### A Pluto.jl notebook ### # v0.20.4 using Markdown using InteractiveUtils # This Pluto notebook uses @bind for interactivity. When running this notebook outside of Pluto, the following 'mock version' of @bind gives bound variables a default value (instead of an error). macro bind(def, element) #! format: off quote local iv = try Base.loaded_modules[Base.PkgId(Base.UUID("6e696c72-6542-2067-7265-42206c756150"), "AbstractPlutoDingetjes")].Bonds.initial_value catch; b -> missing; end local el = $(esc(element)) global $(esc(def)) = Core.applicable(Base.get, el) ? Base.get(el) : iv(el) el end #! format: on end # ╔═╡ 2e940612-c20e-11ee-32c7-f9bc3c387af9 begin using Parameters # @with_kw using Tullio # efficent einsum tensors via Tullio.jl using StatsBase # min, max, L2dist using CairoMakie # plotting using PlutoUI # using PlutoTeachingTools end # ╔═╡ 2de5529e-b585-4d7a-91c7-78f82aa43611 html""" """ # ╔═╡ 6b7eae7b-a5d3-4e90-849b-2496e4284cf6 # TableOfContents() # ╔═╡ 99ac0194-716f-4820-a854-cb36ec1d1a12 md""" # The Shimer and Smith (ECTA 2000) Model ## Environment 1. Fixed measure of workers indexed by $x \in \mathbb{X}$ 1. Fixed measure of firms indexed by $y \in \mathbb{Y}$ 1. production function $f(x,y)$ 1. Common ranking $f_x > 0, f_y > 0$ 1. Agents can make transfers if matched: the wage $w$. 1. Unemployed get $b(x)$. Vacancies cost $c(y)$ 1. Workers and firms are both forward looking, i.e. they care about the expected present value (EPV) ## Allocations 1. The mass of unemployed workers is $u(x)$ , $v(y)$ the mass of vacancies 2. The mass of matches is $h(x,y)$ . 3. The wage is $w(x,y)$ and $M(x,y)$ is the matching decision (yes/no) ## Matching Process * Unemployed find offers at rate $\lambda$ * vacancies find workers are rate $\mu$ * both can be endogenized with a matching function: * the number of matches is $N=m(U,V)$ * then $\lambda = \frac{N}{U}, \mu=\frac{N}{V}$ * a classic matching function is $m(u,v)=\alpha u^{0.5} v^{0.5}$ * matching is random: workers draw from $v(y)$, firms draw from $u(x)$ ## Matching Process: Timing 1. Production: matches produce output and pay wages 2. meeting: U and V meet 3. matching: newly matched pairs decide whether to start a partnership 4. separating: existing matches destroyed at rate $\delta$ ## match Surplus - Present Values * EPV of employed and unemployed are $W_1(x,y,w)$ and $W_0(x)$ * EPV of job and vacancy are $\Pi_1(x,y,w)$ and $\Pi_0(y)$ Surplus is defined as: $$S(x,y) := W_1(x,y,w) + \Pi_1(x,y,w) - W_0(x) - \Pi_0(y)$$ * Worker EPV: $rW_1(x,y,w) = w + \delta(W_0(x) -W_1(x,y,w))$ * Job EPV: $r\Pi_1(x,y,w) = f(x,y) -w + \delta(\Pi_0(y) -\Pi_1(x,y,w))$ ## Value of Surplus Some simple algebra gives us that: $$(r+\delta) S(x,y) = f(x,y) - rW_0(x) - r\Pi_0(y)$$ * Note that we don't need to know the wage to compute this! * Under TU, the matching decision is $M(x,y) = \mathbf{1}[S(x,y)\geq0]$ * Surplus can be non-monotonic because of option value! * Surplus inherits complementarity directly from $f$. """ # ╔═╡ 413968b0-bce7-47da-850d-2e494716eef1 md""" ## Wages and Division of Surplus * There an infinite number of ways to split the surplus * S-S assume: nash bargaining with $\alpha$ the worker's bargaining power. * then the optimal wage $w(x,y)$ solves $$(1-\alpha)\left(W_1(x,y,w) - W_0(y) \right) = \alpha\left(\Pi_1(x,y,w) - \Pi_0(y)\right)$$ * Therefore, upon