T}(ṗ[1], 0),)
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ZygoteRules.@adjoint ZygoteRules.literal_getproperty(d::ForwardDiff.Dual{T}, ::Val{:value}) where T =
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d.value, ẋ -> (ForwardDiff.Dual{T}(0, ẋ),)
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end
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# ╔═╡ 00000000-0000-0000-0000-000000000001
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PLUTO_PROJECT_TOML_CONTENTS = """
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[deps]
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DiffEqFlux = "aae7a2af-3d4f-5e19-a356-7da93b79d9d0"
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Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
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ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
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PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
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Symbolics = "0c5d862f-8b57-4792-8d23-62f2024744c7"
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ZygoteRules = "700de1a5-db45-46bc-99cf-38207098b444"
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[compat]
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DiffEqFlux = "~1.44.0"
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Flux = "~0.12.8"
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ForwardDiff = "~0.10.21"
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PlutoUI = "~0.7.17"
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Symbolics = "~3.5.1"
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ZygoteRules = "~0.2.2"
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"""
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# ╔═╡ 00000000-0000-0000-0000-000000000002
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PLUTO_MANIFEST_TOML_CONTENTS = """
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# This file is machine-generated - editing it directly is not advised
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[[AbstractFFTs]]
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deps = ["LinearAlgebra"]
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git-tree-sha1 = "485ee0867925449198280d4af84bdb46a2a404d0"
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uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
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version = "1.0.1"
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[[AbstractTrees]]
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git-tree-sha1 = "03e0550477d86222521d254b741d470ba17ea0b5"
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uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
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version = "0.3.4"
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[[Adapt]]
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deps = ["LinearAlgebra"]
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git-tree-sha1 = "84918055d15b3114ede17ac6a7182f68870c16f7"
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uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
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version = "3.3.1"
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[[ArgTools]]
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uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
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[[ArnoldiMethod]]
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deps = ["LinearAlgebra", "Random", "StaticArrays"]
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git-tree-sha1 = "f87e559f87a45bece9c9ed97458d3afe98b1ebb9"
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uuid = "ec485272-7323-5ecc-a04f-4719b315124d"
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version = "0.1.0"
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[[ArrayInterface]]
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deps = ["Compat", "IfElse", "LinearAlgebra", "Requires", "SparseArrays", "Static"]
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git-tree-sha1 = "d9352737cef8525944bf9ef34392d756321cbd54"
