Calculate the Mean mean of two numbersAGM Series Hole 1: Calculate the Arithmetic–Geometric MeanSum the...

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Calculate the Mean mean of two numbers


AGM Series Hole 1: Calculate the Arithmetic–Geometric MeanSum the means of the two integersConjugation in Real LifeRandom number generation, without built-in random number generation librariesMusic: what's in this chord?Rosetta Stone Challenge: What's Average Anyways?7-segment differencesPretty Smooth MovesFind the Fibonacci KernelNot just a four fours puzzleStandardize the Samples (Compute the z-Score)Eight coins for the fair kingSquare Root Distance from Integers













38












$begingroup$


disclaimer: the Mean mean is made up by me



Define the arithmetic mean of $n$ numbers as
$$M_1(x_1,...,x_n)=frac{x_1+x_2+...+x_n}{n}$$
Define the geometric mean of $n$ numbers as
$$M_0(x_1,...,x_n)=root{n}of{x_1x_2...x_n}$$
Define the harmonic mean of $n$ numbers as
$$M_{-1}(x_1,...,x_n)=frac{n}{frac{1}{x_2} + frac{1}{x_2} + ... + frac{1}{x_n}}$$
Define the quadratic mean of $n$ numbers as
$$M_2(x_1,...,x_n)=rootof{frac{x_1^2+x_2^2+...+x_n^2}{n}}$$
The Mean mean ($M_M$) is defined as follows:
Define four sequences ($a_k, b_k, c_k, d_k$) as $$a_0=M_1(x_1,...,x_n),\b_0=M_0(x_1,...,x_n),\c_0=M_{-1}(x_1,...,x_n),\d_0=M_2(x_1,...,x_n),\
a_{k+1}=M_1(a_k,b_k,c_k,d_k),\b_{k+1}=M_0(a_k,b_k,c_k,d_k),\c_{k+1}=M_{-1}(a_k,b_k,c_k,d_k),\d_{k+1}=M_2(a_k,b_k,c_k,d_k)$$

All four sequences converge to the same number, $M_M(x_1,x_2,...,x_n)$.



Example



The Mean mean of 1 and 2 is calculated as follows: start with $$a_0 = (1+2)/2 = 1.5, b_0 = rootof{1 * 2} = rootof2 approx 1.4142,\ c_0 = frac2{frac1{1}+frac1{2}} = frac4{3} approx 1.3333, d_0 = rootof{frac{1^2+2^2}2} = rootof{frac5{2}} approx 1.5811.$$
Then
$$a_1 = frac{1.5+1.4142+1.3333+1.5811}4 approx 1.4571,\ b_1 = root^4of{1.5*1.4142*1.3333*1.5811} approx 1.4542,\ c_1 = frac4{frac1{1.5}+frac1{1.4142}+frac1{1.3333}+frac1{1.5811}} approx 1.4512,\ d_1 = rootof{frac{1.5^2+1.4142^2+1.3333^2+1.5811^2}4} approx 1.4601.$$
The further calculation of the sequences should be clear. It can be seen that they converge to the same number, approximately $1.45568889$.



Challenge



Given two positive real numbers, $a$ and $b$ ($a<b$), calculate their Mean mean $M_M(a,b)$.



Test cases



1 1 => 1
1 2 => 1.45568889
100 200 => 145.568889
2.71 3.14 => 2.92103713
0.57 1.78 => 1.0848205
1.61 2.41 => 1.98965438
0.01 100 => 6.7483058


Notes




  • Your program is valid if the difference between its output and the correct output is not greater than 1/100000 of the absolute value of the difference between input numbers.

  • The output should be a single number.


This is code-golf, so the shortest code wins!










share|improve this question











$endgroup$












  • $begingroup$
    Sandbox link
    $endgroup$
    – someone
    Mar 31 at 7:41










  • $begingroup$
    Somewhat related: Calculate the Arithmetic–Geometric Mean
    $endgroup$
    – user202729
    Mar 31 at 13:38






  • 8




    $begingroup$
    How precise are we supposed to be?
    $endgroup$
    – Embodiment of Ignorance
    Mar 31 at 17:52






  • 2




    $begingroup$
    Closely related
    $endgroup$
    – Giuseppe
    Apr 1 at 13:18








  • 1




    $begingroup$
    Can we assume the first input is always smaller than the second, as in all your test cases? (If not I'll rollback my Java answer.)
    $endgroup$
    – Kevin Cruijssen
    Apr 2 at 7:59


















38












$begingroup$


disclaimer: the Mean mean is made up by me



Define the arithmetic mean of $n$ numbers as
$$M_1(x_1,...,x_n)=frac{x_1+x_2+...+x_n}{n}$$
Define the geometric mean of $n$ numbers as
$$M_0(x_1,...,x_n)=root{n}of{x_1x_2...x_n}$$
Define the harmonic mean of $n$ numbers as
$$M_{-1}(x_1,...,x_n)=frac{n}{frac{1}{x_2} + frac{1}{x_2} + ... + frac{1}{x_n}}$$
Define the quadratic mean of $n$ numbers as
$$M_2(x_1,...,x_n)=rootof{frac{x_1^2+x_2^2+...+x_n^2}{n}}$$
The Mean mean ($M_M$) is defined as follows:
Define four sequences ($a_k, b_k, c_k, d_k$) as $$a_0=M_1(x_1,...,x_n),\b_0=M_0(x_1,...,x_n),\c_0=M_{-1}(x_1,...,x_n),\d_0=M_2(x_1,...,x_n),\
a_{k+1}=M_1(a_k,b_k,c_k,d_k),\b_{k+1}=M_0(a_k,b_k,c_k,d_k),\c_{k+1}=M_{-1}(a_k,b_k,c_k,d_k),\d_{k+1}=M_2(a_k,b_k,c_k,d_k)$$

All four sequences converge to the same number, $M_M(x_1,x_2,...,x_n)$.



Example



The Mean mean of 1 and 2 is calculated as follows: start with $$a_0 = (1+2)/2 = 1.5, b_0 = rootof{1 * 2} = rootof2 approx 1.4142,\ c_0 = frac2{frac1{1}+frac1{2}} = frac4{3} approx 1.3333, d_0 = rootof{frac{1^2+2^2}2} = rootof{frac5{2}} approx 1.5811.$$
Then
$$a_1 = frac{1.5+1.4142+1.3333+1.5811}4 approx 1.4571,\ b_1 = root^4of{1.5*1.4142*1.3333*1.5811} approx 1.4542,\ c_1 = frac4{frac1{1.5}+frac1{1.4142}+frac1{1.3333}+frac1{1.5811}} approx 1.4512,\ d_1 = rootof{frac{1.5^2+1.4142^2+1.3333^2+1.5811^2}4} approx 1.4601.$$
The further calculation of the sequences should be clear. It can be seen that they converge to the same number, approximately $1.45568889$.



Challenge



Given two positive real numbers, $a$ and $b$ ($a<b$), calculate their Mean mean $M_M(a,b)$.



Test cases



1 1 => 1
1 2 => 1.45568889
100 200 => 145.568889
2.71 3.14 => 2.92103713
0.57 1.78 => 1.0848205
1.61 2.41 => 1.98965438
0.01 100 => 6.7483058


Notes




  • Your program is valid if the difference between its output and the correct output is not greater than 1/100000 of the absolute value of the difference between input numbers.

  • The output should be a single number.


This is code-golf, so the shortest code wins!










share|improve this question











$endgroup$












  • $begingroup$
    Sandbox link
    $endgroup$
    – someone
    Mar 31 at 7:41










  • $begingroup$
    Somewhat related: Calculate the Arithmetic–Geometric Mean
    $endgroup$
    – user202729
    Mar 31 at 13:38






  • 8




    $begingroup$
    How precise are we supposed to be?
    $endgroup$
    – Embodiment of Ignorance
    Mar 31 at 17:52






  • 2




    $begingroup$
    Closely related
    $endgroup$
    – Giuseppe
    Apr 1 at 13:18








  • 1




    $begingroup$
    Can we assume the first input is always smaller than the second, as in all your test cases? (If not I'll rollback my Java answer.)
    $endgroup$
    – Kevin Cruijssen
    Apr 2 at 7:59
















38












38








38


1



$begingroup$


disclaimer: the Mean mean is made up by me



Define the arithmetic mean of $n$ numbers as
$$M_1(x_1,...,x_n)=frac{x_1+x_2+...+x_n}{n}$$
Define the geometric mean of $n$ numbers as
$$M_0(x_1,...,x_n)=root{n}of{x_1x_2...x_n}$$
Define the harmonic mean of $n$ numbers as
$$M_{-1}(x_1,...,x_n)=frac{n}{frac{1}{x_2} + frac{1}{x_2} + ... + frac{1}{x_n}}$$
Define the quadratic mean of $n$ numbers as
$$M_2(x_1,...,x_n)=rootof{frac{x_1^2+x_2^2+...+x_n^2}{n}}$$
The Mean mean ($M_M$) is defined as follows:
Define four sequences ($a_k, b_k, c_k, d_k$) as $$a_0=M_1(x_1,...,x_n),\b_0=M_0(x_1,...,x_n),\c_0=M_{-1}(x_1,...,x_n),\d_0=M_2(x_1,...,x_n),\
a_{k+1}=M_1(a_k,b_k,c_k,d_k),\b_{k+1}=M_0(a_k,b_k,c_k,d_k),\c_{k+1}=M_{-1}(a_k,b_k,c_k,d_k),\d_{k+1}=M_2(a_k,b_k,c_k,d_k)$$

All four sequences converge to the same number, $M_M(x_1,x_2,...,x_n)$.



Example



The Mean mean of 1 and 2 is calculated as follows: start with $$a_0 = (1+2)/2 = 1.5, b_0 = rootof{1 * 2} = rootof2 approx 1.4142,\ c_0 = frac2{frac1{1}+frac1{2}} = frac4{3} approx 1.3333, d_0 = rootof{frac{1^2+2^2}2} = rootof{frac5{2}} approx 1.5811.$$
Then
$$a_1 = frac{1.5+1.4142+1.3333+1.5811}4 approx 1.4571,\ b_1 = root^4of{1.5*1.4142*1.3333*1.5811} approx 1.4542,\ c_1 = frac4{frac1{1.5}+frac1{1.4142}+frac1{1.3333}+frac1{1.5811}} approx 1.4512,\ d_1 = rootof{frac{1.5^2+1.4142^2+1.3333^2+1.5811^2}4} approx 1.4601.$$
The further calculation of the sequences should be clear. It can be seen that they converge to the same number, approximately $1.45568889$.



Challenge



Given two positive real numbers, $a$ and $b$ ($a<b$), calculate their Mean mean $M_M(a,b)$.



Test cases



1 1 => 1
1 2 => 1.45568889
100 200 => 145.568889
2.71 3.14 => 2.92103713
0.57 1.78 => 1.0848205
1.61 2.41 => 1.98965438
0.01 100 => 6.7483058


Notes




  • Your program is valid if the difference between its output and the correct output is not greater than 1/100000 of the absolute value of the difference between input numbers.

  • The output should be a single number.


This is code-golf, so the shortest code wins!










share|improve this question











$endgroup$




disclaimer: the Mean mean is made up by me



Define the arithmetic mean of $n$ numbers as
$$M_1(x_1,...,x_n)=frac{x_1+x_2+...+x_n}{n}$$
Define the geometric mean of $n$ numbers as
$$M_0(x_1,...,x_n)=root{n}of{x_1x_2...x_n}$$
Define the harmonic mean of $n$ numbers as
$$M_{-1}(x_1,...,x_n)=frac{n}{frac{1}{x_2} + frac{1}{x_2} + ... + frac{1}{x_n}}$$
Define the quadratic mean of $n$ numbers as
$$M_2(x_1,...,x_n)=rootof{frac{x_1^2+x_2^2+...+x_n^2}{n}}$$
The Mean mean ($M_M$) is defined as follows:
Define four sequences ($a_k, b_k, c_k, d_k$) as $$a_0=M_1(x_1,...,x_n),\b_0=M_0(x_1,...,x_n),\c_0=M_{-1}(x_1,...,x_n),\d_0=M_2(x_1,...,x_n),\
a_{k+1}=M_1(a_k,b_k,c_k,d_k),\b_{k+1}=M_0(a_k,b_k,c_k,d_k),\c_{k+1}=M_{-1}(a_k,b_k,c_k,d_k),\d_{k+1}=M_2(a_k,b_k,c_k,d_k)$$

All four sequences converge to the same number, $M_M(x_1,x_2,...,x_n)$.