meeting * worker gets $W_0(x) + \alpha(S(x,y)$ * firm gets $\Pi_0(x) + (1-\alpha)(S(x,y)$ ## EPV of unemployed and vacancy * EPV of the unemployed: $$rW_0(x) = (1+r)b(x) + \lambda \int \alpha M(x,y) S(x,y) \frac{v(y)}{V}dy$$ * EPV of a vacancy: $$r\Pi_0(x) = -(1+r)c(y) + \mu \int (1-\alpha) M(x,y) S(x,y) \frac{u(x)}{U}dx$$ * Matching Distribution $$\delta h(c,y) = \frac{\lambda}{V}M(x,y)u(x)v(y)$$ ## Equlibrium Given the primitives $f(x,y),c(y),b(x),r,\delta,\alpha, \lambda,\mu$, a stationary search equilibrium is defined by * EPVs: $S(x,y),W_0,W_1,\Pi_1,\Pi_0$ * Allocations: $h(x,y),u(x),v(y)$ * wage $w(x,y)$ and matching functions $M(x,y)$ such that * the EPVs solve the Bellman Equations * the wage is the Nash barginaing solution * the distributions satisfy stationarity and adding up propoerties. """ # ╔═╡ 0a3d5332-10cb-4d71-8b41-5055aef45a91 md""" # Numerical Implementation The equilibrium of Shimer and Smith can be solved by iterating on the Bellman equations of an unemployed worker $W_0$, of an unfilled vacancy $\Pi_0$ and the surplus function $S$. They all depend on each other and are given by: $(r+s)S(x,y) = f(x,y) -r W_0(x) - r \Pi_0(y)$ $r W_0(x) = b + \kappa \alpha \int \max \{ S(x,y') , 0\} v(y') dy'$ $r \Pi_0(y) = -c + \kappa (1-\alpha) \int \max \{ S(x',y) , 0\} u(x') dx'$ The equilibrium condition is that the in and out flows from and to the match distribution $h(x,y)$ equalize, i.e. that $h$ is stable, or, _in equilibrium_. $h(x,y)$ is given by $h(x,y) = (1-s) h(x,y) 1[S(x,y)\geq 0] + \kappa 1[S(x,y)\geq 0] u(x) v(y)$ Notice here that $S(x,y) \geq 0$ selects only viable matches (i.e. ones with non-negative surplus), and that $s$ is the exogenous separation rate. So, the next version of $h$ (on the LHS) will be the mass of matches $h(x,y)$ which are viable, and survived the separation shock ($(1-s) h(x,y) 1[S(x,y)\geq 0]$) plus all newly formed matches. The $\kappa$ in the worker value function is a reformulation of the full problem, which is $r W_0(x) = b + \lambda \alpha \int \max \{ S(x,y') , 0\} \frac{v(y')}{V} dy'$ where $V=\int v(x)dx$ is the mass of all vacancies. With the matching function $N=m(x,y)$ and defining $\lambda = \frac{N}{U}$ we get the above formulation by realizing that $\kappa = \frac{N}{UV}$. """ # ╔═╡ cdf7ff76-c77c-4650-af19-89f9965fa4c3 TODO(md""" 1. Define solution algorithm class 2. Rewrite equations in iteration form 3. Think about how to efficiently perform the integrations on the RHS or $W_0$ and $\Pi_0$. 4. Create a parameter struct to carry useful information 5. Solve. """, heading="Computational Strategy") # ╔═╡ 042f81b5-c587-48c3-8b56-58b5bcb10f8e md""" 1. Will solve by the 4 equation by value function iteration. Given current guesses for $W_0$ and $\Pi_0$, get a new $S$. Given a new $S$ get a new $W_0$ etc. Do this until changes from one version to the next become very small. Also check that $h$ converges. Let's update each equation slowly, i.e. let's take a convex combination of new and old values. 