Skip to main content

performance tuning - Faster alternatives for DayOfWeek


It has been noticed on several occasions that DayOfWeek function is rather slow when applied to a large list of dates, e.g. in this recent question. What faster alternatives do we have in such situations?



Answer



Just a literal implementation of a formula for the day of the week:


Clear[dow];

dow[{year_, month_, day_, _ : 0, _ : 0, _ : 0}] :=
Module[{Y = If[month == 1 || month == 2, year - 1, year],
m = Mod[month + 9, 12] + 1, y, c,
s = {Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday}},
y = Mod[Y, 100];
c = Quotient[Y, 100];
s[[Mod[day + Floor[2.6 m - 0.2] + y + Quotient[y, 4] + Quotient[c, 4] - 2 c, 7] + 1]]];

Seems to give a 5-fold speed increase:


d = RandomDates[100000];

DayOfWeek /@ d // Short // AbsoluteTiming
dow /@ d // Short // AbsoluteTiming


{19.5781250,{Thursday,Thursday,Sunday,Friday,<<99992>>,Tuesday,Saturday,Saturday,Thursday}}


{3.7968750,{Thursday,Thursday,Sunday,Friday,<<99992>>,Tuesday,Saturday,Saturday,Thursday}}



Addition


Your function is readily compilable:


dowc = Compile[{{year, _Integer}, {month, _Integer}, {day, _Integer}},

Module[
{Y, m, y, c, s},
Y = If[month == 1 || month==2, year-1, year];
m = Mod[month + 9, 12] + 1;
y = Mod[Y, 100]; c = Quotient[Y, 100];
Mod[day + Floor[2.6 m-0.2] + y + Quotient[y, 4] + Quotient[c, 4]-2 c,7]+1
],
CompilationTarget -> "C",
RuntimeAttributes -> {Listable},
Parallelization -> True

];

In[286]:= dowc @@@ d[[All, 1 ;; 3]] // Short // AbsoluteTiming
Out[286]= {0.136741,{6,4,5,2,4,5,3,7,<<99984>>,5,4,2,4,3,2,5,6}}

Comments

Popular posts from this blog

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-...

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...

mathematical optimization - Minimizing using indices, error: Part::pkspec1: The expression cannot be used as a part specification

I want to use Minimize where the variables to minimize are indices pointing into an array. Here a MWE that hopefully shows what my problem is. vars = u@# & /@ Range[3]; cons = Flatten@ { Table[(u[j] != #) & /@ vars[[j + 1 ;; -1]], {j, 1, 3 - 1}], 1 vec1 = {1, 2, 3}; vec2 = {1, 2, 3}; Minimize[{Total@((vec1[[#]] - vec2[[u[#]]])^2 & /@ Range[1, 3]), cons}, vars, Integers] The error I get: Part::pkspec1: The expression u[1] cannot be used as a part specification. >> Answer Ok, it seems that one can get around Mathematica trying to evaluate vec2[[u[1]]] too early by using the function Indexed[vec2,u[1]] . The working MWE would then look like the following: vars = u@# & /@ Range[3]; cons = Flatten@{ Table[(u[j] != #) & /@ vars[[j + 1 ;; -1]], {j, 1, 3 - 1}], 1 vec1 = {1, 2, 3}; vec2 = {1, 2, 3}; NMinimize[ {Total@((vec1[[#]] - Indexed[vec2, u[#]])^2 & /@ R...