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uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
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[[Artifacts]]
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[[AxisAlgorithms]]
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deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
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git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
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uuid = "13072b0f-2c55-5437-9ae7-d433b7a33950"
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version = "1.0.1"
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[[BFloat16s]]
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deps = ["LinearAlgebra", "Printf", "Random", "Test"]
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git-tree-sha1 = "a598ecb0d717092b5539dbbe890c98bac842b072"
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uuid = "ab4f0b2a-ad5b-11e8-123f-65d77653426b"
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version = "0.2.0"
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[[Base64]]
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uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
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[[Bijections]]
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git-tree-sha1 = "705e7822597b432ebe152baa844b49f8026df090"
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uuid = "e2ed5e7c-b2de-5872-ae92-c73ca462fb04"
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version = "0.1.3"
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[[BitTwiddlingConvenienceFunctions]]
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deps = ["Static"]
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git-tree-sha1 = "bc1317f71de8dce26ea67fcdf7eccc0d0693b75b"
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uuid = "62783981-4cbd-42fc-bca8-16325de8dc4b"
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version = "0.1.1"
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[[CEnum]]
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git-tree-sha1 = "215a9aa4a1f23fbd05b92769fdd62559488d70e9"
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uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
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version = "0.4.1"
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[[CPUSummary]]
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deps = ["Hwloc", "IfElse", "Static"]
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git-tree-sha1 = "87b0c9c6ee0124d6c1f4ce8cb035dcaf9f90b803"
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uuid = "2a0fbf3d-bb9c-48f3-b0a9-814d99fd7ab9"
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version = "0.1.6"
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[[CUDA]]
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deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "TimerOutputs"]
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git-tree-sha1 = "2c8329f16addffd09e6ca84c556e2185a4933c64"
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uuid = "052768ef-5323-5732-b1bb-66c8b64840ba"
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version = "3.5.0"
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[[Cassette]]
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git-tree-sha1 = "6ce3cd755d4130d43bab24ea5181e77b89b51839"
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uuid = "7057c7e9-c182-5462-911a-8362d720325c"
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version = "0.3.9"
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[[ChainRules]]
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deps = ["ChainRulesCore", "Compat", "LinearAlgebra", "Random", "RealDot", "Statistics"]
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git-tree-sha1 = "035ef8a5382a614b2d8e3091b6fdbb1c2b050e11"
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uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
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version = "1.12.1"
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[[ChainRulesCore]]
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deps = ["Compat", "LinearAlgebra", "SparseArrays"]