Example



The Mean mean of 1 and 2 is calculated as follows: start with $$a_0 = (1+2)/2 = 1.5, b_0 = rootof{1 * 2} = rootof2 approx 1.4142,\ c_0 = frac2{frac1{1}+frac1{2}} = frac4{3} approx 1.3333, d_0 = rootof{frac{1^2+2^2}2} = rootof{frac5{2}} approx 1.5811.$$
Then
$$a_1 = frac{1.5+1.4142+1.3333+1.5811}4 approx 1.4571,\ b_1 = root^4of{1.5*1.4142*1.3333*1.5811} approx 1.4542,\ c_1 = frac4{frac1{1.5}+frac1{1.4142}+frac1{1.3333}+frac1{1.5811}} approx 1.4512,\ d_1 = rootof{frac{1.5^2+1.4142^2+1.3333^2+1.5811^2}4} approx 1.4601.$$
The further calculation of the sequences should be clear. It can be seen that they converge to the same number, approximately $1.45568889$.



Challenge



Given two positive real numbers, $a$ and $b$ ($a<b$), calculate their Mean mean $M_M(a,b)$.



Test cases



1 1 => 1
1 2 => 1.45568889
100 200 => 145.568889
2.71 3.14 => 2.92103713
0.57 1.78 => 1.0848205
1.61 2.41 => 1.98965438
0.01 100 => 6.7483058


Notes




  • Your program is valid if the difference between its output and the correct output is not greater than 1/100000 of the absolute value of the difference between input numbers.

  • The output should be a single number.


This is code-golf, so the shortest code wins!







code-golf math






share|improve this question















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share|improve this question








edited Apr 2 at 8:12







someone

















asked Mar 31 at 7:39









someonesomeone

732720




732720












  • $begingroup$
    Sandbox link
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    – someone
    Mar 31 at 7:41










  • $begingroup$
    Somewhat related: Calculate the Arithmetic–Geometric Mean
    $endgroup$
    – user202729
    Mar 31 at 13:38






  • 8




    $begingroup$
    How precise are we supposed to be?
    $endgroup$
    – Embodiment of Ignorance
    Mar 31 at 17:52






  • 2




    $begingroup$
    Closely related
    $endgroup$
    – Giuseppe
    Apr 1 at 13:18








  • 1




    $begingroup$
    Can we assume the first input is always smaller than the second, as in all your test cases? (If not I'll rollback my Java answer.)
    $endgroup$
    – Kevin Cruijssen
    Apr 2 at 7:59




















  • $begingroup$
    Sandbox link
    $endgroup$
    – someone
    Mar 31 at 7:41










  • $begingroup$
    Somewhat related: Calculate the Arithmetic–Geometric Mean
    $endgroup$
    – user202729
    Mar 31 at 13:38






  • 8




    $begingroup$
    How precise are we supposed to be?
    $endgroup$
    – Embodiment of Ignorance
    Mar 31 at 17:52






  • 2




    $begingroup$
    Closely related
    $endgroup$
    – Giuseppe
    Apr 1 at 13:18








  • 1




    $begingroup$
    Can we assume the first input is always smaller than the second, as in all your test cases? (If not I'll rollback my Java answer.)
    $endgroup$
    – Kevin Cruijssen
    Apr 2 at 7:59


















$begingroup$
Sandbox link
$endgroup$
– someone
Mar 31 at 7:41




$begingroup$
Sandbox link
$endgroup$
– someone
Mar 31 at 7:41












$begingroup$
Somewhat related: Calculate the Arithmetic–Geometric Mean
$endgroup$
– user202729
Mar 31 at 13:38




$begingroup$
Somewhat related: Calculate the Arithmetic–Geometric Mean
$endgroup$
– user202729
Mar 31 at 13:38




8




8




$begingroup$
How precise are we supposed to be?
$endgroup$
– Embodiment of Ignorance
Mar 31 at 17:52




$begingroup$
How precise are we supposed to be?
$endgroup$
– Embodiment of Ignorance
Mar 31 at 17:52




2




2




$begingroup$
Closely related
$endgroup$
– Giuseppe
Apr 1 at 13:18






$begingroup$
Closely related
$endgroup$
– Giuseppe
Apr 1 at 13:18






1




1




$begingroup$
Can we assume the first input is always smaller than the second, as in all your test cases? (If not I'll rollback my Java answer.)
$endgroup$
– Kevin Cruijssen
Apr 2 at 7:59






$begingroup$
Can we assume the first input is always smaller than the second, as in all your test cases? (If not I'll rollback my Java answer.)
$endgroup$
– Kevin Cruijssen
Apr 2 at 7:59












19 Answers
19






active

oldest

votes


















13












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Wolfram Language (Mathematica), 52 bytes



#//.x_:>N@{M@x,E^M@Log@x,1/M[1/x],M[x^2]^.5}&
M=Mean


Try it online!



In my first approach I used these builtins
Mean GeometricMean HarmonicMean and RootMeanSquare



Here are some substitutions for saving bytes



HarmonicMean --> 1/Mean[1/x] by @Robin Ryder (3 bytes saved)
GeometricMean --> E^Mean@Log@x by @A. Rex (2 bytes saved)
RootMeanSquare --> Mean[x^2]^.5 by @A. Rex (4 bytes saved)



finally we can assign Mean to M (as proposed by @ovs) and save 5 more bytes






share|improve this answer











$endgroup$













  • $begingroup$
    Save 2 bytes by recoding GeometricMean
    $endgroup$
    – Robin Ryder
    Apr 1 at 9:58












  • $begingroup$
    @RobinRyder I believe you mean Harmonic.. nice!
    $endgroup$
    – J42161217
    Apr 1 at 10:04






  • 1




    $begingroup$
    Save 8 more bytes: #//.x_:>N@{Mean@x,E^Mean@Log@x,1/Mean[1/x],Mean[x^2]^.5}&
    $endgroup$
    – A. Rex
    Apr 1 at 10:41










  • $begingroup$
    @ovs edited.....
    $endgroup$
    – J42161217
    Apr 1 at 11:27



















10












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R, 70 69 67 bytes



x=scan();`?`=mean;while(x-?x)x=c((?x^2)^.5,?x,2^?log2(x),1/?1/x);?x


Try it online!



-1 byte with better conditioning.
-2 bytes by switching to base 2.



Like some other answers, this uses the expression of the geometric mean as an arithmetic mean on the log scale (here in base 2):
$$M_0(x_1,ldots, x_n) = 2^{M_1(log_2 x_1,ldots,log_2 x_n)}.$$



It also uses the fact that $forall k, d_kgeq a_k geq b_kgeq c_k$, i.e. $d_k=max(a_k, b_k, c_k, d_k)$. The condition $a_k=b_k=c_k=d_k$ is therefore equivalent to $d_k = M_1(a_k, b_k, c_k, d_k)$, which is what I use in the while loop; this is achieved by abusing the syntax of while which only considers the first element when the condition is a vector, hence the order in which the means are stored. (Note that we could also use $c_k$ instead since it is the minimum of the four, but we could not use $a_k$ or $b_k$ in the condition.)



When we exit the while loop, x is a constant vector. The final ?x computes its mean to reduce it to a scalar.






share|improve this answer











$endgroup$









  • 1




    $begingroup$
    Shouldn't it be $ln x_n$ instead of $log x_n$ ?
    $endgroup$
    – Tau
    Mar 31 at 23:40










  • $begingroup$
    @Tau Yes, I was denoting natural logarithm by $ log$, which is the default in R. Anyway, I have now changed it to base 2 logarithm for -2 bytes.
    $endgroup$
    – Robin Ryder
    Apr 1 at 7:14



















6












$begingroup$


J, 34 bytes



(31 as an expression without the assignment to variable f)



f=:1{(^.z,%z,*:z,[z=:(+/%#)&.:)^:_


Try it online!



For functions a and b, a &.: b ("a under b" (related challenge)) is equivalent to (b inv) a b -- apply b, then a, then inverse of b. In this case, geometric/harmonic/quadratic mean is the arithmetic mean "under" logarithm, inversion, and square respectively.






share|improve this answer











$endgroup$





















    5












    $begingroup$

    TI-BASIC, 42 35 34 bytes



    -1 byte thanks to @SolomonUcko



    While max(ΔList(Ans:{mean(Ans),√(mean(Ans²)),mean(Ans^-1)^-1,e^(mean(ln(Ans:End:Ans(1


    Input is a list of two integers in Ans.

    Output is stored in Ans and is automatically printed out when the program completes.



    Formulas used for geometric, harmonic, and quadratic means are based off of user202729's explanation.



    Example:



    {1,2
    {1 2}
    prgmCDGFB
    1.455688891
    {100,200
    {100 200}
    prgmCDGFB
    145.5688891


    Explanation:

    (Newlines have been added for clarification. They do NOT appear in the code.)



    While max(ΔList(Ans           ;loop until all elements of the current list are equal
    ; the maximum of the change in each element will be 0
    { ;create a list containing...
    mean(Ans), ; the arithmetic mean
    √(mean(Ans²)), ; the quadratic mean
    mean(Ans^-1)^-1, ; the harmonic mean
    e^(mean(ln(Ans ; and the geometric mean
    End
    Ans(1 ;keep the first element in "Ans" and implicitly print it




    Notes:



    TI-BASIC is a tokenized language. Character count does not equal byte count.



    e^( is this one-byte token.



    ^-1 is used for this one-byte token.

    I opted for writing ^-1 instead because the token looks like ֿ¹ when in a code block.



    √( is this one-byte token.



    ΔList( is this two-byte token.






    share|improve this answer











    $endgroup$













    • $begingroup$
      I think you can save a parenthesis by putting the geometric mean last.
      $endgroup$
      – Solomon Ucko
      Apr 1 at 11:06










    • $begingroup$
      @SolomonUcko ah, thanks for noticing! Didn't consider that before.
      $endgroup$
      – Tau
      Apr 1 at 13:01



















    5












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    Java 10, 234 229 214 211 215 206 203 196 180 177 bytes





    a->{for(;a[1]-a[0]>4e-9;){double l=a.length,A[]={0,0,0,1};for(var d:a){A[2]+=d/l;A[3]*=Math.pow(d,1/l);A[0]+=1/d;A[1]+=d*d;}A[0]=l/A[0];A[1]=Math.sqrt(A[1]/l);a=A;}return a[0];}


    -5 bytes thanks to @PeterCordes.

    -15 more bytes thanks to @PeterCordes, inspired by @RobinRyder's R answer.

    +4 bytes because I assumed the inputs are pre-ordered.

    -27 bytes thanks to @OlivierGrégoire.



    Try it online.



    Explanation:



    a->{                        // Method with double-array parameter and double return-type
    for(;a[1]-a[0] // Loop as long as the difference between the 2nd and 1st items
    >4e-9;){ // is larger than 0.000000004:
    double l=a.length, // Set `l` to the amount of values in the array `a`
    A[]={0,0,0,1}; // Create an array `A`, filled with the values [0,0,0,1]
    for(var d:a){ // Inner loop over the values of `a`:
    A[2]+=d/l; // Calculate the sum divided by the length in the third spot
    A[3]*=Math.pow(d,1/l);// The product of the power of 1/length in the fourth spot
    A[0]+=1/d; // The sum of 1/value in the first spot
    A[1]+=d*d; // And the sum of squares in the second spot
    } // After the inner loop:
    // (the third spot of the array now holds the Arithmetic Mean)
    // (the fourth spot of the array now holds the Geometric Mean)
    A[0]=l/A[0]; // Divide the length by the first spot
    // (this first spot of the array now holds the Harmonic Mean)
    A[1]=Math.sqrt(A[1]/l); // Take the square of the second spot divided by the length
    // (this second spot of the array now holds the Quadratic Mean)
    a=A; // And then replace input `a` with array `A`
    } // After the outer loop when all values are approximately equal:
    return a[0];} // Return the value in the first spot as result





    share|improve this answer











    $endgroup$













    • $begingroup$
      In C you could f+=Math.abs(d-D)<1e-9; and get implicit conversion from a boolean compare result to a 0 / 1 integer and then double. Does Java have any compact syntax for that? Or is it possible to do f+=Math.abs(d-D) and then check that the sum of absolute differences is small enough?
      $endgroup$
      – Peter Cordes
      Apr 2 at 2:28






    • 1




      $begingroup$
      Yup, for your test cases, f>1e-8 works as a loop condition: 229 bytes. a->{for(double f=1,D,A[],l;f>1e-8;a=A){D=a[0];A=new double[]{f=0,1,0,0};for(var d:a){f+=Math.abs(d-D);A[0]+=d;A[1]*=d;A[2]+=1/d;A[3]+=d*d;}A[0]/=l=a.length;A[1]=Math.pow(A[1],1/l);A[2]=l/A[2];A[3]=Math.sqrt(A[3]/l);}return a[0];}. With 1e-9, it runs slower (about twice the CPU time), having to do more iterations to get essentially 4 * d-D down that small. With 1e-7, it's about the same speed as 1e-8. With 1e-6, some of the trailing digits differ for one case.
      $endgroup$
      – Peter Cordes
      Apr 2 at 2:36






    • 1




      $begingroup$
      @RobinRyder's answer points out that the quadratic mean is always the largest, and harmonic always the smallest, so perhaps you can ditch f entirely and only check a[3]-a[2]<4e-9.
      $endgroup$
      – Peter Cordes
      Apr 2 at 7:32






    • 1




      $begingroup$
      @PeterCordes l==2|| you mean (golfed to l<3|). But yes, good point; I've added it. :)
      $endgroup$
      – Kevin Cruijssen
      Apr 2 at 8:03








    • 2




      $begingroup$
      180 bytes by aggregating aggregable reducers.
      $endgroup$
      – Olivier Grégoire
      Apr 2 at 8:45



















    3












    $begingroup$


    Charcoal, 40 bytes



    W‹⌊θ⌈θ≔⟦∕ΣθLθXΠθ∕¹Lθ∕LθΣ∕¹θ₂∕ΣXθ²Lθ⟧θI⊟θ


    Try it online! Link is to verbose version of code. Takes input as an array of numbers. Explanation:



    W‹⌊θ⌈θ


    Repeat while the array contains different values...



