In Mathematica as in other systems of computer math the numbers are internally stored in binary form. However when exporting them with such functions as Put
and PutAppend
they are converted into approximate decimals. When you import them back with such functions as Get
they are restored from this approximate decimal representation to binary form.
The question is whether the recovered number is always identical to the original binary number and, if not always, in which cases it is not and how large can be the difference? I am particularly interested in the Put
- Get
cycle (on the same computer system).
The following two simple experiments show that probably the Put
- Get
cycle in Mathematica always restores original numbers exactly even for arbitrary precision numbers:
In[1]:= list=RandomReal[{-10^6,10^6},10000];
Put[list,"test.txt"];
list2=Get["test.txt"];
Order[list,list2]===0
Order[Total@Abs[list-list2],0.]===0
Out[4]= True
Out[5]= True
In[6]:= list=SetPrecision[RandomReal[{-10^6,10^6},10000],50];
Put[list,"test.txt"];
list2=Get["test.txt"];
Order[list,list2]===0
Total@Abs[list-list2]//InputForm
Out[9]= True
Out[10]//InputForm=
0``39.999515496936205
But maybe I am missing something?
With more correct test code I have found that in reality these tests show only that restored numbers have identical binary RealDigits
but their Precision
s may differ even in Equal
sense. Here are more correct tests:
test := (Put[list, "test.txt"];
list2 = Get["test.txt"];
{Order[list, list2] === 0,
Order[Total@Abs[list - list2], 0.] === 0,
Total[Order @@@ RealDigits[Transpose[{list, list2}], 2]],
Total[Order @@@ Map[Precision, Transpose[{list, list2}], {-1}]],
Total[1 - Boole[Equal @@@ Map[Precision, Transpose[{list, list2}], {-1}]]]})
In[8]:= list=RandomReal[NormalDistribution[],10000]^1001;
test
Out[9]= {False,True,0,1,3}
In[6]:= list=RandomReal[NormalDistribution[],10000,WorkingPrecision->50]^1001;
test
Out[7]= {False,False,0,-2174,1}
I'm afraid I can't give a definitive answer. If you look into the text file you see it's stored as something like the InputForm of the values, including the precision indication for non-machine precision numbers.
Assuming that Get
uses the same conversion routines as ImportString
and ExportString
your test can be sped up a tiny bit.
Monitor[
Do[
i = RandomReal[{$MinMachineNumber, 10 $MinMachineNumber}, 100000];
If[i =!=
ToExpression[ImportString[ExportString[i, "Text"], "List"]],
Print[i]], {n, 100}
],
n]
I have tested this for several hundreds of millions of numbers in various ranges between $MinMachineNumber and $MaxMachineNumber and I always get back the original numbers. It's no proof, of course, but it seems unlikely that you're going to see numbers for which this is not true if there are any (and in that case the difference would be so tiny as to be negligible).
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