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git-tree-sha1 = "3533f5a691e60601fe60c90d8bc47a27aa2907ec"
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uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
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version = "1.11.0"
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[[CloseOpenIntervals]]
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deps = ["ArrayInterface", "Static"]
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git-tree-sha1 = "7b8f09d58294dc8aa13d91a8544b37c8a1dcbc06"
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uuid = "fb6a15b2-703c-40df-9091-08a04967cfa9"
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version = "0.1.4"
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[[CodecZlib]]
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deps = ["TranscodingStreams", "Zlib_jll"]
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git-tree-sha1 = "ded953804d019afa9a3f98981d99b33e3db7b6da"
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uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
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version = "0.7.0"
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[[ColorTypes]]
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deps = ["FixedPointNumbers", "Random"]
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git-tree-sha1 = "024fe24d83e4a5bf5fc80501a314ce0d1aa35597"
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uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
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version = "0.11.0"
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[[Colors]]
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deps = ["ColorTypes", "FixedPointNumbers", "Reexport"]
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git-tree-sha1 = "417b0ed7b8b838aa6ca0a87aadf1bb9eb111ce40"
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uuid = "5ae59095-9a9b-59fe-a467-6f913c188581"
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version = "0.12.8"
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[[Combinatorics]]
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git-tree-sha1 = "08c8b6831dc00bfea825826be0bc8336fc369860"
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uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
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version = "1.0.2"
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[[CommonSolve]]
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git-tree-sha1 = "68a0743f578349ada8bc911a5cbd5a2ef6ed6d1f"
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uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
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version = "0.2.0"
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[[CommonSubexpressions]]
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deps = ["MacroTools", "Test"]
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git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7"
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uuid = "bbf7d656-a473-5ed7-a52c-81e309532950"
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version = "0.3.0"
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[[Compat]]
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deps = ["Base64", "Dates", "DelimitedFiles", "Distributed", "InteractiveUtils", "LibGit2", "Libdl", "LinearAlgebra", "Markdown", "Mmap", "Pkg", "Printf", "REPL", "Random", "SHA", "Serialization", "SharedArrays", "Sockets", "SparseArrays", "Statistics", "Test", "UUIDs", "Unicode"]
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git-tree-sha1 = "dce3e3fea680869eaa0b774b2e8343e9ff442313"
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[[CompilerSupportLibraries_jll]]
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deps = ["Artifacts", "Libdl"]
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[[CompositeTypes]]
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git-tree-sha1 = "d5b014b216dc891e81fea299638e4c10c657b582"
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[[ConsoleProgressMonitor]]
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deps = ["Logging", "ProgressMeter"]