    ≔⟦....⟧θ


    ... replace the array with a list of values:



    ∕ΣθLθ


    ... the mean...



    XΠθ∕¹Lθ


    ... the geometric mean...



    ∕LθΣ∕¹θ


    ... the harmonic mean...



    ₂∕ΣXθ²Lθ


    ... and the root mean square.



    I⊟θ


    Cast an element of the array to string and implicitly print it.






    share|improve this answer









    $endgroup$





















      3












      $begingroup$


      Jelly, 24 bytes



      ;µ*Ɱ-;ؽ¤©Æm*İɼ;P½½ƊµÐLḢ


      Try it online!






      share|improve this answer









      $endgroup$





















        3












        $begingroup$


        PowerShell, 182 180 183 bytes



        $f={$a=$c=$d=$n=0
        $b=1
        $m=[math]
        $args|%{$n++
        $a+=$_
        $b*=$_
        $c+=1/$_
        $d+=+$_*$_}
        $p=($a/$n),$m::pow($b,1/$n),($n/$c),$m::sqrt($d/$n)|%{$m::round($_,9)}
        if($p-ne$p[0]){$p=&$f @p}$p[0]}


        Try it online!






        share|improve this answer











        $endgroup$













        • $begingroup$
          171 bytes
          $endgroup$
          – mazzy
          Apr 1 at 12:10










        • $begingroup$
          @mazzy, impressively :)
          $endgroup$
          – Andrei Odegov
          Apr 1 at 14:14



















        2












        $begingroup$


        Jelly, 25 24 bytes



        Wẋ4¹ÆlÆeƭ²½ƭİ4ƭÆm$€⁺µÐLḢ


        Try it online!



        Explanation



                            µÐL | Repeat until unchanged:
        W | Wrap as a list
        ẋ4 | Copy list 4 times
        ⁺ | Do twice:
        $€ | For each copy of the list:
        4ƭ | One of these functions, cycling between them:
        ¹ | Identity
        ÆlÆeƭ | Alternate between log and exp
        ²½ƭ | Alternate between square and square root
        İ | Reciprocal
        Æm | Then take the mean
        Ḣ| Finally take the first item





        share|improve this answer











        $endgroup$













        • $begingroup$
          I am fairly bad at Jelly, but could something similar to P*İL work for the geometric mean?
          $endgroup$
          – someone
          Mar 31 at 15:08












        • $begingroup$
          @someone it would need to be P*Lİ$ so wouldn’t save bytes. It would mean I could bring Æm back down a line without costing bytes, but I quite like the fact each one currently has an arithmetic mean at its core.
          $endgroup$
          – Nick Kennedy
          Mar 31 at 15:19



















        2












        $begingroup$


        05AB1E (legacy), 26 24 bytes



        Δ©ÅA®PYzmY®zO/®nÅAt)4V}н


        Try it online or see the steps of all test cases.



        Explanation:





        Δ         # Loop until the list no longer changes:
        © # Store the current list in the register (without popping)
        # (which is the implicit input-list in the first iteration)
        # Arithmetic mean:
        ÅA # Builtin to calculate the arithmetic mean of this list
        # Geometric mean:
        ®P # Take the product of the list from the register
        Yz # And 1/`Y` (NOTE: `Y` is 2 by default)
        m # Then take the result of the product to the power of 1/`Y`
        # (NOTE: a^(1/4) is the same as ⁴√a)
        # Harmonic mean:
        ®z # Get 1/x for each value x in the list from the register
        O # Take the sum of that
        Y / # And then divide `Y` by that sum
        # Quadratic mean:
        ®n # Take 2 to the power of each number x in the list from the register
        ÅA # Calculate the arithmetic mean of this list
        t # And then take the square-root of that
        ) # Wrap all four results into a list
        4V # And set variable `Y` now to 4 instead of 2
        }н # After the list no longer changes: pop and push its first value
        # (which is output implicitly as result)





        share|improve this answer











        $endgroup$





















          1












          $begingroup$


          C#, 173 bytes



          double m(int n,params double[]a)=>(n<1?a[0]:m(n-1,a.Sum()/a.Length,Math.Pow(a.Aggregate((t,x)=>t*x),1.0/a.Length),a.Length/a.Sum(x=>1/x),Math.Sqrt(a.Sum(x=>x*x)/a.Length)));


          Try it online!






          share|improve this answer









          $endgroup$









          • 2




            $begingroup$
            This seems to really on a variable that must be passed. Also, you have to include using System and using System.Linq in your byte count, since they are required for the program to run. You can change your compiler to the C# Visual Interactive Compiler, which doesn't need those imports. Also, 1.0 -> 1d
            $endgroup$
            – Embodiment of Ignorance
            Mar 31 at 20:59



















          1












          $begingroup$


          Clean, 124 bytes



          import StdEnv
          f=avg o limit o iteratel=let n=toReal(length l)in[avg l,prod l^(1.0/n),n/sum[1.0/x\x<-l],avg[x*x\x<-l]^0.5]


          Try it online!



          Performs the operation until the result stops changing.



          Hurray for limited precision floating point!






          share|improve this answer









          $endgroup$





















            1












            $begingroup$

            Pyth, 32 bytes



            h.Wt{H[.OZ@*FZJlZcJscL1Z@.O^R2Z2


            Try it online here, or verify all the test cases (bar two, see note below) at once here. Accepts input as a list.



            There seem to be some issues with rounding, as certain inputs don't converge correctly when they otherwise should. In particular, test case 0.01 100 gets stuck at values [6.748305820749738, 6.748305820749738, 6.748305820749739, 6.748305820749738], and test case 1.61 2.41 gets stuck at [1.9896543776640825, 1.9896543776640825, 1.9896543776640827, 1.9896543776640825] - note in both cases that the 3rd mean (harmonic mean) differs from the others.



            I'm not sure if this problem invalidates my entry, but I'm posting it anyway as it should work. If this isn't acceptable, it can be fixed by instering .RRT before the [, to round each of the means to 10 decimal places, as seen in this test suite.



            h.Wt{H[.OZ@*FZJlZcJscL1Z@.O^R2Z2)Q   Implicit: Q=eval(input())
            Trailing )Q inferred
            .W Q Funcitonal while: While condition is true, call inner. Starting value Q
            t{H Condition function: current input H
            {H Deduplicate H
            t Discard first value
            Empty list is falsey, so while is terminated when means converge
            [.OZ@*FZJlZcJscL1Z@.O^R2Z2) Inner function: current input Z
            JlZ Take length of Z, store in J
            .OZ (1) Arithmetic mean of Z
            *FZ Product of Z
            @ J (2) Jth root of the above
            L Z Map each element of Z...
            c 1 ... to its reciprocal
            s Sum the above
            cJ (3) J / the above
            R Z Map each element of Z...
            ^ 2 ... to its square
            .O Arithmetic mean of the above
            @ 2 (4) Square root of the above
            [ ) Wrap results (1), (2), (3), and (4) in a list
            This is used as the input for the next iteration of the loop
            h Take the first element of the result, implicit print





            share|improve this answer









            $endgroup$





















              1












              $begingroup$


              Japt v2.0a0 -g, 42 38 bytes



              â ÊÉ?ß[Ux²÷(V=UÊ)¬Ux÷V U×qV V÷Ux!÷1]:U


              There's got to be a shorter way... This is a monstrosity! Saved 4 bytes thanks to @Shaggy!



              Try it






              share|improve this answer











              $endgroup$













              • $begingroup$
                38 bytes. But I agree, there must be a shorter way!
                $endgroup$
                – Shaggy
                Apr 1 at 17:12



















              1












              $begingroup$


              C# (Visual C# Interactive Compiler), 177 bytes





              double f(double[]g)=>g.All(c=>Math.Abs(c-g[0])<1e-9)?g[0]:f(new[]{g.Sum()/(z=g.Length),Math.Pow(g.Aggregate((a,b)=>a*b),1d/z),z/g.Sum(x=>1/x),Math.Sqrt(g.Sum(x=>x*x)/z)});int z;


              Thanks to @KevinCruijjsen for pointing out that using floating point precision was causing problems! Would be 163 bytes if doubles were perfectly precise.



              Try it online!






              share|improve this answer











              $endgroup$













              • $begingroup$
                The last two test cases give a StackOverflowException due to floating point precision. Instead of c==g[0] you could do something like Math.Abs(c-g[0])<1e-9. Try it online.
                $endgroup$
                – Kevin Cruijssen
                Apr 1 at 9:01










              • $begingroup$
                @KevinCruijssen Thanks, it's such a pain dealing with floating point numbers
                $endgroup$
                – Embodiment of Ignorance
                Apr 2 at 15:32



















              1












              $begingroup$

              x86 machine code (SIMD 4x float using 128-bit SSE1&AVX) 94 bytes



              x86 machine code (SIMD 4x double using 256-bit AVX) 123 bytes



              float passes the test cases in the question, but with a loop-exit threshold small enough to make that happen, it's easy for it to get stuck in an infinite loop with random inputs.



              SSE1 packed-single-precision instructions are 3 bytes long, but SSE2 and simple AVX instructions are 4 bytes long. (Scalar-single instructions like sqrtss are also 4 bytes long, which is why I use sqrtps even though I only care about the low element. It's not even slower than sqrtss on modern hardware). I used AVX for non-destructive destination to save 2 bytes vs. movaps+op.

              In the double version we can still do a couple movlhps to copy 64-bit chunks (because often we only care about the low element of a horizontal sum). Horizontal sum of a 256-bit SIMD vector also requires an extra vextractf128 to get the high half, vs. the slow but small 2x haddps strategy for float. The double version also needs 2x 8-byte constants, instead of 2x 4-byte. Overall it comes out at close to 4/3 the size of the float version.



              mean(a,b) = mean(a,a,b,b) for all 4 of these means, so we can simply duplicate the input up to 4 elements and never have to implement length=2. Thus we can hardcode geometric mean as 4th-root = sqrt(sqrt), for example. And we only need one FP constant, 4.0.



              We have a single SIMD vector of all 4 [a_i, b_i, c_i, d_i]. From that, we calculate the 4 means as scalars in separate registers, and shuffle them back together for the next iteration. (Horizontal operations on SIMD vectors are inconvenient, but we need to do the same thing for all 4 elements in enough cases that it balances out. I started on an x87 version of this, but it was getting very long and not fun.)



              The loop-exit condition of }while(quadratic - harmonic > 4e-5) (or a smaller constant for double) is based on @RobinRyder's R answer, and Kevin Cruijssen's Java answer: quadratic mean is always the largest magnitude, and harmonic mean is always the smallest (ignoring rounding errors). So we can check the delta between those two to detect convergence. We return the arithmetic mean as the scalar result. It's usually between those two and is probably the least susceptible to rounding errors.



              Float version: callable as float meanmean_float_avx(__m128); with the arg and return value in xmm0. (So x86-64 System V, or Windows x64 vectorcall, but not x64 fastcall.) Or declare the return-type as __m128 so you can get at the quadratic and harmonic mean for testing.



