From 22f3ae5ad8932390dc5a62f48e59510eec14803c Mon Sep 17 00:00:00 2001 From: Sylvain Girard Date: Fri, 8 Nov 2024 14:12:23 +0100 Subject: [PATCH 1/8] Fix missing 1/N in epid.mo --- doc/application/plot_metamodel.py | 4 ++-- doc/example/dynamic/plot_dyn_basics.py | 8 ++++---- doc/example/dynamic/plot_dyn_init.py | 6 +++--- doc/fmus/epid.rst | 26 ++++++++++++++------------ otfmi/example/file/epid.mo | 16 ++++++++-------- 5 files changed, 31 insertions(+), 29 deletions(-) diff --git a/doc/application/plot_metamodel.py b/doc/application/plot_metamodel.py index 8b91900..809eca8 100644 --- a/doc/application/plot_metamodel.py +++ b/doc/application/plot_metamodel.py @@ -69,7 +69,7 @@ # simulate the FMU. # The simulation inputs and outputs will be used to train the metamodel. -inputLaw = ot.Uniform(0.001, 0.01) +inputLaw = ot.Uniform(1.5, 2.5) inputSample = inputLaw.getSample(30) outputFMUSample = function(inputSample) @@ -205,7 +205,7 @@ def globalMetamodel(sample): ot.Show(graph) # %% -# As the epidemiological model considers a population size of 700, the residual +# As the epidemiological model considers a population size of 763, the residual # mean error on the field is acceptable. # %% diff --git a/doc/example/dynamic/plot_dyn_basics.py b/doc/example/dynamic/plot_dyn_basics.py index e761c6b..8403586 100644 --- a/doc/example/dynamic/plot_dyn_basics.py +++ b/doc/example/dynamic/plot_dyn_basics.py @@ -29,7 +29,7 @@ # Define the time grid for the FMU's output. The last value of the time grid, # here 10., will define the FMU stop time for simulation. -mesh = ot.RegularGrid(0.0, 0.1, 100) +mesh = ot.RegularGrid(0.0, 0.1, 2000) meshSample = mesh.getVertices() print(meshSample) @@ -47,7 +47,7 @@ inputs_fmu=["infection_rate"], outputs_fmu=["infected"], start_time=0.0, - final_time=10.0, + final_time=200.0, ) print(type(function)) @@ -61,7 +61,7 @@ # Simulate the function on an input :py:class:`openturns.Point` yields an output # :py:class:`openturns.Sample`, corresponding to the output evolution over time: -inputPoint = ot.Point([0.007]) +inputPoint = ot.Point([2.0]) outputSample = function(inputPoint) plt.xlabel("FMU simulation time (s)") @@ -73,7 +73,7 @@ # Simulate the function on a input :py:class:`openturns.Sample` yields a set of # fields called :py:class:`openturns.ProcessSample`: -inputSample = ot.Sample([[0.007], [0.005], [0.003]]) +inputSample = ot.Sample([[2.0], [2.25], [2.5]]) outputProcessSample = function(inputSample) print(outputProcessSample) diff --git a/doc/example/dynamic/plot_dyn_init.py b/doc/example/dynamic/plot_dyn_init.py index 515632b..e816988 100644 --- a/doc/example/dynamic/plot_dyn_init.py +++ b/doc/example/dynamic/plot_dyn_init.py @@ -42,7 +42,7 @@ temporary_file = "initialization.mos" with open(temporary_file, "w") as f: f.write("total_pop = 500;\n") - f.write("healing_rate = 0.02;\n") + f.write("healing_rate = 0.5;\n") # %% # If no initial value is provided for an input / parameter, it is set to its @@ -79,8 +79,8 @@ # function input variable ``infection_rate`` to propagate its uncertainty # through the model: -lawInfected = ot.Normal(0.01, 0.003) -inputSample = lawInfected.getSample(10) +law_infection_rate = ot.Normal(2.0, 0.25) +inputSample = law_infection_rate.getSample(10) outputProcessSample = function(inputSample) # %% diff --git a/doc/fmus/epid.rst b/doc/fmus/epid.rst index 27bcb55..825679b 100644 --- a/doc/fmus/epid.rst +++ b/doc/fmus/epid.rst @@ -25,8 +25,8 @@ time writes: .. math:: \begin{aligned} - \frac{\partial S}{\partial t}(t) &= - \beta S(t) I(t) \\ - \frac{\partial I}{\partial t}(t) &= \beta S(t) I(t) - \gamma I(t) \\ + \frac{\partial S}{\partial t}(t) &= - \frac{\beta}{N} S(t) I(t) \\ + \frac{\partial I}{\partial t}(t) &= \frac{\beta}{N} S(t) I(t) - \gamma I(t) \\ \frac{\partial R}{\partial t}(t) &= \gamma I(t) \end{aligned} @@ -36,25 +36,27 @@ This model is implemented in Modelica language. The default simulation time is 5 model epid - parameter Real total_pop = 700; + parameter Real total_pop = 763; + parameter Real infection_rate = 2.0; + parameter Real healing_rate = 0.5; + Real infected; Real susceptible; Real removed; - parameter Real infection_rate = 0.007; - parameter Real healing_rate = 0.02; - + initial equation infected = 1; removed = 0; total_pop = infected + susceptible + removed; - + equation - der(susceptible) = - infection_rate*infected*susceptible; - der(infected) = infection_rate*infected*susceptible - healing_rate*infected; - der(removed) = healing_rate*infected; - + der(susceptible) = - infection_rate * infected * susceptible / total_pop; + der(infected) = infection_rate * infected * susceptible / total_pop - + healing_rate * infected; + der(removed) = healing_rate * infected; + annotation( - experiment(StartTime = 0, StopTime = 50, Tolerance = 1e-6, Interval = 0.1)); + experiment(StartTime = 0.0, StopTime = 200.0, Tolerance = 1e-6, Interval = 0.1)); end epid; We focus on the effect of the ``infection_rate`` and ``healing_rate`` on the evolution of the ``infected`` category. diff --git a/otfmi/example/file/epid.mo b/otfmi/example/file/epid.mo index 270f380..d52ed3d 100644 --- a/otfmi/example/file/epid.mo +++ b/otfmi/example/file/epid.mo @@ -1,24 +1,24 @@ model epid -parameter Real total_pop = 700; +parameter Real total_pop = 763; +parameter Real infection_rate = 2.0; +parameter Real healing_rate = 0.5; Real infected; Real susceptible; Real removed; -parameter Real infection_rate = 0.007; -parameter Real healing_rate = 0.02; - initial equation infected = 1; removed = 0; total_pop = infected + susceptible + removed; equation -der(susceptible) = - infection_rate*infected*susceptible; -der(infected) = infection_rate*infected*susceptible - healing_rate*infected; -der(removed) = healing_rate*infected; +der(susceptible) = - infection_rate * infected * susceptible / total_pop; +der(infected) = infection_rate * infected * susceptible / total_pop - + healing_rate * infected; +der(removed) = healing_rate * infected; annotation( - experiment(StartTime = 0, StopTime = 50, Tolerance = 1e-6, Interval = 0.1)); + experiment(StartTime = 0.0, StopTime = 200.0, Tolerance = 1e-6, Interval = 0.1)); end epid; \ No newline at end of file From 93e4a2ec2d5af2d4ab8e8f9a7a52bd7f91413e80 Mon Sep 17 00:00:00 2001 From: Sylvain Girard Date: Fri, 8 Nov 2024 14:33:44 +0100 Subject: [PATCH 2/8] Delete unnecessary .mat result file --- doc/example/epid_result.mat | Bin 8317 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 doc/example/epid_result.mat diff --git a/doc/example/epid_result.mat b/doc/example/epid_result.mat deleted file mode 100644 index 87efef2cfb9edb830b61303a839d57a9be454323..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 8317 zcmYk>2|QF?*Z}ac?=lQ#EMpdhQjyXk&XYvprO-l_R0vtJWvejLqCMpeZ#$(`Ns+Y3 z@@h{d#hX?|C5ccd-yQdy@B8lWcm151bLZak{Lel2d1kB_42CSVt5CaSQ=s-)D^>@_ z#xiDE@|MR<;DyFm@*)FyJg+bwFD8h`3tYkDMaJ=Xu~9tg1!_;Cb}Q;IC2E(ZcF873 z?U8{IL5#Ri>W^d#jSLQ25f`+QA?d10?WC*Z|CK?pD`G;U<3gh%8D7*8ywFJA(pW$0 zo&Vcd)W4D|CC5olw=ys;a9(6^)JQL>k-rSaFttfKk&cqKd+ zeY7!*%`i~>g|Fu!TKHtpQCo8W6;MY%&#y-=dxkohCWEMBRri`wXLyEu&j%}JbPpqyk?VPmw96lVetnDq9wPyG zf$klT6lHiy0X^O()M;`$H%3Jo-X%){*o-tI68nelN&|hpFVU*6exfy5GO$K+dC@Is z!^*n>!sW6+$LAHwKJt%B=nOfaG2Wo-^B;>2=*t5=o;T4UIFI59XSEAS@c=Q zX+Qz!@x4W-1})x;e=5RmDmuQq-l3n9`^VZzDZ|Kct=^+?&c&PGuvCB^&U+NN7WK7Q zsRHfYiWnYJ(&zluz(~T&{eTiZg1_I+RtGvBAJ7_kxgW(%qaY+$vVBBiGybWBYz?5} z(}woQ%zGp~hY6C|!zyY+iXY75Y6qD(UhU{W4oXzIstJ9P@bOO_-d|DVu~ion-f}>DJh_xa1=t7lK@(m`3aq)P%P$2uR>gLl%*ry9gT|dn0O5x%0b)j&@`r$w` zKKA;K7M2cGwY2c@c)uf$LHE4VxdQC>9W9s~?W^f0#N+QqQFHAN1ezLS&u*0eSmS2f zpfS+=-H5Y5Q>*{^XzbgAp4K>hY`r!H$EOFGcbz$?bjAdG_n^hQPT#LQW{TtW13gK7 z<{DaHhW&q_6PxZY47xBD$L|L+b92eos~d;sLoaGpcX#S;H^=epMR7YF+`M%r;Q7&u zSe523mF^R9eEZO$;3v%woGtKt=|f7qSHCQOSm1c~p@yH8SDXthfxh4Sk&>pa?~Bi#-OB;f@J{&ZBnNV-PKq|5lXOgs{gTaw(U! 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The default simulation time is 5 parameter Real total_pop = 763; parameter Real infection_rate = 2.0; parameter Real healing_rate = 0.5; - + Real infected; Real susceptible; Real removed; - + initial equation infected = 1; removed = 0; total_pop = infected + susceptible + removed; - + equation der(susceptible) = - infection_rate * infected * susceptible / total_pop; der(infected) = infection_rate * infected * susceptible / total_pop - healing_rate * infected; der(removed) = healing_rate * infected; - + annotation( experiment(StartTime = 0.0, StopTime = 200.0, Tolerance = 1e-6, Interval = 0.1)); end epid; From badc9525db9e8bdacb0bee91b826863894450ee5 Mon Sep 17 00:00:00 2001 From: Sylvain Girard Date: Fri, 8 Nov 2024 15:38:15 +0100 Subject: [PATCH 4/8] Update epid.fmu after fixing .mo file --- doc/application/plot_metamodel.py | 1 - otfmi/example/file/fmu/linux-x86_64/epid.fmu | Bin 603841 -> 656445 bytes 2 files changed, 1 deletion(-) diff --git a/doc/application/plot_metamodel.py b/doc/application/plot_metamodel.py index 809eca8..b56081d 100644 --- a/doc/application/plot_metamodel.py +++ b/doc/application/plot_metamodel.py @@ -53,7 +53,6 @@ path_fmu = otfmi.example.utility.get_path_fmu("epid") mesh = ot.RegularGrid(0.0, 0.05, 20) -meshSample = mesh.getVertices() function = otfmi.FMUPointToFieldFunction( mesh, diff --git a/otfmi/example/file/fmu/linux-x86_64/epid.fmu b/otfmi/example/file/fmu/linux-x86_64/epid.fmu index 5c38533c9dc39d7214bc1df58ea941c984188068..51d775dde239ae17bec483dda73e9b832ff31541 100644 GIT binary patch delta 529676 zcmaI6XH?VO6D=$vML?=jg$PP-(mRo^f+8aF073+$_f9DJ2}qMJA|NFK(i8~Nd+1dN z9i@dHdVo*@gyi*qKfY_-d)7K%&YCkHX7g5Md(avqME^pc{07an|E=R-N3#@q z9{%6=Bpm*?{Q_yPk==+j;iSLOq00IHH#8EE{(l(W{^yVS|9C7E;ErS-xqi*_8`U-T zbl}}}c0j_%!{pV?Yvliz`|+VvZ*F67M4o##;M-hZ?*7-F*t!$;{;l?NjY#cvdc}{O z3(x?e|5jpKDGPq3S9f#X2{zsBW!JGy(zU^MFbDqzP8TsI{*k0J3`S;uvD&A)8aJYX zZNaq#$J1={>;m6kP!r(QqfZ#Y>zV9Dl=}(@ydY2QsIHI(X@>EKN}%P3e3Da;=mR~C 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z4yY%i0#!YNwq_Pi<~C-ICc6zEx+Vt6v4X62S273#8(?fyflF%eAg$@cf_5*5z32ff z=QQF$45Qer=yQsMr~6Vo=uGN`_Qz;WHy*?jiY7+)Xk4EJG~!3_pcC1+f1yz&&cZMZ zG}8h!gBr{3<4C8YfvWosv-$a5z1EwN<|y-nZG+kUYv0L}`}FGWcFoN7+Fup=` zPnGSpyV4Z+yU7AnJ~S)wNNxn$Ub9$%0Ez`si@Fle!Gezx1mI*E@~YjxofKJ@5c`+{ zoRJ2wfNI`;c6=!8+hOKK`o-^$W$rgy2M7Lc_f7ZLoQL|!oj>;z8inv7cpfg}U*qUb z>65|{kU?&MML5(Lb{9v2|D}li{xHP;h9^@NAIkoWcJ2N5)$RN9^o4WyyItYoZQY)y z`V0V1<-35t>#5A>RD(1y>g~yYs^;jW!wrnaU66MA@A@hbzeiE##&!dI$Zr(Rg(l-b z3sZn&E;Dev z$RRr!$R!jOnm}4n@N!&^IO@*8cVA*peCYZNoRd#!xCgM0OL-2=#3p zb}DO+8-d*?1GD~l5`0G;4|3Q-dz=yF_&!S5xECT(aH4lI9>VLwEud3sV%)E=_7Ws4 z!{3KAlr#P)v=?jk*r#!|vi3k%F89QB+Eso}!=K{jZKD+zPq6<776W*P From 8d95e7b28120f9c1eb779b0d929af10246c14d9c Mon Sep 17 00:00:00 2001 From: Sylvain Girard Date: Fri, 8 Nov 2024 16:05:25 +0100 Subject: [PATCH 5/8] Fix tests --- test/test_epid.py | 29 +++++++++-------------------- 1 file changed, 9 insertions(+), 20 deletions(-) diff --git a/test/test_epid.py b/test/test_epid.py index 6ed8ec3..9264883 100644 --- a/test/test_epid.py +++ b/test/test_epid.py @@ -4,11 +4,12 @@ import otfmi.example.deviation import otfmi.example.utility import pyfmi -import pytest +# import pytest -input_value = [0.007, 0.02] - +# infection_rate, healing_rate +input_value = [2.0, 0.5] +final_time = 5 def simulate_with_pyfmi(path_fmu, final_time=None): """Return the output on the 5 last simulation times. @@ -24,7 +25,7 @@ def simulate_with_pyfmi(path_fmu, final_time=None): list_variable = list(check_model.get_model_variables().keys()) infected_column = list_variable.index("infected") + 1 # +1 stands for time column, inserted as first in the data matrix - list_last_infected_value = check_result.data_matrix[infected_column][-5:-1] + list_last_infected_value = check_result.data_matrix[infected_column][-5:] return list_last_infected_value @@ -37,24 +38,12 @@ def path_fmu(): def model_fmu(path_fmu): return otfmi.FMUFunction(path_fmu, inputs_fmu=["infection_rate", "healing_rate"], - outputs_fmu=["infected"]) - + outputs_fmu=["infected"], final_time=final_time) def