Essential extension of BeforeIT using macros and multiple dispatch
import BeforeIT as Bit
using Plotsdefine a new central bank object with one extra attribute
Bit.@object mutable struct NewCentralBank(Bit.CentralBank) <: Bit.AbstractCentralBank
fixed_rate::Float64
endchange the default central bank behaviour for the new type
function Bit.central_bank_rate(cb::NewCentralBank, model::Bit.AbstractModel)
return cb.fixed_rate
end
p, ic = Bit.AUSTRIA2010Q1.parameters, Bit.AUSTRIA2010Q1.initial_conditions(Dict{String, Any}("c_E_g" => [0.005090338238241512; 0.0005933402816643566; … ; 1.307076865739618e-5; 8.641230390167474e-6;;], "C" => [4.3800671000101816e-5 0.00010629745355671226 9.959785873214212e-5; 0.00010629745355671226 0.0004129178961230129 0.0003596689472264872; 9.959785873214212e-5 0.0003596689472264872 0.0004506370179043619], "xi_pi" => 0.30996974466133875, "H_act" => 4743.0, "tau_SIW" => 0.17114894621657745, "w_s" => [0.2697101055708983; 2.2588954760866353; … ; 11.094062391240218; 2.6020133813757687;;], "tau_INC" => 0.21340742230566648, "theta_UB" => 0.3585824478060919, "alpha_pi_EA" => 0.38456173629534834, "tau_SIF" => 0.21215146534992413…), Dict{String, Any}("sb_inact" => 2.238468336136841, "C_G" => [11482.307880055185; 11556.180448770589; … ; 14578.196184650957; 14714.836295412124;;], "E_CB" => 106179.90000000002, "sb_other" => 0.5902859043576301, "D_RoW" => 0.0, "L_I" => 236919.0, "omega" => 0.85, "r_bar" => 0.0016459319014481277, "N_s" => [123.0; 18.0; … ; 5.0; 60.0;;], "C_E" => [17384.540855949228; 17752.854170855517; … ; 38786.71611825406; 38617.75107541885;;]…))initialise all agent types, properties and data using the corresponding functions
firms = Bit.Firms(p, ic)
w_act, w_inact = Bit.Workers(p, ic)
bank = Bit.Bank(p, ic)
government = Bit.Government(p, ic)
rotw = Bit.RestOfTheWorld(p, ic)
agg = Bit.Aggregates(p, ic)
properties = Bit.Properties(p, ic)
data = Bit.Data(p)BeforeIT.Data([0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]], [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]])initialise the custom central bank
central_bank = Bit.CentralBank(p, ic)BeforeIT.CentralBank(0.0016459319014481277, 0.0089810924595537, 0.9259668580654086, -0.003424572940686137, 0.0049629315732038215, 0.30996974466133875, 1.328593153520194, 106179.90000000002)create a new central bank with the same fields as the original one, and a fixed interest rate
new_central_bank = NewCentralBank((getfield(central_bank, x) for x in fieldnames(Bit.CentralBank))..., 0.02)Main.NewCentralBank(0.0016459319014481277, 0.0089810924595537, 0.9259668580654086, -0.003424572940686137, 0.0049629315732038215, 0.30996974466133875, 1.328593153520194, 106179.90000000002, 0.02)initialise a new model using the new central bank as well as a standard model
standard_model = Bit.Model(w_act, w_inact, firms, bank, central_bank, government, rotw, agg, properties, data)
new_model = Bit.Model(w_act, w_inact, firms, bank, new_central_bank, government, rotw, agg, properties, data)BeforeIT.Model{BeforeIT.Workers, BeforeIT.Workers, BeforeIT.Firms, BeforeIT.Bank, Main.NewCentralBank, BeforeIT.Government, BeforeIT.RestOfTheWorld, BeforeIT.Aggregates, BeforeIT.Properties, BeforeIT.Data}(BeforeIT.Workers([0.7661282859097249, 0.7661282859097249, 0.7661282859097249, 0.7661282859097249, 0.7661282859097249, 0.7661282859097249, 0.7661282859097249, 0.7661282859097249, 0.7661282859097249, 0.7661282859097249 … 4.655745607447569, 4.655745607447569, 4.655745607447569, 4.655745607447569, 4.655745607447569, 4.655745607447569, 4.655745607447569, 4.655745607447569, 4.655745607447569, 4.655745607447569], [3.781806633594487, 3.781806633594487, 3.781806633594487, 3.781806633594487, 3.781806633594487, 3.781806633594487, 3.781806633594487, 3.781806633594487, 3.781806633594487, 3.781806633594487 … 22.981960001210958, 22.981960001210958, 22.981960001210958, 22.981960001210958, 22.981960001210958, 22.981960001210958, 22.981960001210958, 22.981960001210958, 22.981960001210958, 22.981960001210958], [6.973481059156249, 6.973481059156249, 6.973481059156249, 6.973481059156249, 6.973481059156249, 6.973481059156249, 6.973481059156249, 6.973481059156249, 6.973481059156249, 6.973481059156249 … 42.37769888790032, 42.37769888790032, 42.37769888790032, 42.37769888790032, 42.37769888790032, 42.37769888790032, 42.37769888790032, 42.37769888790032, 42.37769888790032, 42.37769888790032], [0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983 … 11.337587012313522, 11.337587012313522, 11.337587012313522, 11.337587012313522, 11.337587012313522, 11.337587012313522, 11.337587012313522, 11.337587012313522, 11.337587012313522, 11.337587012313522], [1, 1, 1, 2, 2, 2, 3, 4, 5, 5 … 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]), BeforeIT.Workers([2.8287542404944714, 2.8287542404944714, 2.8287542404944714, 2.8287542404944714, 2.8287542404944714, 2.8287542404944714, 2.8287542404944714, 2.8287542404944714, 2.8287542404944714, 2.8287542404944714 … 2.8287542404944714, 2.8287542404944714, 2.8287542404944714, 2.8287542404944714, 2.8287542404944714, 2.8287542404944714, 2.8287542404944714, 2.8287542404944714, 2.8287542404944714, 2.8287542404944714], [0.00031353221573136457, 