              Letting this take 2 separate float args in xmm0 and xmm1 would cost 1 extra byte: we'd need a shufps with an imm8 (instead of just unpcklps xmm0,xmm0) to shuffle together and duplicate 2 inputs.



                  40  address                    align 32
              41 code bytes global meanmean_float_avx
              42 meanmean_float_avx:
              43 00000000 B9[52000000] mov ecx, .arith_mean ; allows 2-byte call reg, and a base for loading constants
              44 00000005 C4E2791861FC vbroadcastss xmm4, [rcx-4] ; float 4.0
              45
              46 ;; mean(a,b) = mean(a,b,a,b) for all 4 types of mean
              47 ;; so we only ever have to do the length=4 case
              48 0000000B 0F14C0 unpcklps xmm0,xmm0 ; [b,a] => [b,b,a,a]
              49
              50 ; do{ ... } while(quadratic - harmonic > threshold);
              51 .loop:
              52 ;;; XMM3 = geometric mean: not based on addition. (Transform to log would be hard. AVX512ER has exp with 23-bit accuracy, but not log. vgetexp = floor(lofg2(x)), so that's no good.)
              53 ;; sqrt once *first*, making magnitudes closer to 1.0 to reduce rounding error. Numbers are all positive so this is safe.
              54 ;; both sqrts first was better behaved, I think.
              55 0000000E 0F51D8 sqrtps xmm3, xmm0 ; xmm3 = 4th root(x)
              56 00000011 F30F16EB movshdup xmm5, xmm3 ; bring odd elements down to even
              57 00000015 0F59EB mulps xmm5, xmm3
              58 00000018 0F12DD movhlps xmm3, xmm5 ; high half -> low
              59 0000001B 0F59DD mulps xmm3, xmm5 ; xmm3[0] = hproduct(sqrt(xmm))
              60 ; sqrtps xmm3, xmm3 ; sqrt(hprod(sqrt)) = 4th root(hprod)
              61 ; common final step done after interleaving with quadratic mean
              62
              63 ;;; XMM2 = quadratic mean = max of the means
              64 0000001E C5F859E8 vmulps xmm5, xmm0,xmm0
              65 00000022 FFD1 call rcx ; arith mean of squares
              66 00000024 0F14EB unpcklps xmm5, xmm3 ; [quad^2, geo^2, ?, ?]
              67 00000027 0F51D5 sqrtps xmm2, xmm5 ; [quad, geo, ?, ?]
              68
              69 ;;; XMM1 = harmonic mean = min of the means
              70 0000002A C5D85EE8 vdivps xmm5, xmm4, xmm0 ; 4/x
              71 0000002E FFD1 call rcx ; arithmetic mean (under inversion)
              72 00000030 C5D85ECD vdivps xmm1, xmm4, xmm5 ; 4/. (the factor of 4 cancels out)
              73
              74 ;;; XMM5 = arithmetic mean
              75 00000034 0F28E8 movaps xmm5, xmm0
              76 00000037 FFD1 call rcx
              77
              78 00000039 0F14E9 unpcklps xmm5, xmm1 ; [arith, harm, ?,?]
              79 0000003C C5D014C2 vunpcklps xmm0, xmm5,xmm2 ; x = [arith, harm, quad, geo]
              80
              81 00000040 0F5CD1 subps xmm2, xmm1 ; largest - smallest mean: guaranteed non-negative
              82 00000043 0F2E51F8 ucomiss xmm2, [rcx-8] ; quad-harm > convergence_threshold
              83 00000047 73C5 jae .loop
              84
              85 ; return with the arithmetic mean in the low element of xmm0 = scalar return value
              86 00000049 C3 ret
              87
              88 ;;; "constant pool" between the main function and the helper, like ARM literal pools
              89 0000004A ACC52738 .fpconst_threshold: dd 4e-5 ; 4.3e-5 is the highest we can go and still pass the main test cases
              90 0000004E 00008040 .fpconst_4: dd 4.0
              91 .arith_mean: ; returns XMM5 = hsum(xmm5)/4.
              92 00000052 C5D37CED vhaddps xmm5, xmm5 ; slow but small
              93 00000056 C5D37CED vhaddps xmm5, xmm5
              94 0000005A 0F5EEC divps xmm5, xmm4 ; divide before/after summing doesn't matter mathematically or numerically; divisor is a power of 2
              95 0000005D C3 ret

              96 0000005E 5E000000 .size: dd $ - meanmean_float_avx
              0x5e = 94 bytes


              (NASM listing created with nasm -felf64 mean-mean.asm -l/dev/stdout | cut -b -34,$((34+6))-. Strip the listing part and recover the source with cut -b 34- > mean-mean.asm)



              SIMD horizontal sum and divide by 4 (i.e. arithmetic mean) is implemented in a separate function that we call (with a function pointer to amortize the cost of the address). With 4/x before/after, or x^2 before and sqrt after, we get the harmonic mean and quadratic mean. (It was painful to write these div instructions instead of multiplying by an exactly-representable 0.25.)



              Geometric mean is implemented separately with multiply and chained sqrt. Or with one sqrt first to reduce exponent magnitude and maybe help numerical precision. log is not available, only floor(log2(x)) via AVX512 vgetexpps/pd. Exp is sort of available via AVX512ER (Xeon Phi only), but with only 2^-23 precision.



              Mixing 128-bit AVX instructions and legacy SSE is not a performance problem. Mixing 256-bit AVX with legacy SSE can be on Haswell, but on Skylake it just potentially creates a potential false dependency for SSE instructions. I think my double version avoids any unnecessary loop-carried dep chains, and bottlenecks
              on div/sqrt latency/throughput.



              Double version:



                 108                             global meanmean_double_avx
              109 meanmean_double_avx:
              110 00000080 B9[E8000000] mov ecx, .arith_mean
              111 00000085 C4E27D1961F8 vbroadcastsd ymm4, [rcx-8] ; float 4.0
              112
              113 ;; mean(a,b) = mean(a,b,a,b) for all 4 types of mean
              114 ;; so we only ever have to do the length=4 case
              115 0000008B C4E37D18C001 vinsertf128 ymm0, ymm0, xmm0, 1 ; [b,a] => [b,a,b,a]
              116
              117 .loop:
              118 ;;; XMM3 = geometric mean: not based on addition.
              119 00000091 C5FD51D8 vsqrtpd ymm3, ymm0 ; sqrt first to get magnitude closer to 1.0 for better(?) numerical precision
              120 00000095 C4E37D19DD01 vextractf128 xmm5, ymm3, 1 ; extract high lane
              121 0000009B C5D159EB vmulpd xmm5, xmm3
              122 0000009F 0F12DD movhlps xmm3, xmm5 ; extract high half
              123 000000A2 F20F59DD mulsd xmm3, xmm5 ; xmm3 = hproduct(sqrt(xmm0))
              124 ; sqrtsd xmm3, xmm3 ; xmm3 = 4th root = geomean(xmm0) ;deferred until quadratic
              125
              126 ;;; XMM2 = quadratic mean = max of the means
              127 000000A6 C5FD59E8 vmulpd ymm5, ymm0,ymm0
              128 000000AA FFD1 call rcx ; arith mean of squares
              129 000000AC 0F16EB movlhps xmm5, xmm3 ; [quad^2, geo^2]
              130 000000AF 660F51D5 sqrtpd xmm2, xmm5 ; [quad , geo]
              131
              132 ;;; XMM1 = harmonic mean = min of the means
              133 000000B3 C5DD5EE8 vdivpd ymm5, ymm4, ymm0 ; 4/x
              134 000000B7 FFD1 call rcx ; arithmetic mean under inversion
              135 000000B9 C5DB5ECD vdivsd xmm1, xmm4, xmm5 ; 4/. (the factor of 4 cancels out)
              136
              137 ;;; XMM5 = arithmetic mean
              138 000000BD C5FC28E8 vmovaps ymm5, ymm0
              139 000000C1 FFD1 call rcx
              140
              141 000000C3 0F16E9 movlhps xmm5, xmm1 ; [arith, harm]
              142 000000C6 C4E35518C201 vinsertf128 ymm0, ymm5, xmm2, 1 ; x = [arith, harm, quad, geo]
              143
              144 000000CC C5EB5CD1 vsubsd xmm2, xmm1 ; largest - smallest mean: guaranteed non-negative
              145 000000D0 660F2E51F0 ucomisd xmm2, [rcx-16] ; quad - harm > threshold
              146 000000D5 77BA ja .loop
              147
              148 ; vzeroupper ; not needed for correctness, only performance
              149 ; return with the arithmetic mean in the low element of xmm0 = scalar return value
              150 000000D7 C3 ret
              151
              152 ; "literal pool" between the function
              153 000000D8 95D626E80B2E113E .fpconst_threshold: dq 1e-9
              154 000000E0 0000000000001040 .fpconst_4: dq 4.0 ; TODO: golf these zeros? vpbroadcastb and convert?
              155 .arith_mean: ; returns YMM5 = hsum(ymm5)/4.
              156 000000E8 C4E37D19EF01 vextractf128 xmm7, ymm5, 1
              157 000000EE C5D158EF vaddpd xmm5, xmm7
              158 000000F2 C5D17CED vhaddpd xmm5, xmm5 ; slow but small
              159 000000F6 C5D35EEC vdivsd xmm5, xmm4 ; only low element matters
              160 000000FA C3 ret

              161 000000FB 7B000000 .size: dd $ - meanmean_double_avx

              0x7b = 123 bytes




              C test harness



              #include <immintrin.h>
              #include <stdio.h>
              #include <math.h>

              static const struct ab_avg {
              double a,b;
              double mean;
              } testcases[] = {
              {1, 1, 1},
              {1, 2, 1.45568889},
              {100, 200, 145.568889},
              {2.71, 3.14, 2.92103713},
              {0.57, 1.78, 1.0848205},
              {1.61, 2.41, 1.98965438},
              {0.01, 100, 6.7483058},
              };

              // see asm comments for order of arith, harm, quad, geo
              __m128 meanmean_float_avx(__m128); // or float ...
              __m256d meanmean_double_avx(__m128d); // or double ...
              int main(void) {
              int len = sizeof(testcases) / sizeof(testcases[0]);
              for(int i=0 ; i<len ; i++) {
              const struct ab_avg *p = &testcases[i];
              #if 1
              __m128 arg = _mm_set_ps(0,0, p->b, p->a);
              double res = meanmean_float_avx(arg)[0];
              #else
              __m128d arg = _mm_loadu_pd(&p->a);
              double res = meanmean_double_avx(arg)[0];
              #endif
              double allowed_diff = (p->b - p->a) / 100000.0;
              double delta = fabs(p->mean - res);
              if (delta > 1e-3 || delta > allowed_diff) {
              printf("%f %f => %.9f but we got %.9f. delta = %g allowed=%gn",
              p->a, p->b, p->mean, res, p->mean - res, allowed_diff);
              }
              }



              while(1) {
              double a = drand48(), b = drand48(); // range= [0..1)
              if (a>b) {
              double tmp=a;
              a=b;
              b=tmp; // sorted
              }
              // a *= 0.00000001;
              // b *= 123156;
              // a += 1<<11; b += (1<<12)+1; // float version gets stuck inflooping on 2048.04, 4097.18 at fpthreshold = 4e-5

              // a *= 1<<11 ; b *= 1<<11; // scaling to large magnitude makes sum of squares loses more precision
              //a += 1<<11; b+= 1<<11; // adding to large magnitude is hard for everything, catastrophic cancellation
              #if 1
              printf("testing float %g, %gn", a, b);
              __m128 arg = _mm_set_ps(0,0, b, a);
              __m128 res = meanmean_float_avx(arg);
              double quad = res[2], harm = res[1]; // same order as double... for now
              #else
              printf("testing double %g, %gn", a, b);
              __m128d arg = _mm_set_pd(b, a);
              __m256d res = meanmean_double_avx(arg);
              double quad = res[2], harm = res[1];
              #endif
              double delta = fabs(quad - harm);
              double allowed_diff = (b - a) / 100000.0; // calculated in double even for the float case.
              // TODO: use the double res as a reference for float res
              // instead of just checking quadratic vs. harmonic mean

              if (delta > 1e-3 || delta > allowed_diff) {
              printf("%g %g we got q=%g, h=%g, a=%g. delta = %g, allowed=%gn",
              a, b, quad, harm, res[0], quad-harm, allowed_diff);
              }
              }

              }


              Build with:



              nasm -felf64 mean-mean.asm &&
              gcc -no-pie -fno-pie -g -O2 -march=native mean-mean.c mean-mean.o


              Obviously you need a CPU with AVX support, or an emulator like Intel SDE. To compile on a host without native AVX support, use -march=sandybridge or -mavx



              Run: passes the hard-coded test cases, but for the float version, random test cases often fail the (b-a)/10000 threshold set in the question.