test_final_value(model_fmu): """Check reproducibility of the final value.""" y = model_fmu(input_value) - assert abs(y[0] - 265.68) < 1e-2, "wrong value" - - -def test_fmufunction_interpolation(path_fmu, model_fmu): - """Check that FMUFunction returns a point corresponding to Pyfmi's - interpolated output. - """ - list_last_infected_value = simulate_with_pyfmi(path_fmu) - y = model_fmu(input_value) - assert y[0] < max(list_last_infected_value) - assert y[0] > min(list_last_infected_value) - + assert abs(y[0] - 303.785) < 1e-2, "wrong value" def test_final_time(path_fmu): """Check that specified final time is taken into account.""" @@ -69,8 +58,8 @@ def test_final_time(path_fmu): path_fmu, final_time=final_time ) y = model_fmu_1(input_value) - assert y[0] < max(list_last_infected_value) - assert y[0] > min(list_last_infected_value) + assert abs(y[0] - list_last_infected_value[-1]) <1e-5 + def test_keyword(path_fmu): From 3284a39f55f571fd3df7d25122013441c6f8a6c5 Mon Sep 17 00:00:00 2001 From: Sylvain Girard Date: Fri, 8 Nov 2024 16:19:10 +0100 Subject: [PATCH 6/8] -- --- test/test_epid.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/test/test_epid.py b/test/test_epid.py index 9264883..a951b06 100644 --- a/test/test_epid.py +++ b/test/test_epid.py @@ -4,7 +4,7 @@ import otfmi.example.deviation import otfmi.example.utility import pyfmi -# import pytest +import pytest # infection_rate, healing_rate From 6a1b0999581353e22153642e10a48a8d641b1686 Mon Sep 17 00:00:00 2001 From: Sylvain Girard Date: Fri, 8 Nov 2024 16:21:24 +0100 Subject: [PATCH 7/8] -- --- test/test_epid.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/test/test_epid.py b/test/test_epid.py index a951b06..a5a33b6 100644 --- a/test/test_epid.py +++ b/test/test_epid.py @@ -11,6 +11,7 @@ input_value = [2.0, 0.5] final_time = 5 + def simulate_with_pyfmi(path_fmu, final_time=None): """Return the output on the 5 last simulation times. By default, pyfmi simulation output counts 500 steps. @@ -40,11 +41,13 @@ def model_fmu(path_fmu): inputs_fmu=["infection_rate", "healing_rate"], outputs_fmu=["infected"], final_time=final_time) + def test_final_value(model_fmu): """Check reproducibility of the final value.""" y = model_fmu(input_value) assert abs(y[0] - 303.785) < 1e-2, "wrong value" + def test_final_time(path_fmu): """Check that specified final time is taken into account.""" final_time = 2.0 @@ -58,8 +61,7 @@ def test_final_time(path_fmu): path_fmu, final_time=final_time ) y = model_fmu_1(input_value) - assert abs(y[0] - list_last_infected_value[-1]) <1e-5 - + assert abs(y[0] - list_last_infected_value[-1]) < 1e-5 def test_keyword(path_fmu): From 98d7fc3b2a12e30ae20e776599dc8237b0ea2e2c Mon Sep 17 00:00:00 2001 From: Sylvain Girard Date: Wed, 27 Nov 2024 09:22:16 +0100 Subject: [PATCH 8/8] Update windows version of epid.fmu --- otfmi/example/file/fmu/win-amd64/epid.fmu | Bin 726914 -> 643570 bytes 1 file changed, 0 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