2. That easy: $S(x,y) = \frac{f(x,y) -r W_0(x) - r \Pi_0(y)}{(r+s)}$ $W_0(x) = \frac{b + \kappa \alpha \int \max \{ S(x,y') , 0\} v(y') dy'}{r}$ $\Pi_0(y) = \frac{-c + \kappa (1-\alpha) \int \max \{ S(x',y) , 0\} u(x') dx'}{r}s$ 3. We will discretiz the model, such that integrations like $\int \max \{ S(x,y') , 0\} v(y') dy'$ can be approximated with a sum $\sum_{i=1}^{N_y} \max \{ S(x,i) , 0\} v(i)$, where $N_y$ is the number of grid points in the $y$ space, and where $v(y)$ is the mass of firms of type $y$. Notice that the location of gridpoints $i$ could play a role here, particularly if we want to save on points; We will choose a reasonably large number so that a uniform grid of points will not do too bad. The simplest approach is probably to write a loop: ```julia integral = zeros(nx) S = randn(nx,ny) # to make the point for ix in 1:nx for iy in 1:ny integral[ix] += max(S[x,iy],0) * v[iy] end end ``` and while this works perfectly fine, it is a lot of code floating around. Couldn't we let `julia` write those loops for us? 🤔 """ # ╔═╡ 0f5b0956-b7e0-44ba-b20a-6e02e57acf5c tip(md"we can. checkout [https://github.com/mcabbott/Tullio.jl](https://github.com/mcabbott/Tullio.jl)") # ╔═╡ e19785cd-708f-4cf4-938d-c9095ca11e5d md""" In an ideal world, we just want to stare at our iteration equation: $W_0(x) = \frac{b + \kappa \alpha \sum_{i=1}^{N_y} \max \{ S(x,i) , 0\} v(i)}{r}$ ... and write the corresponding code below it like: ```julia @tullio W[x] := (p.b + κ * p.α * max(S[x,y],0) * V[y] ) / p.r ``` 👀 the `@tullio` macro here creates a new array `W` by summing over indices `y` on the RHS of the expression. This works for almost all expressions you could imagine, including `max` and boolean indicators. It basically just writes the loop for us![^footnote1] """ # ╔═╡ 52448e6a-f978-49c8-9690-dacff71ba709 md""" [^footnote1]: Well, it does plenty more actually. It can compute the gradient of your tensor via autodiff, it can run on multiple threads and it uses AVX instructions by default. """ # ╔═╡ 44dde1f8-7c9a-48e1-91c4-baf9d73a749c md""" ## Solve the Model Ok, let's create a param struct `p` with some default values. """ # ╔═╡ 0472732b-f1d8-4cb6-86ab-6e2a44dd54aa p = @with_kw ( ay = 0.2, nx = 50, # number of worker types ny = 49, # number of firm types sep = 0.02, # separation rate r = 0.05, # interest rate ρ = -2, # prod func assortative strength 2, b = 0, # unemp c = 0, # vacancy cost α = 0.5, # bargaining power fsize = 50, # firm size m = 0.4, # matching function parameter M = 1.5 , # mass of firms / mass of workers noise = 0.5 , # wage disturbance rs = 0.5 , # relaxation parameter for S convergence rh = 0.8 , # relaxation parameter for H convergence rw = 0.5 , # relaxation parameter for W convergence tol = 1e-7 # convergence tolerance ) # ╔═╡ e3cb6fcb-9073-48ee-8d77-1b4e26fc6e1d md""" Also, I want to have the tensors to be as efficient as possible, so I will define functions that modify preallocated arrays in-place, like this: ```julia # create the tullio tensors which modify in-place doS2!(S,F,W,P,p) = @tullio S[x,y] = (F[x,y] - p.r * W[x] - p.r * P[y]) / (p.r + p.sep) doW2!(W,S,V,p,κ) = @tullio W[x] = (p.b + κ * p.α * max(S[x,y],0) * V[y] ) / p.r doP2!(P,S,U,p,κ) = @tullio P[y] = (-p.c + κ * (1-p.α) * max(S[x,y],0) * U[x] ) / p.r doH2!(H2,H,S,U,V,p,κ) = @tullio H2[x,y] = (1 - p.sep) * H[x,y] * (S[x,y] >= 0) + κ * (S[x,y] >= 0) * U[x] * V[y] ``` Here is the production function we'll use: """ # ╔═╡ ff0a9a8a-12a9-44d1-93c6-1ddb51f6e3d7 "production function after Hagedorn, Law and Manovskii 2013" pf(x,y,p::NamedTuple) = ( x^p.ρ + y^p.ρ )^(1/p.