Skip to main content

performance tuning - Plotting the components of a function that returns a list in different colors without redundant evaluations of the function



I have a function f which takes a number as input, and returns a list of numbers (the length of the list is constant). f is hard to calculate (each evaluation takes a long time).


I want to plot the different components of f in different colors.


If I use this command:


Plot[f[x], {x, -2, 2}]

all the lines are drawn in the same color.
If I use this command:


Plot[{f[x][[1]], f[x][[2]], f[x][[3]]}, {x, -2, 2}]

(assuming the list has three components) the lines are drawn in different colors, but the function is called three times the necessary amount.



Note that this is a numeric function, it cannot be evaluated with a symbolic argument (i.e. the function definition begins with f[x_Real]:=), so there is no use in using Evaluate like in this question.



Answer



At risk of stating the obvious, if you are willing to give up the adaptive sampling, exclusions, etc. of Plot you could use ListLinePlot:


f[x_?NumericQ] := x + Mod[x, {1, 2, 3}]

ListLinePlot[Transpose@Table[f[x], {x, 0, 10, 0.01}], PlotStyle -> Thick]

Mathematica graphics




Better I think is to restyle the Graphics data produced by plot, as Heike did for Plotting piecewise function with distinct colors in each section and which I refactored in my answer. Applied here:



Module[{i = 1},
Plot[f[x], {x, 0, 10}, PlotStyle -> Thick] /.
x_Line :> {ColorData[1][i++], x}
]

enter image description here




Even nicer is Simon Woods' method which styles the plot while it is created, posted in answer to:



Also useful and very interesting is the solution by wxffles in the follow-up question:




Comments

Popular posts from this blog

functions - Get leading series expansion term?

Given a function f[x] , I would like to have a function leadingSeries that returns just the leading term in the series around x=0 . For example: leadingSeries[(1/x + 2)/(4 + 1/x^2 + x)] x and leadingSeries[(1/x + 2 + (1 - 1/x^3)/4)/(4 + x)] -(1/(16 x^3)) Is there such a function in Mathematica? Or maybe one can implement it efficiently? EDIT I finally went with the following implementation, based on Carl Woll 's answer: lds[ex_,x_]:=( (ex/.x->(x+O[x]^2))/.SeriesData[U_,Z_,L_List,Mi_,Ma_,De_]:>SeriesData[U,Z,{L[[1]]},Mi,Mi+1,De]//Quiet//Normal) The advantage is, that this one also properly works with functions whose leading term is a constant: lds[Exp[x],x] 1 Answer Update 1 Updated to eliminate SeriesData and to not return additional terms Perhaps you could use: leadingSeries[expr_, x_] := Normal[expr /. x->(x+O[x]^2) /. a_List :> Take[a, 1]] Then for your examples: leadingSeries[(1/x + 2)/(4 + 1/x^2 + x), x] leadingSeries[Exp[x], x] leadingSeries[(1/x + 2 + (1 - 1/x...

How to thread a list

I have data in format data = {{a1, a2}, {b1, b2}, {c1, c2}, {d1, d2}} Tableform: I want to thread it to : tdata = {{{a1, b1}, {a2, b2}}, {{a1, c1}, {a2, c2}}, {{a1, d1}, {a2, d2}}} Tableform: And I would like to do better then pseudofunction[n_] := Transpose[{data2[[1]], data2[[n]]}]; SetAttributes[pseudofunction, Listable]; Range[2, 4] // pseudofunction Here is my benchmark data, where data3 is normal sample of real data. data3 = Drop[ExcelWorkBook[[Column1 ;; Column4]], None, 1]; data2 = {a #, b #, c #, d #} & /@ Range[1, 10^5]; data = RandomReal[{0, 1}, {10^6, 4}]; Here is my benchmark code kptnw[list_] := Transpose[{Table[First@#, {Length@# - 1}], Rest@#}, {3, 1, 2}] &@list kptnw2[list_] := Transpose[{ConstantArray[First@#, Length@# - 1], Rest@#}, {3, 1, 2}] &@list OleksandrR[list_] := Flatten[Outer[List, List@First[list], Rest[list], 1], {{2}, {1, 4}}] paradox2[list_] := Partition[Riffle[list[[1]], #], 2] & /@ Drop[list, 1] RM[list_] := FoldList[Transpose[{First@li...

front end - keyboard shortcut to invoke Insert new matrix

I frequently need to type in some matrices, and the menu command Insert > Table/Matrix > New... allows matrices with lines drawn between columns and rows, which is very helpful. I would like to make a keyboard shortcut for it, but cannot find the relevant frontend token command (4209405) for it. Since the FullForm[] and InputForm[] of matrices with lines drawn between rows and columns is the same as those without lines, it's hard to do this via 3rd party system-wide text expanders (e.g. autohotkey or atext on mac). How does one assign a keyboard shortcut for the menu item Insert > Table/Matrix > New... , preferably using only mathematica? Thanks! Answer In the MenuSetup.tr (for linux located in the $InstallationDirectory/SystemFiles/FrontEnd/TextResources/X/ directory), I changed the line MenuItem["&New...", "CreateGridBoxDialog"] to read MenuItem["&New...", "CreateGridBoxDialog", MenuKey["m", Modifiers-...