              $ ./a.out
              (note: empty output before the first "testing float" means clean pass on the constant test cases)
              testing float 3.90799e-14, 0.000985395
              3.90799e-14 0.000985395 we got q=3.20062e-10, h=3.58723e-05, a=2.50934e-05. delta = -3.5872e-05, allowed=9.85395e-09
              testing float 0.041631, 0.176643
              testing float 0.0913306, 0.364602
              testing float 0.0922976, 0.487217
              testing float 0.454433, 0.52675
              0.454433 0.52675 we got q=0.48992, h=0.489927, a=0.489925. delta = -6.79493e-06, allowed=7.23169e-07
              testing float 0.233178, 0.831292
              testing float 0.56806, 0.931731
              testing float 0.0508319, 0.556094
              testing float 0.0189148, 0.767051
              0.0189148 0.767051 we got q=0.210471, h=0.210484, a=0.21048. delta = -1.37389e-05, allowed=7.48136e-06
              testing float 0.25236, 0.298197
              0.25236 0.298197 we got q=0.274796, h=0.274803, a=0.274801. delta = -6.19888e-06, allowed=4.58374e-07
              testing float 0.531557, 0.875981
              testing float 0.515431, 0.920261
              testing float 0.18842, 0.810429
              testing float 0.570614, 0.886314
              testing float 0.0767746, 0.815274
              testing float 0.118352, 0.984891
              0.118352 0.984891 we got q=0.427845, h=0.427872, a=0.427863. delta = -2.66135e-05, allowed=8.66539e-06
              testing float 0.784484, 0.893906
              0.784484 0.893906 we got q=0.838297, h=0.838304, a=0.838302. delta = -7.09295e-06, allowed=1.09422e-06


              FP errors are enough that quad-harm comes out less than zero for some inputs.



              Or with a += 1<<11; b += (1<<12)+1; uncommented:



              testing float 2048, 4097
              testing float 2048.04, 4097.18
              ^C (stuck in an infinite loop).


              None of these problems happen with double. Comment out the printf before each test to see that the output is empty (nothing from the if(delta too high) block).



              TODO: use the double version as a reference for the float version, instead of just looking at how they converging with quad-harm.






              share|improve this answer











              $endgroup$





















                1












                $begingroup$

                Javascript - 186 bytes



                Takes input as an array of numbers. Uses the mean transformations in J42161217's answer to shorten the code.



                Try It Online



                f=(v,l=[m=(w,k=0)=>w.map(x=>k+=x)&&k/w.length,w=>1/m(w.map(x=>1/x)),w=>Math.E**m(w.map(x=>Math.log(x))),w=>m(w.map(x=>x**2))**.5].map(x=>x(v)).sort((a,b)=>a-b))=>l[3]-l[0]>1e-5?f(l):l[0]


                Explanation



                f = (
                v,
                l=[
                m=(w,k=0)=>w.map(x=>k+=x)&&k/w.length, // m = w => arithmetic mean of values in w
                w=>1/m(w.map(x=>1/x)), // w => harmonic mean of values in w
                w=>Math.E**m(w.map(x=>Math.log(x))), // w => geometric mean of values in w
                w=>m(w.map(x=>x**2))**.5 // w => quadratic mean of values in w
                ].map(x=>x(v)) // get array of each mean using input v, stored in l
                .sort((a,b)=>a-b) // sort the outputs
                ) =>
                l[3] - l[0] > 1e-5 ? // is the difference between the largest
                // and smallest means > 1/100000?
                f(l) : // if yes, get the mean mean of the means
                l[0] // if no, arbitrarily return the smallest value
                // as close enough





                share|improve this answer











                $endgroup$













                • $begingroup$
                  I thought I was going to be clever and implement the relationship with logarithms but it looks like you and J42161217 got there first!
                  $endgroup$
                  – Pureferret
                  Apr 3 at 11:08










                • $begingroup$
                  @Pureferret I take no credit for that,I blatantly stole it :D
                  $endgroup$
                  – asgallant
                  Apr 3 at 15:58












                • $begingroup$
                  you wrote it in JavaScript though!
                  $endgroup$
                  – Pureferret
                  Apr 3 at 15:59






                • 1




                  $begingroup$
                  That was the easy part. Golfing it was hard.
                  $endgroup$
                  – asgallant
                  Apr 3 at 16:13






                • 1




                  $begingroup$
                  The TIL was not configured correctly. I added a TIL link to the answer.
                  $endgroup$
                  – asgallant
                  Apr 4 at 16:27



















                0












                $begingroup$


                Perl 5, 92 72 bytes





                sub f{@_=map{$m=$_;sum(map$_**$m/@_,@_)**(1/$m)}1,1e-9,-1,2for 1..9;pop}


                Try it online!



                ...using some dirty tricks.






                share|improve this answer











                $endgroup$





















                  0












                  $begingroup$


                  SNOBOL4 (CSNOBOL4), 296 bytes



                  	X =INPUT
                  Y =INPUT
                  A =(X + Y) / 2.
                  P =X * Y
                  G =P ^ 0.5
                  H =P / A
                  Q =(2 * (A ^ 2) - P) ^ 0.5
                  O OUTPUT =EQ(Q,A) Q :S(END)
                  M =A
                  N =G
                  O =H
                  P =Q
                  A =(M + N + O + P) / 4
                  G =(M * N * O * P) ^ 0.25
                  H =4 / (1 / M + 1 / N + 1 / O + 1 / P)
                  Q =((M ^ 2 + N ^ 2 + O ^ 2 + P ^ 2) / 4) ^ 0.5 :(O)
                  END


                  Try it online!



                  Straightforward implementation. Uses a trick from my answer to a related question to golf a bit more.






                  share|improve this answer









                  $endgroup$














                    Your Answer





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                    19 Answers
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                    19 Answers
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                    active

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                    active

                    oldest

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                    13












                    $begingroup$


                    Wolfram Language (Mathematica), 52 bytes



                    #//.x_:>N@{M@x,E^M@Log@x,1/M[1/x],M[x^2]^.5}&
                    M=Mean


                    Try it online!



                    In my first approach I used these builtins
                    Mean GeometricMean HarmonicMean and RootMeanSquare



                    Here are some substitutions for saving bytes



                    HarmonicMean --> 1/Mean[1/x] by @Robin Ryder (3 bytes saved)
                    GeometricMean --> E^Mean@Log@x by @A. Rex (2 bytes saved)
                    RootMeanSquare --> Mean[x^2]^.5 by @A. Rex (4 bytes saved)



                    finally we can assign Mean to M (as proposed by @ovs) and save 5 more bytes






                    share|improve this answer











                    $endgroup$













                    • $begingroup$
                      Save 2 bytes by recoding GeometricMean
                      $endgroup$
                      – Robin Ryder
                      Apr 1 at 9:58












                    • $begingroup$
                      @RobinRyder I believe you mean Harmonic.. nice!
                      $endgroup$
                      – J42161217
                      Apr 1 at 10:04






                    • 1




                      $begingroup$
                      Save 8 more bytes: #//.x_:>N@{Mean@x,E^Mean@Log@x,1/Mean[1/x],Mean[x^2]^.5}&
                      $endgroup$
                      – A. Rex
                      Apr 1 at 10:41










                    • $begingroup$
                      @ovs edited.....
                      $endgroup$
                      – J42161217
                      Apr 1 at 11:27
















                    13












                    $begingroup$


                    Wolfram Language (Mathematica), 52 bytes



                    #//.x_:>N@{M@x,E^M@Log@x,1/M[1/x],M[x^2]^.5}&
                    M=Mean


                    Try it online!



                    In my first approach I used these builtins
                    Mean GeometricMean HarmonicMean and RootMeanSquare



                    Here are some substitutions for saving bytes



                    HarmonicMean --> 1/Mean[1/x] by @Robin Ryder (3 bytes saved)
                    GeometricMean --> E^Mean@Log@x by @A. Rex (2 bytes saved)
                    RootMeanSquare --> Mean[x^2]^.5 by @A. Rex (4 bytes saved)



                    finally we can assign Mean to M (as proposed by @ovs) and save 5 more bytes






                    share|improve this answer











                    $endgroup$













                    • $begingroup$
                      Save 2 bytes by recoding GeometricMean
                      $endgroup$
                      – Robin Ryder
                      Apr 1 at 9:58












                    • $begingroup$
                      @RobinRyder I believe you mean Harmonic.. nice!
                      $endgroup$
                      – J42161217
                      Apr 1 at 10:04






                    • 1




                      $begingroup$
                      Save 8 more bytes: #//.x_:>N@{Mean@x,E^Mean@Log@x,1/Mean[1/x],Mean[x^2]^.5}&
                      $endgroup$
                      – A. Rex
                      Apr 1 at 10:41










                    • $begingroup$
                      @ovs edited.....
                      $endgroup$
                      – J42161217
                      Apr 1 at 11:27














                    13












                    13








                    13





                    $begingroup$


                    Wolfram Language (Mathematica), 52 bytes



                    #//.x_:>N@{M@x,E^M@Log@x,1/M[1/x],M[x^2]^.5}&
                    M=Mean


                    Try it online!



                    In my first approach I used these builtins
                    Mean GeometricMean HarmonicMean and RootMeanSquare



                    Here are some substitutions for saving bytes



                    HarmonicMean --> 1/Mean[1/x] by @Robin Ryder (3 bytes saved)
                    GeometricMean --> E^Mean@Log@x by @A. Rex (2 bytes saved)
                    RootMeanSquare --> Mean[x^2]^.5 by @A. Rex (4 bytes saved)



                    finally we can assign Mean to M (as proposed by @ovs) and save 5 more bytes






                    share|improve this answer











                    $endgroup$




                    Wolfram Language (Mathematica), 52 bytes



                    #//.x_:>N@{M@x,E^M@Log@x,1/M[1/x],M[x^2]^.5}&
                    M=Mean


                    Try it online!



                    In my first approach I used these builtins
                    Mean GeometricMean HarmonicMean and RootMeanSquare



                    Here are some substitutions for saving bytes



                    HarmonicMean --> 1/Mean[1/x] by @Robin Ryder (3 bytes saved)
                    GeometricMean --> E^Mean@Log@x by @A. Rex (2 bytes saved)
                    RootMeanSquare --> Mean[x^2]^.5 by @A. Rex (4 bytes saved)



                    finally we can assign Mean to M (as proposed by @ovs) and save 5 more bytes







                    share|improve this answer














                    share|improve this answer



                    share|improve this answer








                    edited Apr 1 at 11:26

























                    answered Mar 31 at 8:39









                    J42161217J42161217

                    13.8k21253




                    13.8k21253












                    • $begingroup$
                      Save 2 bytes by recoding GeometricMean
                      $endgroup$
                      – Robin Ryder
                      Apr 1 at 9:58












                    • $begingroup$
                      @RobinRyder I believe you mean Harmonic.. nice!
                      $endgroup$
                      – J42161217
                      Apr 1 at 10:04






                    • 1




                      $begingroup$
                      Save 8 more bytes: #//.x_:>N@{Mean@x,E^Mean@Log@x,1/Mean[1/x],Mean[x^2]^.5}&
                      $endgroup$
                      – A. Rex
                      Apr 1 at 10:41










                    • $begingroup$
                      @ovs edited.....
                      $endgroup$
                      – J42161217
                      Apr 1 at 11:27


















                    • $begingroup$
                      Save 2 bytes by recoding GeometricMean
                      $endgroup$
                      – Robin Ryder
                      Apr 1 at 9:58












                    • $begingroup$
                      @RobinRyder I believe you mean Harmonic.. nice!
                      $endgroup$
                      – J42161217
                      Apr 1 at 10:04






                    • 1




                      $begingroup$
                      Save 8 more bytes: #//.x_:>N@{Mean@x,E^Mean@Log@x,1/Mean[1/x],Mean[x^2]^.5}&
                      $endgroup$
                      – A. Rex
                      Apr 1 at 10:41










                    • $begingroup$
                      @ovs edited.....
                      $endgroup$
                      – J42161217
                      Apr 1 at 11:27
















                    $begingroup$
                    Save 2 bytes by recoding GeometricMean
                    $endgroup$
                    – Robin Ryder
                    Apr 1 at 9:58






                    $begingroup$
                    Save 2 bytes by recoding GeometricMean
                    $endgroup$
                    – Robin Ryder
                    Apr 1 at 9:58














                    $begingroup$
                    @RobinRyder I believe you mean Harmonic.. nice!
                    $endgroup$
                    – J42161217
                    Apr 1 at 10:04




                    $begingroup$
                    @RobinRyder I believe you mean Harmonic.. nice!
                    $endgroup$
                    – J42161217
                    Apr 1 at 10:04




                    1




                    1




                    $begingroup$
                    Save 8 more bytes: #//.x_:>N@{Mean@x,E^Mean@Log@x,1/Mean[1/x],Mean[x^2]^.5}&
                    $endgroup$
                    – A. Rex
                    Apr 1 at 10:41




                    $begingroup$
                    Save 8 more bytes: #//.x_:>N@{Mean@x,E^Mean@Log@x,1/Mean[1/x],Mean[x^2]^.5}&
                    $endgroup$
                    – A. Rex
                    Apr 1 at 10:41












                    $begingroup$
                    @ovs edited.....
                    $endgroup$
                    – J42161217
                    Apr 1 at 11:27




                    $begingroup$
                    @ovs edited.....
                    $endgroup$
                    – J42161217
                    Apr 1 at 11:27











                    10












                    $begingroup$

                    R, 70 69 67 bytes



                    x=scan();`?`=mean;while(x-?x)x=c((?x^2)^.5,?x,2^?log2(x),1/?1/x);?x


                    Try it online!