0.00031353221573136457, 0.00031353221573136457, 0.00031353221573136457, 0.00031353221573136457, 0.00031353221573136457, 0.00031353221573136457, 0.00031353221573136457, 0.00031353221573136457, 0.00031353221573136457 … 0.00031353221573136457, 0.00031353221573136457, 0.00031353221573136457, 0.00031353221573136457, 0.00031353221573136457, 0.00031353221573136457, 0.00031353221573136457, 0.00031353221573136457, 0.00031353221573136457, 0.00031353221573136457], [0.0005781392809499219, 0.0005781392809499219, 0.0005781392809499219, 0.0005781392809499219, 0.0005781392809499219, 0.0005781392809499219, 0.0005781392809499219, 0.0005781392809499219, 0.0005781392809499219, 0.0005781392809499219 … 0.0005781392809499219, 0.0005781392809499219, 0.0005781392809499219, 0.0005781392809499219, 0.0005781392809499219, 0.0005781392809499219, 0.0005781392809499219, 0.0005781392809499219, 0.0005781392809499219, 0.0005781392809499219], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1 … -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]), BeforeIT.Firms([1, 1, 1, 1, 1, 1, 1, 1, 1, 1 … 62, 62, 62, 62, 62, 62, 62, 62, 62, 62], [10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621 … 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951], [1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485 … 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877], [0.042702129272078754, 0.042702129272078754, 0.042702129272078754, 0.042702129272078754, 0.042702129272078754, 0.042702129272078754, 0.042702129272078754, 0.042702129272078754, 0.042702129272078754, 0.042702129272078754 … 0.17805766706016946, 0.17805766706016946, 0.17805766706016946, 0.17805766706016946, 0.17805766706016946, 0.17805766706016946, 0.17805766706016946, 0.17805766706016946, 0.17805766706016946, 0.17805766706016946], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983 … 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687], [0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721 … 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782], [0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832 … 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318], [-0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635 … 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037], [3, 3, 1, 1, 4, 1, 19, 1, 3, 3 … 2, 1, 5, 1, 1, 2, 3, 4, 8, 1], [32.46607997791986, 32.46607997791986, 10.822026659306621, 10.822026659306621, 43.288106637226484, 10.822026659306621, 205.6185065268258, 10.822026659306621, 32.46607997791986, 32.46607997791986 … 23.976206776597902, 11.988103388298951, 59.94051694149476, 11.988103388298951, 11.988103388298951, 23.976206776597902, 35.96431016489685, 47.952413553195804, 95.90482710639161, 11.988103388298951], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [32.46607997791986, 32.46607997791986, 10.822026659306621, 10.822026659306621, 43.288106637226484, 10.822026659306621, 205.6185065268258, 10.822026659306621, 32.46607997791986, 32.46607997791986 … 23.976206776597902, 11.988103388298951, 59.94051694149476, 11.988103388298951, 11.988103388298951, 23.976206776597902, 35.96431016489685, 47.952413553195804, 95.90482710639161, 11.988103388298951], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0 … 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [894.460975609756, 894.460975609756, 298.15365853658534, 298.15365853658534, 1192.6146341463414, 298.15365853658534, 5664.919512195122, 298.15365853658534, 894.460975609756, 894.460975609756 … 158.41666666666669, 79.20833333333334, 396.0416666666667, 79.20833333333334, 79.20833333333334, 158.41666666666669, 237.625, 316.83333333333337, 633.6666666666667, 79.20833333333334], [22.965342762220647, 22.965342762220647, 7.65511425407355, 7.65511425407355, 30.6204570162942, 7.65511425407355, 145.44717082739743, 7.65511425407355, 22.965342762220647, 22.965342762220647 … 8.114973344694128, 4.057486672347064, 20.287433361735324, 4.057486672347064, 4.057486672347064, 8.114973344694128, 12.172460017041193, 16.229946689388257, 32.45989337877651, 4.057486672347064], [282.24222373824006, 282.24222373824006, 94.08074124608002, 94.08074124608002, 376.3229649843201, 94.08074124608002, 1787.5340836755202, 94.08074124608002, 282.24222373824006, 282.24222373824006 … 49.98750476142277, 24.993752380711385, 124.9687619035569, 24.993752380711385, 24.993752380711385, 49.98750476142277, 74.98125714213414, 99.97500952284554, 199.95001904569108, 24.993752380711385], [0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 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245.15606232380713, 403.48993929545065, 384.7628088630399, 236.96603753924677, 46.741075546466895 … 998.4526557261889, 3385.10708496425, 3275.982679763442, 3256.198372613072, 1000.8740113003423, 544.8396657162824, 260.68690436538697, 434.1059751134285, 136.99722836422484, 504.9046295086172]]))run a simulation with the new model
T = 20
model_vec_standard = Bit.ensemblerun(standard_model, T, 4);
model_vec_new = Bit.ensemblerun(new_model, T, 4);plot the results
using Plots, StatsPlots
ps = Bit.plot_data_vectors([model_vec_standard, model_vec_new], quantities = [:euribor, :gdp_deflator])
plot(ps..., layout = (1, 2), size = (600, 300))