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git-tree-sha1 = "3ab7b2136722890b9af903859afcf457fa3059e8"
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[[ConstructionBase]]
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deps = ["LinearAlgebra"]
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git-tree-sha1 = "f74e9d5388b8620b4cee35d4c5a618dd4dc547f4"
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uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
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[[DEDataArrays]]
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deps = ["ArrayInterface", "DocStringExtensions", "LinearAlgebra", "RecursiveArrayTools", "SciMLBase", "StaticArrays"]
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git-tree-sha1 = "31186e61936fbbccb41d809ad4338c9f7addf7ae"
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[[DataAPI]]
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git-tree-sha1 = "cc70b17275652eb47bc9e5f81635981f13cea5c8"
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[[DataInterpolations]]
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deps = ["ChainRulesCore", "LinearAlgebra", "Optim", "RecipesBase", "RecursiveArrayTools", "Reexport"]
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git-tree-sha1 = "49d26642f5471bded706f7804bc95e5329917c86"
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version = "3.6.1"
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[[DataStructures]]
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deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
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version = "0.18.10"
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[[DataValueInterfaces]]
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git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
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uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
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version = "1.0.0"
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[[Dates]]
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deps = ["Printf"]
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uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
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[[DelimitedFiles]]
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deps = ["Mmap"]
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uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab"
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[[DiffEqBase]]
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deps = ["ArrayInterface", "ChainRulesCore", "DEDataArrays", "DataStructures", "Distributions", "DocStringExtensions", "FastBroadcast", "ForwardDiff", "FunctionWrappers", "IterativeSolvers", "LabelledArrays", "LinearAlgebra", "Logging", "MuladdMacro", "NonlinearSolve", "Parameters", "PreallocationTools", "Printf", "RecursiveArrayTools", "RecursiveFactorization", "Reexport", "Requires", "SciMLBase", "Setfield", "SparseArrays", "StaticArrays", "Statistics", "SuiteSparse", "ZygoteRules"]
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git-tree-sha1 = "d6553d26ecdda5ed362743e1e095a8ada11b0372"
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[[DiffEqCallbacks]]
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git-tree-sha1 = "35bc7f8be9dd2155336fe999b11a8f5e44c0d602"
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uuid = "459566f4-90b8-5000-8ac3-15dfb0a30def"
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version = "2.17.0"
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[[DiffEqFlux]]
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deps = ["Adapt", "Cassette", "ConsoleProgressMonitor", "DataInterpolations", "DiffEqBase", "DiffEqSensitivity", "DiffResults", "Distributions", "DistributionsAD", "Flux", "ForwardDiff", "GalacticOptim", "LinearAlgebra", "Logging", "LoggingExtras", "Optim", "Printf", "ProgressLogging", "Random", "RecursiveArrayTools", "Reexport", "Requires", "SciMLBase", "StaticArrays", "TerminalLoggers", "Zygote", "ZygoteRules"]
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git-tree-sha1 = "50b2970232fd7a0d3f995c641e1fe332cdbc13f2"