                    -1 byte with better conditioning.
                    -2 bytes by switching to base 2.



                    Like some other answers, this uses the expression of the geometric mean as an arithmetic mean on the log scale (here in base 2):
                    $$M_0(x_1,ldots, x_n) = 2^{M_1(log_2 x_1,ldots,log_2 x_n)}.$$



                    It also uses the fact that $forall k, d_kgeq a_k geq b_kgeq c_k$, i.e. $d_k=max(a_k, b_k, c_k, d_k)$. The condition $a_k=b_k=c_k=d_k$ is therefore equivalent to $d_k = M_1(a_k, b_k, c_k, d_k)$, which is what I use in the while loop; this is achieved by abusing the syntax of while which only considers the first element when the condition is a vector, hence the order in which the means are stored. (Note that we could also use $c_k$ instead since it is the minimum of the four, but we could not use $a_k$ or $b_k$ in the condition.)



                    When we exit the while loop, x is a constant vector. The final ?x computes its mean to reduce it to a scalar.






                    share|improve this answer











                    $endgroup$









                    • 1




                      $begingroup$
                      Shouldn't it be $ln x_n$ instead of $log x_n$ ?
                      $endgroup$
                      – Tau
                      Mar 31 at 23:40










                    • $begingroup$
                      @Tau Yes, I was denoting natural logarithm by $ log$, which is the default in R. Anyway, I have now changed it to base 2 logarithm for -2 bytes.
                      $endgroup$
                      – Robin Ryder
                      Apr 1 at 7:14
















                    10












                    $begingroup$

                    R, 70 69 67 bytes



                    x=scan();`?`=mean;while(x-?x)x=c((?x^2)^.5,?x,2^?log2(x),1/?1/x);?x


                    Try it online!



                    -1 byte with better conditioning.
                    -2 bytes by switching to base 2.



                    Like some other answers, this uses the expression of the geometric mean as an arithmetic mean on the log scale (here in base 2):
                    $$M_0(x_1,ldots, x_n) = 2^{M_1(log_2 x_1,ldots,log_2 x_n)}.$$



                    It also uses the fact that $forall k, d_kgeq a_k geq b_kgeq c_k$, i.e. $d_k=max(a_k, b_k, c_k, d_k)$. The condition $a_k=b_k=c_k=d_k$ is therefore equivalent to $d_k = M_1(a_k, b_k, c_k, d_k)$, which is what I use in the while loop; this is achieved by abusing the syntax of while which only considers the first element when the condition is a vector, hence the order in which the means are stored. (Note that we could also use $c_k$ instead since it is the minimum of the four, but we could not use $a_k$ or $b_k$ in the condition.)



                    When we exit the while loop, x is a constant vector. The final ?x computes its mean to reduce it to a scalar.






                    share|improve this answer











                    $endgroup$









                    • 1




                      $begingroup$
                      Shouldn't it be $ln x_n$ instead of $log x_n$ ?
                      $endgroup$
                      – Tau
                      Mar 31 at 23:40










                    • $begingroup$
                      @Tau Yes, I was denoting natural logarithm by $ log$, which is the default in R. Anyway, I have now changed it to base 2 logarithm for -2 bytes.
                      $endgroup$
                      – Robin Ryder
                      Apr 1 at 7:14














                    10












                    10








                    10





                    $begingroup$

                    R, 70 69 67 bytes



                    x=scan();`?`=mean;while(x-?x)x=c((?x^2)^.5,?x,2^?log2(x),1/?1/x);?x


                    Try it online!



                    -1 byte with better conditioning.
                    -2 bytes by switching to base 2.



                    Like some other answers, this uses the expression of the geometric mean as an arithmetic mean on the log scale (here in base 2):
                    $$M_0(x_1,ldots, x_n) = 2^{M_1(log_2 x_1,ldots,log_2 x_n)}.$$



                    It also uses the fact that $forall k, d_kgeq a_k geq b_kgeq c_k$, i.e. $d_k=max(a_k, b_k, c_k, d_k)$. The condition $a_k=b_k=c_k=d_k$ is therefore equivalent to $d_k = M_1(a_k, b_k, c_k, d_k)$, which is what I use in the while loop; this is achieved by abusing the syntax of while which only considers the first element when the condition is a vector, hence the order in which the means are stored. (Note that we could also use $c_k$ instead since it is the minimum of the four, but we could not use $a_k$ or $b_k$ in the condition.)



                    When we exit the while loop, x is a constant vector. The final ?x computes its mean to reduce it to a scalar.






                    share|improve this answer











                    $endgroup$



                    R, 70 69 67 bytes



                    x=scan();`?`=mean;while(x-?x)x=c((?x^2)^.5,?x,2^?log2(x),1/?1/x);?x


                    Try it online!



                    -1 byte with better conditioning.
                    -2 bytes by switching to base 2.



                    Like some other answers, this uses the expression of the geometric mean as an arithmetic mean on the log scale (here in base 2):
                    $$M_0(x_1,ldots, x_n) = 2^{M_1(log_2 x_1,ldots,log_2 x_n)}.$$



                    It also uses the fact that $forall k, d_kgeq a_k geq b_kgeq c_k$, i.e. $d_k=max(a_k, b_k, c_k, d_k)$. The condition $a_k=b_k=c_k=d_k$ is therefore equivalent to $d_k = M_1(a_k, b_k, c_k, d_k)$, which is what I use in the while loop; this is achieved by abusing the syntax of while which only considers the first element when the condition is a vector, hence the order in which the means are stored. (Note that we could also use $c_k$ instead since it is the minimum of the four, but we could not use $a_k$ or $b_k$ in the condition.)



                    When we exit the while loop, x is a constant vector. The final ?x computes its mean to reduce it to a scalar.







                    share|improve this answer














                    share|improve this answer



                    share|improve this answer








                    edited Apr 2 at 7:55

























                    answered Mar 31 at 19:35









                    Robin RyderRobin Ryder

                    5417




                    5417








                    • 1




                      $begingroup$
                      Shouldn't it be $ln x_n$ instead of $log x_n$ ?
                      $endgroup$
                      – Tau
                      Mar 31 at 23:40










                    • $begingroup$
                      @Tau Yes, I was denoting natural logarithm by $ log$, which is the default in R. Anyway, I have now changed it to base 2 logarithm for -2 bytes.
                      $endgroup$
                      – Robin Ryder
                      Apr 1 at 7:14














                    • 1




                      $begingroup$
                      Shouldn't it be $ln x_n$ instead of $log x_n$ ?
                      $endgroup$
                      – Tau
                      Mar 31 at 23:40










                    • $begingroup$
                      @Tau Yes, I was denoting natural logarithm by $ log$, which is the default in R. Anyway, I have now changed it to base 2 logarithm for -2 bytes.
                      $endgroup$
                      – Robin Ryder
                      Apr 1 at 7:14








                    1




                    1




                    $begingroup$
                    Shouldn't it be $ln x_n$ instead of $log x_n$ ?
                    $endgroup$
                    – Tau
                    Mar 31 at 23:40




                    $begingroup$
                    Shouldn't it be $ln x_n$ instead of $log x_n$ ?
                    $endgroup$
                    – Tau
                    Mar 31 at 23:40












                    $begingroup$
                    @Tau Yes, I was denoting natural logarithm by $ log$, which is the default in R. Anyway, I have now changed it to base 2 logarithm for -2 bytes.
                    $endgroup$
                    – Robin Ryder
                    Apr 1 at 7:14




                    $begingroup$
                    @Tau Yes, I was denoting natural logarithm by $ log$, which is the default in R. Anyway, I have now changed it to base 2 logarithm for -2 bytes.
                    $endgroup$
                    – Robin Ryder
                    Apr 1 at 7:14











                    6












                    $begingroup$


                    J, 34 bytes



                    (31 as an expression without the assignment to variable f)



                    f=:1{(^.z,%z,*:z,[z=:(+/%#)&.:)^:_


                    Try it online!



                    For functions a and b, a &.: b ("a under b" (related challenge)) is equivalent to (b inv) a b -- apply b, then a, then inverse of b. In this case, geometric/harmonic/quadratic mean is the arithmetic mean "under" logarithm, inversion, and square respectively.






                    share|improve this answer











                    $endgroup$


















                      6












                      $begingroup$


                      J, 34 bytes



                      (31 as an expression without the assignment to variable f)



                      f=:1{(^.z,%z,*:z,[z=:(+/%#)&.:)^:_


                      Try it online!



                      For functions a and b, a &.: b ("a under b" (related challenge)) is equivalent to (b inv) a b -- apply b, then a, then inverse of b. In this case, geometric/harmonic/quadratic mean is the arithmetic mean "under" logarithm, inversion, and square respectively.






                      share|improve this answer











                      $endgroup$
















                        6












                        6








                        6





                        $begingroup$


                        J, 34 bytes



                        (31 as an expression without the assignment to variable f)



                        f=:1{(^.z,%z,*:z,[z=:(+/%#)&.:)^:_


                        Try it online!



                        For functions a and b, a &.: b ("a under b" (related challenge)) is equivalent to (b inv) a b -- apply b, then a, then inverse of b. In this case, geometric/harmonic/quadratic mean is the arithmetic mean "under" logarithm, inversion, and square respectively.






                        share|improve this answer











                        $endgroup$




                        J, 34 bytes



                        (31 as an expression without the assignment to variable f)



                        f=:1{(^.z,%z,*:z,[z=:(+/%#)&.:)^:_


                        Try it online!



                        For functions a and b, a &.: b ("a under b" (related challenge)) is equivalent to (b inv) a b -- apply b, then a, then inverse of b. In this case, geometric/harmonic/quadratic mean is the arithmetic mean "under" logarithm, inversion, and square respectively.







                        share|improve this answer














                        share|improve this answer



                        share|improve this answer








                        edited Mar 31 at 15:26

























                        answered Mar 31 at 14:00









                        user202729user202729

                        14.2k12653




                        14.2k12653























                            5












                            $begingroup$

                            TI-BASIC, 42 35 34 bytes



                            -1 byte thanks to @SolomonUcko



                            While max(ΔList(Ans:{mean(Ans),√(mean(Ans²)),mean(Ans^-1)^-1,e^(mean(ln(Ans:End:Ans(1


                            Input is a list of two integers in Ans.

                            Output is stored in Ans and is automatically printed out when the program completes.



                            Formulas used for geometric, harmonic, and quadratic means are based off of user202729's explanation.



                            Example:



                            {1,2
                            {1 2}
                            prgmCDGFB
                            1.455688891
                            {100,200
                            {100 200}
                            prgmCDGFB
                            145.5688891


                            Explanation:

                            (Newlines have been added for clarification. They do NOT appear in the code.)



                            While max(ΔList(Ans           ;loop until all elements of the current list are equal
                            ; the maximum of the change in each element will be 0
                            { ;create a list containing...
                            mean(Ans), ; the arithmetic mean
                            √(mean(Ans²)), ; the quadratic mean
                            mean(Ans^-1)^-1, ; the harmonic mean
                            e^(mean(ln(Ans ; and the geometric mean
                            End
                            Ans(1 ;keep the first element in "Ans" and implicitly print it




                            Notes:



                            TI-BASIC is a tokenized language. Character count does not equal byte count.



                            e^( is this one-byte token.