ρ) + p.ay # ╔═╡ 7d4fa13f-f240-413f-bb0b-2240ae0cb77a function solve(p::NamedTuple) # setup some data containers X = range(0,(p.nx-1)/p.nx, length = p.nx) Y = range(0,(p.ny-1)/p.ny, length = p.ny) F = [pf(ix,iy,p) for ix in X, iy in Y] # production function values W = zeros(p.nx) # initial guess of unemployed worker value function P = zeros(p.ny) # initial guess of unfilled vacancy value function H = zeros(p.nx,p.ny) # worker-firm match distribution U = fill(1/p.nx, p.nx) # unemployment distribution V = p.M .* fill(1/p.ny, p.ny) # vacancy distribution S = F ./ p.r # match surplus # create interation versions of arrays S2 = similar(S) # iteration version of S W2 = similar(W) # iteration version of W P2 = similar(P) # iteration version of P H2 = similar(H) # iteration version of H # create the tullio tensors which modify in-place doS2!(S,F,W,P,p) = @tullio S[x,y] = (F[x,y] - p.r * W[x] - p.r * P[y]) / (p.r + p.sep) doW2!(W,S,V,p,κ) = @tullio W[x] = (p.b + κ * p.α * max(S[x,y],0) * V[y] ) / p.r doP2!(P,S,U,p,κ) = @tullio P[y] = (-p.c + κ * (1-p.α) * max(S[x,y],0) * U[x] ) / p.r doH2!(H2,H,S,U,V,p,κ) = @tullio H2[x,y] = (1 - p.sep) * H[x,y] * (S[x,y] >= 0) + κ * (S[x,y] >= 0) * U[x] * V[y] # value function iteration difference tracker diff = 100.0 # initial guesses for U and V U0 = fill(1/p.nx, p.nx) V0 = fill(p.M/p.ny, p.ny) # VFI loop κ = 0.0 # initialize out of the while scope to preserve it's value itercount = 0 while diff > p.tol itercount += 1 κ = min(min(sum(U), p.m * sum(U)^(0.5) * sum(V)^(0.5)), sum(V) ) / (sum(U) * sum(V)) doS2!(S2,F,W,P,p) ΔS = L2dist(S,S2) # update S slowly S = p.rs .* S .+ (1 - p.rs) .* S2 @assert !(any(isnan.(S2))) "NaN in S2" # compute new version of W and P and update doW2!(W2,S,V,p,κ) W = p.rw .* W .+ (1 - p.rw) .* W2 @assert !(any(isnan.(W2))) "NaN in W2" doP2!(P2,S,U,p,κ) P = p.rw .* P .+ (1 - p.rw) .* P2 @assert !(any(isnan.(P2))) "NaN in P2" # new firm distribution doH2!(H2,H,S,U,V,p,κ) ΔH = L2dist(H,H2) # update H slowly H = p.rh .* H .+ (1 - p.rh) .* H2 # update U and V U = U0 - sum(H,dims = 2)[:] V = V0 - sum(H,dims = 1)[:] # update diff measure diff = max(ΔS,ΔH) if itercount % 500 == 0 @info "iter: $itercount, diff: $diff" end end @info "VFI done." w = p.α * (p.sep + p.r) .* S .+ p.r .* repeat(W,1,p.ny) @tullio c_rate := κ * (S[x,y] >= 0) * V[y] return Dict(:S => S,:W => W,:P => P,:H => H,:U => U,:V => V, :wage => w, :contact_rate => c_rate,:X => X, :Y => Y, :F => F) end # ╔═╡ 9be4da7b-257c-4d3a-af6a-da6aff1cb96a md""" Parameter | value | Parameter | value --------- | ------| --------- | ------ ``\rho`` | $(@bind ρ PlutoUI.Slider(-10:0.01:-2.0, show_value = true,default = -2)) | ``\alpha`` | $(@bind α PlutoUI.Slider(0.01:0.01:0.5, show_value = true,default = 0.5)) ``b`` | $(@bind b PlutoUI.Slider(0:0.001:0.1, show_value = true,default = 0)) | ``c`` | $(@bind c PlutoUI.Slider(0.0:0.001:0.1, show_value = true,default = 0)) """ # ╔═╡ 7e23cbdb-6e37-4fdd-85ee-aed92dfa2c68 p0 = p(ρ = ρ, α = α, tol = 0.001, b = b, c = c) # ╔═╡ c01afcbf-cf66-4074-adf3-3e0a2cd90099 m = solve(p0); # ╔═╡ f04318dd-8f5f-424a-acae-16daf01c9b72 let fig = Figure() g = fig[1,1] = GridLayout() ax1 = Axis(g[1,1], aspect = 1, title = "contours S") ax2 = Axis3(g[1, 2], aspect = (1, 1, 1), azimuth = 1.2 * pi, title = "S") ax3 = Axis3(g[2, 1], aspect = (1, 1, 1), azimuth = 1.2 * pi, title = "F") ax4 = Axis(g[2, 2], title = "wage") ax5 = Axis(g[3, 1], title = "unemployment") ax = [ax1,ax2,ax3] contourf!(ax[1], m[:X],m[:Y],(m[:S] .