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uuid = "aae7a2af-3d4f-5e19-a356-7da93b79d9d0"
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version = "1.44.0"
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[[DiffEqJump]]
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deps = ["ArrayInterface", "Compat", "DataStructures", "DiffEqBase", "FunctionWrappers", "LightGraphs", "LinearAlgebra", "PoissonRandom", "Random", "RandomNumbers", "RecursiveArrayTools", "Reexport", "StaticArrays", "TreeViews", "UnPack"]
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git-tree-sha1 = "9f47b8ae1c6f2b172579ac50397f8314b460fcd9"
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uuid = "c894b116-72e5-5b58-be3c-e6d8d4ac2b12"
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version = "7.3.1"
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[[DiffEqNoiseProcess]]
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deps = ["DiffEqBase", "Distributions", "LinearAlgebra", "Optim", "PoissonRandom", "QuadGK", "Random", "Random123", "RandomNumbers", "RecipesBase", "RecursiveArrayTools", "Requires", "ResettableStacks", "SciMLBase", "StaticArrays", "Statistics"]
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git-tree-sha1 = "d6839a44a268c69ef0ed927b22a6f43c8a4c2e73"
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uuid = "77a26b50-5914-5dd7-bc55-306e6241c503"
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version = "5.9.0"
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[[DiffEqSensitivity]]
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deps = ["Adapt", "ArrayInterface", "Cassette", "ChainRulesCore", "DiffEqBase", "DiffEqCallbacks", "DiffEqNoiseProcess", "DiffRules", "Distributions", "Enzyme", "FFTW", "FiniteDiff", "ForwardDiff", "GlobalSensitivity", "LinearAlgebra", "OrdinaryDiffEq", "Parameters", "QuadGK", "QuasiMonteCarlo", "Random", "RandomNumbers", "RecursiveArrayTools", "Reexport", "Requires", "ReverseDiff", "SharedArrays", "Statistics", "StochasticDiffEq", "Tracker", "Zygote", "ZygoteRules"]
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git-tree-sha1 = "23524dd47636df5d355a2b8206b0092ef1649935"
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uuid = "41bf760c-e81c-5289-8e54-58b1f1f8abe2"
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version = "6.60.3"
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[[DiffResults]]
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deps = ["StaticArrays"]
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git-tree-sha1 = "c18e98cba888c6c25d1c3b048e4b3380ca956805"
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uuid = "163ba53b-c6d8-5494-b064-1a9d43ac40c5"
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version = "1.0.3"
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[[DiffRules]]
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deps = ["NaNMath", "Random", "SpecialFunctions"]
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git-tree-sha1 = "7220bc21c33e990c14f4a9a319b1d242ebc5b269"
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uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
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version = "1.3.1"
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[[Distances]]
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deps = ["LinearAlgebra", "Statistics", "StatsAPI"]
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git-tree-sha1 = "837c83e5574582e07662bbbba733964ff7c26b9d"
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uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
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version = "0.10.6"
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[[Distributed]]
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deps = ["Random", "Serialization", "Sockets"]
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uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
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[[Distributions]]
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deps = ["ChainRulesCore", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns"]
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|
git-tree-sha1 = "d249ebaa67716b39f91cf6052daf073634013c0f"