                            ^-1 is used for this one-byte token.

                            I opted for writing ^-1 instead because the token looks like ֿ¹ when in a code block.



                            √( is this one-byte token.



                            ΔList( is this two-byte token.






                            share|improve this answer











                            $endgroup$













                            • $begingroup$
                              I think you can save a parenthesis by putting the geometric mean last.
                              $endgroup$
                              – Solomon Ucko
                              Apr 1 at 11:06










                            • $begingroup$
                              @SolomonUcko ah, thanks for noticing! Didn't consider that before.
                              $endgroup$
                              – Tau
                              Apr 1 at 13:01
















                            5












                            $begingroup$

                            TI-BASIC, 42 35 34 bytes



                            -1 byte thanks to @SolomonUcko



                            While max(ΔList(Ans:{mean(Ans),√(mean(Ans²)),mean(Ans^-1)^-1,e^(mean(ln(Ans:End:Ans(1


                            Input is a list of two integers in Ans.

                            Output is stored in Ans and is automatically printed out when the program completes.



                            Formulas used for geometric, harmonic, and quadratic means are based off of user202729's explanation.



                            Example:



                            {1,2
                            {1 2}
                            prgmCDGFB
                            1.455688891
                            {100,200
                            {100 200}
                            prgmCDGFB
                            145.5688891


                            Explanation:

                            (Newlines have been added for clarification. They do NOT appear in the code.)



                            While max(ΔList(Ans           ;loop until all elements of the current list are equal
                            ; the maximum of the change in each element will be 0
                            { ;create a list containing...
                            mean(Ans), ; the arithmetic mean
                            √(mean(Ans²)), ; the quadratic mean
                            mean(Ans^-1)^-1, ; the harmonic mean
                            e^(mean(ln(Ans ; and the geometric mean
                            End
                            Ans(1 ;keep the first element in "Ans" and implicitly print it




                            Notes:



                            TI-BASIC is a tokenized language. Character count does not equal byte count.



                            e^( is this one-byte token.



                            ^-1 is used for this one-byte token.

                            I opted for writing ^-1 instead because the token looks like ֿ¹ when in a code block.



                            √( is this one-byte token.



                            ΔList( is this two-byte token.






                            share|improve this answer











                            $endgroup$













                            • $begingroup$
                              I think you can save a parenthesis by putting the geometric mean last.
                              $endgroup$
                              – Solomon Ucko
                              Apr 1 at 11:06










                            • $begingroup$
                              @SolomonUcko ah, thanks for noticing! Didn't consider that before.
                              $endgroup$
                              – Tau
                              Apr 1 at 13:01














                            5












                            5








                            5





                            $begingroup$

                            TI-BASIC, 42 35 34 bytes



                            -1 byte thanks to @SolomonUcko



                            While max(ΔList(Ans:{mean(Ans),√(mean(Ans²)),mean(Ans^-1)^-1,e^(mean(ln(Ans:End:Ans(1


                            Input is a list of two integers in Ans.

                            Output is stored in Ans and is automatically printed out when the program completes.



                            Formulas used for geometric, harmonic, and quadratic means are based off of user202729's explanation.



                            Example:



                            {1,2
                            {1 2}
                            prgmCDGFB
                            1.455688891
                            {100,200
                            {100 200}
                            prgmCDGFB
                            145.5688891


                            Explanation:

                            (Newlines have been added for clarification. They do NOT appear in the code.)



                            While max(ΔList(Ans           ;loop until all elements of the current list are equal
                            ; the maximum of the change in each element will be 0
                            { ;create a list containing...
                            mean(Ans), ; the arithmetic mean
                            √(mean(Ans²)), ; the quadratic mean
                            mean(Ans^-1)^-1, ; the harmonic mean
                            e^(mean(ln(Ans ; and the geometric mean
                            End
                            Ans(1 ;keep the first element in "Ans" and implicitly print it




                            Notes:



                            TI-BASIC is a tokenized language. Character count does not equal byte count.



                            e^( is this one-byte token.



                            ^-1 is used for this one-byte token.

                            I opted for writing ^-1 instead because the token looks like ֿ¹ when in a code block.



                            √( is this one-byte token.



                            ΔList( is this two-byte token.






                            share|improve this answer











                            $endgroup$



                            TI-BASIC, 42 35 34 bytes



                            -1 byte thanks to @SolomonUcko



                            While max(ΔList(Ans:{mean(Ans),√(mean(Ans²)),mean(Ans^-1)^-1,e^(mean(ln(Ans:End:Ans(1


                            Input is a list of two integers in Ans.

                            Output is stored in Ans and is automatically printed out when the program completes.



                            Formulas used for geometric, harmonic, and quadratic means are based off of user202729's explanation.



                            Example:



                            {1,2
                            {1 2}
                            prgmCDGFB
                            1.455688891
                            {100,200
                            {100 200}
                            prgmCDGFB
                            145.5688891


                            Explanation:

                            (Newlines have been added for clarification. They do NOT appear in the code.)



                            While max(ΔList(Ans           ;loop until all elements of the current list are equal
                            ; the maximum of the change in each element will be 0
                            { ;create a list containing...
                            mean(Ans), ; the arithmetic mean
                            √(mean(Ans²)), ; the quadratic mean
                            mean(Ans^-1)^-1, ; the harmonic mean
                            e^(mean(ln(Ans ; and the geometric mean
                            End
                            Ans(1 ;keep the first element in "Ans" and implicitly print it




                            Notes:



                            TI-BASIC is a tokenized language. Character count does not equal byte count.



                            e^( is this one-byte token.



                            ^-1 is used for this one-byte token.

                            I opted for writing ^-1 instead because the token looks like ֿ¹ when in a code block.



                            √( is this one-byte token.



                            ΔList( is this two-byte token.







                            share|improve this answer














                            share|improve this answer



                            share|improve this answer








                            edited Apr 1 at 13:35

























                            answered Mar 31 at 18:42









                            TauTau

                            806313




                            806313












                            • $begingroup$
                              I think you can save a parenthesis by putting the geometric mean last.
                              $endgroup$
                              – Solomon Ucko
                              Apr 1 at 11:06










                            • $begingroup$
                              @SolomonUcko ah, thanks for noticing! Didn't consider that before.
                              $endgroup$
                              – Tau
                              Apr 1 at 13:01


















                            • $begingroup$
                              I think you can save a parenthesis by putting the geometric mean last.
                              $endgroup$
                              – Solomon Ucko
                              Apr 1 at 11:06










                            • $begingroup$
                              @SolomonUcko ah, thanks for noticing! Didn't consider that before.
                              $endgroup$
                              – Tau
                              Apr 1 at 13:01
















                            $begingroup$
                            I think you can save a parenthesis by putting the geometric mean last.
                            $endgroup$
                            – Solomon Ucko
                            Apr 1 at 11:06




                            $begingroup$
                            I think you can save a parenthesis by putting the geometric mean last.
                            $endgroup$
                            – Solomon Ucko
                            Apr 1 at 11:06












                            $begingroup$
                            @SolomonUcko ah, thanks for noticing! Didn't consider that before.
                            $endgroup$
                            – Tau
                            Apr 1 at 13:01




                            $begingroup$
                            @SolomonUcko ah, thanks for noticing! Didn't consider that before.
                            $endgroup$
                            – Tau
                            Apr 1 at 13:01











                            5












                            $begingroup$

                            Java 10, 234 229 214 211 215 206 203 196 180 177 bytes





                            a->{for(;a[1]-a[0]>4e-9;){double l=a.length,A[]={0,0,0,1};for(var d:a){A[2]+=d/l;A[3]*=Math.pow(d,1/l);A[0]+=1/d;A[1]+=d*d;}A[0]=l/A[0];A[1]=Math.sqrt(A[1]/l);a=A;}return a[0];}


                            -5 bytes thanks to @PeterCordes.

                            -15 more bytes thanks to @PeterCordes, inspired by @RobinRyder's R answer.

                            +4 bytes because I assumed the inputs are pre-ordered.

                            -27 bytes thanks to @OlivierGrégoire.



                            Try it online.



                            Explanation:



                            a->{                        // Method with double-array parameter and double return-type
                            for(;a[1]-a[0] // Loop as long as the difference between the 2nd and 1st items
                            >4e-9;){ // is larger than 0.000000004:
                            double l=a.length, // Set `l` to the amount of values in the array `a`
                            A[]={0,0,0,1}; // Create an array `A`, filled with the values [0,0,0,1]
                            for(var d:a){ // Inner loop over the values of `a`:
                            A[2]+=d/l; // Calculate the sum divided by the length in the third spot
                            A[3]*=Math.pow(d,1/l);// The product of the power of 1/length in the fourth spot
                            A[0]+=1/d; // The sum of 1/value in the first spot
                            A[1]+=d*d; // And the sum of squares in the second spot
                            } // After the inner loop:
                            // (the third spot of the array now holds the Arithmetic Mean)
                            // (the fourth spot of the array now holds the Geometric Mean)
                            A[0]=l/A[0]; // Divide the length by the first spot
                            // (this first spot of the array now holds the Harmonic Mean)
                            A[1]=Math.sqrt(A[1]/l); // Take the square of the second spot divided by the length
                            // (this second spot of the array now holds the Quadratic Mean)
                            a=A; // And then replace input `a` with array `A`
                            } // After the outer loop when all values are approximately equal:
                            return a[0];} // Return the value in the first spot as result





                            share|improve this answer











                            $endgroup$













                            • $begingroup$
                              In C you could f+=Math.abs(d-D)<1e-9; and get implicit conversion from a boolean compare result to a 0 / 1 integer and then double. Does Java have any compact syntax for that? Or is it possible to do f+=Math.abs(d-D) and then check that the sum of absolute differences is small enough?
                              $endgroup$
                              – Peter Cordes
                              Apr 2 at 2:28






                            • 1




                              $begingroup$
                              Yup, for your test cases, f>1e-8 works as a loop condition: 229 bytes. a->{for(double f=1,D,A[],l;f>1e-8;a=A){D=a[0];A=new double[]{f=0,1,0,0};for(var d:a){f+=Math.abs(d-D);A[0]+=d;A[1]*=d;A[2]+=1/d;A[3]+=d*d;}A[0]/=l=a.length;A[1]=Math.pow(A[1],1/l);A[2]=l/A[2];A[3]=Math.sqrt(A[3]/l);}return a[0];}. With 1e-9, it runs slower (about twice the CPU time), having to do more iterations to get essentially 4 * d-D down that small. With 1e-7, it's about the same speed as 1e-8. With 1e-6, some of the trailing digits differ for one case.
                              $endgroup$
                              – Peter Cordes
                              Apr 2 at 2:36






                            • 1




                              $begingroup$
                              @RobinRyder's answer points out that the quadratic mean is always the largest, and harmonic always the smallest, so perhaps you can ditch f entirely and only check a[3]-a[2]<4e-9.
                              $endgroup$
                              – Peter Cordes
                              Apr 2 at 7:32






                            • 1




                              $begingroup$
                              @PeterCordes l==2|| you mean (golfed to l<3|). But yes, good point; I've added it. :)
                              $endgroup$
                              – Kevin Cruijssen
                              Apr 2 at 8:03








                            • 2




                              $begingroup$
                              180 bytes by aggregating aggregable reducers.
                              $endgroup$
                              – Olivier Grégoire
                              Apr 2 at 8:45
















                            5












                            $begingroup$

                            Java 10, 234 229 214 211 215 206 203 196 180 177 bytes





                            a->{for(;a[1]-a[0]>4e-9;){double l=a.length,A[]={0,0,0,1};for(var d:a){A[2]+=d/l;A[3]*=Math.pow(d,1/l);A[0]+=1/d;A[1]+=d*d;}A[0]=l/A[0];A[1]=Math.sqrt(A[1]/l);a=A;}return a[0];}


                            -5 bytes thanks to @PeterCordes.

                            -15 more bytes thanks to @PeterCordes, inspired by @RobinRyder's R answer.

                            +4 bytes because I assumed the inputs are pre-ordered.

                            -27 bytes thanks to @OlivierGrégoire.



                            Try it online.