>= 0) .* m[:S]) wireframe!(ax[2],m[:X],m[:Y],(m[:S] .>= 0) .* m[:S], aspect = :data) surface!(ax[3],m[:X],m[:Y],m[:F], aspect = (1, 1, 1)) lines!(ax4,m[:X],m[:W] ) lines!(ax5,m[:X],m[:U] ) # tweak hidedecorations!(ax1, grid = false) hidedecorations!(ax2, grid = false) hidedecorations!(ax3, grid = false) # Label(fig[1,1:2,Top()], "test") colgap!(g, 0) rowgap!(g, 0) fig end # ╔═╡ 669ee78c-db02-477e-a466-ef5ddfc84653 FootnotesInlineStyleSuperscript() # ╔═╡ 9f54d5d7-b3b5-473f-aa30-6516bbf8ff25 FootnotesNumbered() # ╔═╡ 00000000-0000-0000-0000-000000000001 PLUTO_PROJECT_TOML_CONTENTS = """ [deps] CairoMakie = "13f3f980-e62b-5c42-98c6-ff1f3baf88f0" Parameters = "d96e819e-fc66-5662-9728-84c9c7592b0a" PlutoTeachingTools = "661c6b06-c737-4d37-b85c-46df65de6f69" PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8" StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" Tullio = "bc48ee85-29a4-5162-ae0b-a64e1601d4bc" [compat] CairoMakie = "~0.11.6" Parameters = "~0.12.3" PlutoTeachingTools = "~0.2.14" PlutoUI = "~0.7.55" 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"JLLWrappers", "Libdl"] git-tree-sha1 = "15e637a697345f6743674f1322beefbc5dcd5cfc" uuid = "ffd25f8a-64ca-5728-b0f7-c24cf3aae800" version = "5.6.3+0" [[deps.Xorg_libX11_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"] git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495" uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc" version = "1.8.6+0" [[deps.Xorg_libXau_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8" uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec" version = "1.0.11+0" [[deps.Xorg_libXdmcp_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7" uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05" version = "1.1.4+0" [[deps.Xorg_libXext_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"] git-tree-sha1 = "d2d1a5c49fae4ba39983f63de6afcbea47194e85" uuid = "1082639a-0dae-5f34-9b06-72781eeb8cb3" version = "1.3.6+0" [[deps.Xorg_libXrender_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"] git-tree-sha1 = "47e45cd78224c53109495b3e324df0c37bb61fbe" uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa" version = "0.9.11+0" [[deps.Xorg_libpthread_stubs_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9" uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74" version = "0.1.1+0" [[deps.Xorg_libxcb_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"] git-tree-sha1 = "bcd466676fef0878338c61e655629fa7bbc69d8e" uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b" version = "1.17.0+0" [[deps.Xorg_xtrans_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77" uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10" version = "1.5.0+0" [[deps.Zlib_jll]] deps = ["Libdl"] uuid = "83775a58-1f1d-513f-b197-d71354ab007a" version = "1.2.13+1" [[deps.Zstd_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] git-tree-sha1 = "555d1076590a6cc2fdee2ef1469451f872d8b41b" uuid = "3161d3a3-bdf6-5164-811a-617609db77b4" version = "1.5.6+1" [[deps.isoband_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "51b5eeb3f98367157a7a12a1fb0aa5328946c03c" uuid = "9a68df92-36a6-505f-a73e-abb412b6bfb4" version = "0.2.3+0" [[deps.libaom_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] git-tree-sha1 = "1827acba325fdcdf1d2647fc8d5301dd9ba43a9d" uuid = "a4ae2306-e953-59d6-aa16-d00cac43593b" version = "3.9.0+0" [[deps.libass_jll]] deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Zlib_jll"] git-tree-sha1 = "e17c115d55c5fbb7e52ebedb427a0dca79d4484e" uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0" version = "0.15.2+0" [[deps.libblastrampoline_jll]] deps = ["Artifacts", "Libdl"] uuid = "8e850b90-86db-534c-a0d3-1478176c7d93" version = "5.11.0+0" [[deps.libfdk_aac_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] git-tree-sha1 = "8a22cf860a7d27e4f3498a0fe0811a7957badb38" uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280" version = "2.0.3+0" [[deps.libpng_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Zlib_jll"] git-tree-sha1 = "b70c870239dc3d7bc094eb2d6be9b73d27bef280" uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f" version = "1.6.44+0" [[deps.libsixel_jll]] deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Pkg", "libpng_jll"] git-tree-sha1 = "7dfa0fd9c783d3d0cc43ea1af53d69ba45c447df" uuid = "075b6546-f08a-558a-be8f-8157d0f608a5" version = "1.10.3+1" [[deps.libvorbis_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"] git-tree-sha1 = "490376214c4721cdaca654041f635213c6165cb3" uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a" version = "1.3.7+2" [[deps.libwebp_jll]] deps = ["Artifacts", "Giflib_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libglvnd_jll", "Libtiff_jll", "libpng_jll"] git-tree-sha1 = "ccbb625a89ec6195856a50aa2b668a5c08712c94" uuid = "c5f90fcd-3b7e-5836-afba-fc50a0988cb2" version = "1.4.0+0" [[deps.nghttp2_jll]] deps = ["Artifacts", "Libdl"] uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" version = "1.59.0+0" [[deps.oneTBB_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] git-tree-sha1 = "7d0ea0f4895ef2f5cb83645fa689e52cb55cf493" uuid = "1317d2d5-d96f-522e-a858-c73665f53c3e" version = "2021.12.0+0" [[deps.p7zip_jll]] deps = ["Artifacts", "Libdl"] uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0" version = "17.4.0+2" [[deps.x264_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] git-tree-sha1 = "35976a1216d6c066ea32cba2150c4fa682b276fc" uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a" version = "10164.0.0+0" [[deps.x265_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] git-tree-sha1 = "dcc541bb19ed5b0ede95581fb2e41ecf179527d2" uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76" version = "3.6.0+0" """ # ╔═╡ Cell order: # ╟─2de5529e-b585-4d7a-91c7-78f82aa43611 # ╟─2e940612-c20e-11ee-32c7-f9bc3c387af9 # ╟─6b7eae7b-a5d3-4e90-849b-2496e4284cf6 # ╟─99ac0194-716f-4820-a854-cb36ec1d1a12 # ╟─413968b0-bce7-47da-850d-2e494716eef1 # ╟─0a3d5332-10cb-4d71-8b41-5055aef45a91 # ╟─cdf7ff76-c77c-4650-af19-89f9965fa4c3 # ╟─042f81b5-c587-48c3-8b56-58b5bcb10f8e # ╟─0f5b0956-b7e0-44ba-b20a-6e02e57acf5c # ╟─e19785cd-708f-4cf4-938d-c9095ca11e5d # ╟─52448e6a-f978-49c8-9690-dacff71ba709 # ╟─44dde1f8-7c9a-48e1-91c4-baf9d73a749c # ╠═0472732b-f1d8-4cb6-86ab-6e2a44dd54aa # ╟─e3cb6fcb-9073-48ee-8d77-1b4e26fc6e1d # ╠═ff0a9a8a-12a9-44d1-93c6-1ddb51f6e3d7 # ╠═7d4fa13f-f240-413f-bb0b-2240ae0cb77a # ╠═7e23cbdb-6e37-4fdd-85ee-aed92dfa2c68 # ╟─9be4da7b-257c-4d3a-af6a-da6aff1cb96a # ╠═f04318dd-8f5f-424a-acae-16daf01c9b72 # ╠═c01afcbf-cf66-4074-adf3-3e0a2cd90099 # ╟─669ee78c-db02-477e-a466-ef5ddfc84653 # ╟─9f54d5d7-b3b5-473f-aa30-6516bbf8ff25 # ╟─00000000-0000-0000-0000-000000000001 # ╟─00000000-0000-0000-0000-000000000002