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deps = ["ChainRulesCore", "DiffResults", "DiffRules", "ForwardDiff", "FunctionWrappers", "LinearAlgebra", "MacroTools", "NaNMath", "Random", "SpecialFunctions", "StaticArrays", "Statistics"]
|
|
git-tree-sha1 = "14b09b7d28378e6e8be334edc0ade781b5c65e85"
|
|
uuid = "37e2e3b7-166d-5795-8a7a-e32c996b4267"
|
|
version = "1.10.0"
|
|
|
|
[[Rmath]]
|
|
deps = ["Random", "Rmath_jll"]
|
|
git-tree-sha1 = "bf3188feca147ce108c76ad82c2792c57abe7b1f"
|
|
uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
|
|
version = "0.7.0"
|
|
|
|
[[Rmath_jll]]
|
|
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
|
|
git-tree-sha1 = "68db32dff12bb6127bac73c209881191bf0efbb7"
|
|
uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
|
|
version = "0.3.0+0"
|
|
|
|
[[RuntimeGeneratedFunctions]]
|
|
deps = ["ExprTools", "SHA", "Serialization"]
|
|
git-tree-sha1 = "cdc1e4278e91a6ad530770ebb327f9ed83cf10c4"
|
|
uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
|
|
version = "0.5.3"
|
|
|
|
[[SHA]]
|
|
uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
|
|
|
|
[[SIMDDualNumbers]]
|
|
deps = ["ForwardDiff", "IfElse", "SLEEFPirates", "VectorizationBase"]
|
|
git-tree-sha1 = "62c2da6eb66de8bb88081d20528647140d4daa0e"
|
|
uuid = "3cdde19b-5bb0-4aaf-8931-af3e248e098b"
|
|
version = "0.1.0"
|
|
|
|
[[SIMDTypes]]
|
|
git-tree-sha1 = "330289636fb8107c5f32088d2741e9fd7a061a5c"
|
|
uuid = "94e857df-77ce-4151-89e5-788b33177be4"
|
|
version = "0.1.0"
|
|
|
|
[[SLEEFPirates]]
|
|
deps = ["IfElse", "Static", "VectorizationBase"]
|
|
git-tree-sha1 = "1410aad1c6b35862573c01b96cd1f6dbe3979994"
|
|
uuid = "476501e8-09a2-5ece-8869-fb82de89a1fa"
|
|
version = "0.6.28"
|
|
|
|
[[SciMLBase]]
|
|
deps = ["ArrayInterface", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "RecipesBase", "RecursiveArrayTools", "StaticArrays", "Statistics", "Tables", "TreeViews"]
|
|
git-tree-sha1 = "567649518305fbb89e5e6df672526f38393728ff"
|
|
uuid = "0bca4576-84f4-4d90-8ffe-ffa030f20462"
|
|
version = "1.19.3"
|
|
|
|
[[Serialization]]
|
|
uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
|
|
|
|
[[Setfield]]
|
|
deps = ["ConstructionBase", "Future", "MacroTools", "Requires"]
|
|
git-tree-sha1 = "def0718ddbabeb5476e51e5a43609bee889f285d"
|
|
uuid = "efcf1570-3423-57d1-acb7-fd33fddbac46"
|
|
version = "0.8.0"
|
|
|
|
[[SharedArrays]]
|
|
deps = ["Distributed", "Mmap", "Random", "Serialization"]
|
|
uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383"
|
|
|
|
[[SimpleTraits]]
|
|
deps = ["InteractiveUtils", "MacroTools"]
|
|
git-tree-sha1 = "5d7e3f4e11935503d3ecaf7186eac40602e7d231"
|
|
uuid = "699a6c99-e7fa-54fc-8d76-47d257e15c1d"
|
|
version = "0.9.4"
|
|
|
|
[[Sobol]]
|
|
deps = ["DelimitedFiles", "Random"]
|
|
git-tree-sha1 = "5a74ac22a9daef23705f010f72c81d6925b19df8"
|
|
uuid = "ed01d8cd-4d21-5b2a-85b4-cc3bdc58bad4"
|
|
version = "1.5.0"
|
|
|
|
[[Sockets]]
|
|
uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
|
|
|
|
[[SortingAlgorithms]]
|
|
deps = ["DataStructures"]
|
|
git-tree-sha1 = "b3363d7460f7d098ca0912c69b082f75625d7508"
|
|
uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
|
|
version = "1.0.1"
|
|
|
|
[[SparseArrays]]
|
|
deps = ["LinearAlgebra", "Random"]
|
|
uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
|
|
|
|
[[SparseDiffTools]]
|
|
deps = ["Adapt", "ArrayInterface", "Compat", "DataStructures", "FiniteDiff", "ForwardDiff", "LightGraphs", "LinearAlgebra", "Requires", "SparseArrays", "StaticArrays", "VertexSafeGraphs"]
|
|
git-tree-sha1 = "999444c932d3bd32e7cb5a349e219bec9cfa2bd5"
|
|
uuid = "47a9eef4-7e08-11e9-0b38-333d64bd3804"
|
|
version = "1.17.1"
|
|
|
|
[[SpecialFunctions]]
|
|
deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
|
|
git-tree-sha1 = "f0bccf98e16759818ffc5d97ac3ebf87eb950150"
|
|
uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
|
|
version = "1.8.1"
|
|
|
|
[[StableRNGs]]
|
|
deps = ["Random", "Test"]
|
|
git-tree-sha1 = "3be7d49667040add7ee151fefaf1f8c04c8c8276"
|
|
uuid = "860ef19b-820b-49d6-a774-d7a799459cd3"
|
|
version = "1.0.0"
|
|
|
|
[[Static]]
|
|
deps = ["IfElse"]
|
|
git-tree-sha1 = "e7bc80dc93f50857a5d1e3c8121495852f407e6a"
|
|
uuid = "aedffcd0-7271-4cad-89d0-dc628f76c6d3"
|
|
version = "0.4.0"
|
|
|
|
[[StaticArrays]]
|
|
deps = ["LinearAlgebra", "Random", "Statistics"]
|
|
git-tree-sha1 = "3c76dde64d03699e074ac02eb2e8ba8254d428da"
|
|
uuid = "90137ffa-7385-5640-81b9-e52037218182"
|
|
version = "1.2.13"
|
|
|
|
[[Statistics]]
|
|
deps = ["LinearAlgebra", "SparseArrays"]
|
|
uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
|
|
|
|
[[StatsAPI]]
|
|
git-tree-sha1 = "1958272568dc176a1d881acb797beb909c785510"
|
|
uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
|
|
version = "1.0.0"
|
|
|
|
[[StatsBase]]
|
|
deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
|
|
git-tree-sha1 = "eb35dcc66558b2dda84079b9a1be17557d32091a"
|
|
uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
|
|
version = "0.33.12"
|
|
|
|
[[StatsFuns]]
|
|
deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
|
|
git-tree-sha1 = "95072ef1a22b057b1e80f73c2a89ad238ae4cfff"
|
|
uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
|
|
version = "0.9.12"
|
|
|
|
[[StochasticDiffEq]]
|
|
deps = ["Adapt", "ArrayInterface", "DataStructures", "DiffEqBase", "DiffEqJump", "DiffEqNoiseProcess", "DocStringExtensions", "FillArrays", "FiniteDiff", "ForwardDiff", "LinearAlgebra", "Logging", "MuladdMacro", "NLsolve", "OrdinaryDiffEq", "Random", "RandomNumbers", "RecursiveArrayTools", "Reexport", "SparseArrays", "SparseDiffTools", "StaticArrays", "UnPack"]
|
|
git-tree-sha1 = "45b59a5bd9665fe678c0372d7026321df28769d8"
|
|
uuid = "789caeaf-c7a9-5a7d-9973-96adeb23e2a0"
|
|
version = "6.40.0"
|
|
|
|
[[StrideArraysCore]]
|
|
deps = ["ArrayInterface", "CloseOpenIntervals", "IfElse", "LayoutPointers", "ManualMemory", "Requires", "SIMDTypes", "Static", "ThreadingUtilities"]
|
|
git-tree-sha1 = "f081c3c985849f4263fd0ed13e51feceed4ccc79"
|
|
uuid = "7792a7ef-975c-4747-a70f-980b88e8d1da"
|
|
version = "0.2.8"
|
|
|
|
[[StructIO]]
|
|
deps = ["Test"]
|
|
git-tree-sha1 = "010dc73c7146869c042b49adcdb6bf528c12e859"
|
|
uuid = "53d494c1-5632-5724-8f4c-31dff12d585f"
|
|
version = "0.3.0"
|
|
|
|
[[SuiteSparse]]
|
|
deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
|
|
uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
|
|
|
|
[[SymbolicUtils]]
|
|
deps = ["AbstractTrees", "Bijections", "ChainRulesCore", "Combinatorics", "ConstructionBase", "DataStructures", "DocStringExtensions", "DynamicPolynomials", "IfElse", "LabelledArrays", "LinearAlgebra", "MultivariatePolynomials", "NaNMath", "Setfield", "SparseArrays", "SpecialFunctions", "StaticArrays", "TermInterface", "TimerOutputs"]
|
|
git-tree-sha1 = "3bbb35b0316ddae1234199ae9393d9a7356abb57"
|
|
uuid = "d1185830-fcd6-423d-90d6-eec64667417b"
|
|
version = "0.17.0"
|
|
|
|
[[Symbolics]]
|
|
deps = ["ConstructionBase", "DiffRules", "Distributions", "DocStringExtensions", "DomainSets", "IfElse", "Latexify", "Libdl", "LinearAlgebra", "MacroTools", "NaNMath", "RecipesBase", "Reexport", "Requires", "RuntimeGeneratedFunctions", "SciMLBase", "Setfield", "SparseArrays", "SpecialFunctions", "StaticArrays", "SymbolicUtils", "TreeViews"]
|
|
git-tree-sha1 = "f7111115caa28991f3f019c572866af8abdbfae8"
|
|
uuid = "0c5d862f-8b57-4792-8d23-62f2024744c7"
|
|
version = "3.5.1"
|
|
|
|
[[TOML]]
|
|
deps = ["Dates"]
|
|
uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
|
|
|
|
[[TableTraits]]
|
|
deps = ["IteratorInterfaceExtensions"]
|
|
git-tree-sha1 = "c06b2f539df1c6efa794486abfb6ed2022561a39"
|
|
uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c"
|
|
version = "1.0.1"
|
|
|
|
[[Tables]]
|
|
deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "TableTraits", "Test"]
|
|
git-tree-sha1 = "fed34d0e71b91734bf0a7e10eb1bb05296ddbcd0"
|
|
uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
|
|
version = "1.6.0"
|
|
|
|
[[Tar]]
|
|
deps = ["ArgTools", "SHA"]
|
|
uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
|
|
|
|
[[TermInterface]]
|
|
git-tree-sha1 = "02a620218eaaa1c1914d228d0e75da122224a502"
|
|
uuid = "8ea1fca8-c5ef-4a55-8b96-4e9afe9c9a3c"
|
|
version = "0.1.8"
|
|
|
|
[[TerminalLoggers]]
|
|
deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
|
|
git-tree-sha1 = "d620a061cb2a56930b52bdf5cf908a5c4fa8e76a"
|
|
uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
|
|
version = "0.1.4"
|
|
|
|
[[Test]]
|
|
deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
|
|
uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
|
|
|
|
[[ThreadingUtilities]]
|
|
deps = ["ManualMemory"]
|
|
git-tree-sha1 = "03013c6ae7f1824131b2ae2fc1d49793b51e8394"
|
|
uuid = "8290d209-cae3-49c0-8002-c8c24d57dab5"
|
|
version = "0.4.6"
|
|
|
|
[[TimerOutputs]]
|
|
deps = ["ExprTools", "Printf"]
|
|
git-tree-sha1 = "7cb456f358e8f9d102a8b25e8dfedf58fa5689bc"
|
|
uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f"
|
|
version = "0.5.13"
|
|
|
|
[[Tracker]]
|
|
deps = ["Adapt", "DiffRules", "ForwardDiff", "LinearAlgebra", "MacroTools", "NNlib", "NaNMath", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
|
|
git-tree-sha1 = "bf4adf36062afc921f251af4db58f06235504eff"
|
|
uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
|
|
version = "0.2.16"
|
|
|
|
[[TranscodingStreams]]
|
|
deps = ["Random", "Test"]
|
|
git-tree-sha1 = "216b95ea110b5972db65aa90f88d8d89dcb8851c"
|
|
uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
|
|
version = "0.9.6"
|
|
|
|
[[Trapz]]
|
|
git-tree-sha1 = "79eb0ed763084a3e7de81fe1838379ac6a23b6a0"
|
|
uuid = "592b5752-818d-11e9-1e9a-2b8ca4a44cd1"
|
|
version = "2.0.3"
|
|
|
|
[[TreeViews]]
|
|
deps = ["Test"]
|
|
git-tree-sha1 = "8d0d7a3fe2f30d6a7f833a5f19f7c7a5b396eae6"
|
|
uuid = "a2a6695c-b41b-5b7d-aed9-dbfdeacea5d7"
|
|
version = "0.3.0"
|
|
|
|
[[TriangularSolve]]
|
|
deps = ["CloseOpenIntervals", "IfElse", "LayoutPointers", "LinearAlgebra", "LoopVectorization", "Polyester", "Static", "VectorizationBase"]
|
|
git-tree-sha1 = "ec9a310324dd2c546c07f33a599ded9c1d00a420"
|
|
uuid = "d5829a12-d9aa-46ab-831f-fb7c9ab06edf"
|
|
version = "0.1.8"
|
|
|
|
[[UUIDs]]
|
|
deps = ["Random", "SHA"]
|
|
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
|
|
|
|
[[UnPack]]
|
|
git-tree-sha1 = "387c1f73762231e86e0c9c5443ce3b4a0a9a0c2b"
|
|
uuid = "3a884ed6-31ef-47d7-9d2a-63182c4928ed"
|
|
version = "1.0.2"
|
|
|
|
[[Unicode]]
|
|
uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
|
|
|
|
[[VectorizationBase]]
|
|
deps = ["ArrayInterface", "CPUSummary", "HostCPUFeatures", "Hwloc", "IfElse", "LayoutPointers", "Libdl", "LinearAlgebra", "SIMDTypes", "Static"]
|
|
git-tree-sha1 = "46b37a324b0b66a5150c429aba080fcfc80cbc66"
|
|
uuid = "3d5dd08c-fd9d-11e8-17fa-ed2836048c2f"
|
|
version = "0.21.19"
|
|
|
|
[[VertexSafeGraphs]]
|
|
deps = ["LightGraphs"]
|
|
git-tree-sha1 = "b9b450c99a3ca1cc1c6836f560d8d887bcbe356e"
|
|
uuid = "19fa3120-7c27-5ec5-8db8-b0b0aa330d6f"
|
|
version = "0.1.2"
|
|
|
|
[[WoodburyMatrices]]
|
|
deps = ["LinearAlgebra", "SparseArrays"]
|
|
git-tree-sha1 = "de67fa59e33ad156a590055375a30b23c40299d3"
|
|
uuid = "efce3f68-66dc-5838-9240-27a6d6f5f9b6"
|
|
version = "0.5.5"
|
|
|
|
[[ZipFile]]
|
|
deps = ["Libdl", "Printf", "Zlib_jll"]
|
|
git-tree-sha1 = "3593e69e469d2111389a9bd06bac1f3d730ac6de"
|
|
uuid = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea"
|
|
version = "0.9.4"
|
|
|
|
[[Zlib_jll]]
|
|
deps = ["Libdl"]
|
|
uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
|
|
|
|
[[Zygote]]
|
|
deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "IRTools", "InteractiveUtils", "LinearAlgebra", "MacroTools", "NaNMath", "Random", "Requires", "SpecialFunctions", "Statistics", "ZygoteRules"]
|
|
git-tree-sha1 = "0fc9959bcabc4668c403810b4e851f6b8962eac9"
|
|
uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
|
|
version = "0.6.29"
|
|
|
|
[[ZygoteRules]]
|
|
deps = ["MacroTools"]
|
|
git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
|
|
uuid = "700de1a5-db45-46bc-99cf-38207098b444"
|
|
version = "0.2.2"
|
|
|
|
[[nghttp2_jll]]
|
|
deps = ["Artifacts", "Libdl"]
|
|
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
|
|
|
|
[[p7zip_jll]]
|
|
deps = ["Artifacts", "Libdl"]
|
|
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
|
|
"""
|
|
|
|
# ╔═╡ Cell order:
|
|
# ╠═2f3c99fc-3c06-11ec-2eaf-ad9208fede3f
|
|
# ╠═cb0355a2-b224-4f62-9588-a2b797b6d224
|
|
# ╠═f3e9ba85-9eba-4b7d-aa60-cc5d9887bcbd
|
|
# ╠═8a8e8fe1-ff46-4a31-b83a-4c53045a0009
|
|
# ╠═b9ecb812-bff1-4a9d-942d-34d723a96a16
|
|
# ╠═3ca26bac-1506-4a19-8a4c-8851bcc635c3
|
|
# ╠═86d3fd16-7a0b-4d35-b916-a033c1f0da54
|
|
# ╠═f1db1660-2e40-4665-b8a3-97e1f6713c5a
|
|
# ╠═04e0b40c-5dd7-4bf5-93df-7119ede88109
|
|
# ╟─00000000-0000-0000-0000-000000000001
|
|
# ╟─00000000-0000-0000-0000-000000000002
|