                            Explanation:



                            a->{                        // Method with double-array parameter and double return-type
                            for(;a[1]-a[0] // Loop as long as the difference between the 2nd and 1st items
                            >4e-9;){ // is larger than 0.000000004:
                            double l=a.length, // Set `l` to the amount of values in the array `a`
                            A[]={0,0,0,1}; // Create an array `A`, filled with the values [0,0,0,1]
                            for(var d:a){ // Inner loop over the values of `a`:
                            A[2]+=d/l; // Calculate the sum divided by the length in the third spot
                            A[3]*=Math.pow(d,1/l);// The product of the power of 1/length in the fourth spot
                            A[0]+=1/d; // The sum of 1/value in the first spot
                            A[1]+=d*d; // And the sum of squares in the second spot
                            } // After the inner loop:
                            // (the third spot of the array now holds the Arithmetic Mean)
                            // (the fourth spot of the array now holds the Geometric Mean)
                            A[0]=l/A[0]; // Divide the length by the first spot
                            // (this first spot of the array now holds the Harmonic Mean)
                            A[1]=Math.sqrt(A[1]/l); // Take the square of the second spot divided by the length
                            // (this second spot of the array now holds the Quadratic Mean)
                            a=A; // And then replace input `a` with array `A`
                            } // After the outer loop when all values are approximately equal:
                            return a[0];} // Return the value in the first spot as result





                            share|improve this answer











                            $endgroup$













                            • $begingroup$
                              In C you could f+=Math.abs(d-D)<1e-9; and get implicit conversion from a boolean compare result to a 0 / 1 integer and then double. Does Java have any compact syntax for that? Or is it possible to do f+=Math.abs(d-D) and then check that the sum of absolute differences is small enough?
                              $endgroup$
                              – Peter Cordes
                              Apr 2 at 2:28






                            • 1




                              $begingroup$
                              Yup, for your test cases, f>1e-8 works as a loop condition: 229 bytes. a->{for(double f=1,D,A[],l;f>1e-8;a=A){D=a[0];A=new double[]{f=0,1,0,0};for(var d:a){f+=Math.abs(d-D);A[0]+=d;A[1]*=d;A[2]+=1/d;A[3]+=d*d;}A[0]/=l=a.length;A[1]=Math.pow(A[1],1/l);A[2]=l/A[2];A[3]=Math.sqrt(A[3]/l);}return a[0];}. With 1e-9, it runs slower (about twice the CPU time), having to do more iterations to get essentially 4 * d-D down that small. With 1e-7, it's about the same speed as 1e-8. With 1e-6, some of the trailing digits differ for one case.
                              $endgroup$
                              – Peter Cordes
                              Apr 2 at 2:36






                            • 1




                              $begingroup$
                              @RobinRyder's answer points out that the quadratic mean is always the largest, and harmonic always the smallest, so perhaps you can ditch f entirely and only check a[3]-a[2]<4e-9.
                              $endgroup$
                              – Peter Cordes
                              Apr 2 at 7:32






                            • 1




                              $begingroup$
                              @PeterCordes l==2|| you mean (golfed to l<3|). But yes, good point; I've added it. :)
                              $endgroup$
                              – Kevin Cruijssen
                              Apr 2 at 8:03








                            • 2




                              $begingroup$
                              180 bytes by aggregating aggregable reducers.
                              $endgroup$
                              – Olivier Grégoire
                              Apr 2 at 8:45














                            5












                            5








                            5





                            $begingroup$

                            Java 10, 234 229 214 211 215 206 203 196 180 177 bytes





                            a->{for(;a[1]-a[0]>4e-9;){double l=a.length,A[]={0,0,0,1};for(var d:a){A[2]+=d/l;A[3]*=Math.pow(d,1/l);A[0]+=1/d;A[1]+=d*d;}A[0]=l/A[0];A[1]=Math.sqrt(A[1]/l);a=A;}return a[0];}


                            -5 bytes thanks to @PeterCordes.

                            -15 more bytes thanks to @PeterCordes, inspired by @RobinRyder's R answer.

                            +4 bytes because I assumed the inputs are pre-ordered.

                            -27 bytes thanks to @OlivierGrégoire.



                            Try it online.



                            Explanation:



                            a->{                        // Method with double-array parameter and double return-type
                            for(;a[1]-a[0] // Loop as long as the difference between the 2nd and 1st items
                            >4e-9;){ // is larger than 0.000000004:
                            double l=a.length, // Set `l` to the amount of values in the array `a`
                            A[]={0,0,0,1}; // Create an array `A`, filled with the values [0,0,0,1]
                            for(var d:a){ // Inner loop over the values of `a`:
                            A[2]+=d/l; // Calculate the sum divided by the length in the third spot
                            A[3]*=Math.pow(d,1/l);// The product of the power of 1/length in the fourth spot
                            A[0]+=1/d; // The sum of 1/value in the first spot
                            A[1]+=d*d; // And the sum of squares in the second spot
                            } // After the inner loop:
                            // (the third spot of the array now holds the Arithmetic Mean)
                            // (the fourth spot of the array now holds the Geometric Mean)
                            A[0]=l/A[0]; // Divide the length by the first spot
                            // (this first spot of the array now holds the Harmonic Mean)
                            A[1]=Math.sqrt(A[1]/l); // Take the square of the second spot divided by the length
                            // (this second spot of the array now holds the Quadratic Mean)
                            a=A; // And then replace input `a` with array `A`
                            } // After the outer loop when all values are approximately equal:
                            return a[0];} // Return the value in the first spot as result





                            share|improve this answer











                            $endgroup$



                            Java 10, 234 229 214 211 215 206 203 196 180 177 bytes





                            a->{for(;a[1]-a[0]>4e-9;){double l=a.length,A[]={0,0,0,1};for(var d:a){A[2]+=d/l;A[3]*=Math.pow(d,1/l);A[0]+=1/d;A[1]+=d*d;}A[0]=l/A[0];A[1]=Math.sqrt(A[1]/l);a=A;}return a[0];}


                            -5 bytes thanks to @PeterCordes.

                            -15 more bytes thanks to @PeterCordes, inspired by @RobinRyder's R answer.

                            +4 bytes because I assumed the inputs are pre-ordered.

                            -27 bytes thanks to @OlivierGrégoire.



                            Try it online.



                            Explanation:



                            a->{                        // Method with double-array parameter and double return-type
                            for(;a[1]-a[0] // Loop as long as the difference between the 2nd and 1st items
                            >4e-9;){ // is larger than 0.000000004:
                            double l=a.length, // Set `l` to the amount of values in the array `a`
                            A[]={0,0,0,1}; // Create an array `A`, filled with the values [0,0,0,1]
                            for(var d:a){ // Inner loop over the values of `a`:
                            A[2]+=d/l; // Calculate the sum divided by the length in the third spot
                            A[3]*=Math.pow(d,1/l);// The product of the power of 1/length in the fourth spot
                            A[0]+=1/d; // The sum of 1/value in the first spot
                            A[1]+=d*d; // And the sum of squares in the second spot
                            } // After the inner loop:
                            // (the third spot of the array now holds the Arithmetic Mean)
                            // (the fourth spot of the array now holds the Geometric Mean)
                            A[0]=l/A[0]; // Divide the length by the first spot
                            // (this first spot of the array now holds the Harmonic Mean)
                            A[1]=Math.sqrt(A[1]/l); // Take the square of the second spot divided by the length
                            // (this second spot of the array now holds the Quadratic Mean)
                            a=A; // And then replace input `a` with array `A`
                            } // After the outer loop when all values are approximately equal:
                            return a[0];} // Return the value in the first spot as result






                            share|improve this answer














                            share|improve this answer



                            share|improve this answer








                            edited Apr 2 at 9:30

























                            answered Apr 1 at 9:12









                            Kevin CruijssenKevin Cruijssen

                            42.3k570217




                            42.3k570217












                            • $begingroup$
                              In C you could f+=Math.abs(d-D)<1e-9; and get implicit conversion from a boolean compare result to a 0 / 1 integer and then double. Does Java have any compact syntax for that? Or is it possible to do f+=Math.abs(d-D) and then check that the sum of absolute differences is small enough?
                              $endgroup$
                              – Peter Cordes
                              Apr 2 at 2:28






                            • 1




                              $begingroup$
                              Yup, for your test cases, f>1e-8 works as a loop condition: 229 bytes. a->{for(double f=1,D,A[],l;f>1e-8;a=A){D=a[0];A=new double[]{f=0,1,0,0};for(var d:a){f+=Math.abs(d-D);A[0]+=d;A[1]*=d;A[2]+=1/d;A[3]+=d*d;}A[0]/=l=a.length;A[1]=Math.pow(A[1],1/l);A[2]=l/A[2];A[3]=Math.sqrt(A[3]/l);}return a[0];}. With 1e-9, it runs slower (about twice the CPU time), having to do more iterations to get essentially 4 * d-D down that small. With 1e-7, it's about the same speed as 1e-8. With 1e-6, some of the trailing digits differ for one case.
                              $endgroup$
                              – Peter Cordes
                              Apr 2 at 2:36






                            • 1




                              $begingroup$
                              @RobinRyder's answer points out that the quadratic mean is always the largest, and harmonic always the smallest, so perhaps you can ditch f entirely and only check a[3]-a[2]<4e-9.
                              $endgroup$
                              – Peter Cordes
                              Apr 2 at 7:32






                            • 1




                              $begingroup$
                              @PeterCordes l==2|| you mean (golfed to l<3|). But yes, good point; I've added it. :)
                              $endgroup$
                              – Kevin Cruijssen
                              Apr 2 at 8:03








                            • 2




                              $begingroup$
                              180 bytes by aggregating aggregable reducers.
                              $endgroup$
                              – Olivier Grégoire
                              Apr 2 at 8:45


















                            • $begingroup$
                              In C you could f+=Math.abs(d-D)<1e-9; and get implicit conversion from a boolean compare result to a 0 / 1 integer and then double. Does Java have any compact syntax for that? Or is it possible to do f+=Math.abs(d-D) and then check that the sum of absolute differences is small enough?
                              $endgroup$
                              – Peter Cordes
                              Apr 2 at 2:28






                            • 1




                              $begingroup$
                              Yup, for your test cases, f>1e-8 works as a loop condition: 229 bytes. a->{for(double f=1,D,A[],l;f>1e-8;a=A){D=a[0];A=new double[]{f=0,1,0,0};for(var d:a){f+=Math.abs(d-D);A[0]+=d;A[1]*=d;A[2]+=1/d;A[3]+=d*d;}A[0]/=l=a.length;A[1]=Math.pow(A[1],1/l);A[2]=l/A[2];A[3]=Math.sqrt(A[3]/l);}return a[0];}. With 1e-9, it runs slower (about twice the CPU time), having to do more iterations to get essentially 4 * d-D down that small. With 1e-7, it's about the same speed as 1e-8. With 1e-6, some of the trailing digits differ for one case.
                              $endgroup$
                              – Peter Cordes
                              Apr 2 at 2:36






                            • 1




                              $begingroup$
                              @RobinRyder's answer points out that the quadratic mean is always the largest, and harmonic always the smallest, so perhaps you can ditch f entirely and only check a[3]-a[2]<4e-9.
                              $endgroup$
                              – Peter Cordes
                              Apr 2 at 7:32






                            • 1




                              $begingroup$
                              @PeterCordes l==2|| you mean (golfed to l<3|). But yes, good point; I've added it. :)
                              $endgroup$
                              – Kevin Cruijssen
                              Apr 2 at 8:03








                            • 2




                              $begingroup$
                              180 bytes by aggregating aggregable reducers.
                              $endgroup$
                              – Olivier Grégoire
                              Apr 2 at 8:45
















                            $begingroup$
                            In C you could f+=Math.abs(d-D)<1e-9; and get implicit conversion from a boolean compare result to a 0 / 1 integer and then double. Does Java have any compact syntax for that? Or is it possible to do f+=Math.abs(d-D) and then check that the sum of absolute differences is small enough?
                            $endgroup$
                            – Peter Cordes
                            Apr 2 at 2:28




                            $begingroup$
                            In C you could f+=Math.abs(d-D)<1e-9; and get implicit conversion from a boolean compare result to a 0 / 1 integer and then double. Does Java have any compact syntax for that? Or is it possible to do f+=Math.abs(d-D) and then check that the sum of absolute differences is small enough?
                            $endgroup$
                            – Peter Cordes
                            Apr 2 at 2:28




                            1




                            1




                            $begingroup$
                            Yup, for your test cases, f>1e-8 works as a loop condition: 229 bytes. a->{for(double f=1,D,A[],l;f>1e-8;a=A){D=a[0];A=new double[]{f=0,1,0,0};for(var d:a){f+=Math.abs(d-D);A[0]+=d;A[1]*=d;A[2]+=1/d;A[3]+=d*d;}A[0]/=l=a.length;A[1]=Math.pow(A[1],1/l);A[2]=l/A[2];A[3]=Math.sqrt(A[3]/l);}return a[0];}. With 1e-9, it runs slower (about twice the CPU time), having to do more iterations to get essentially 4 * d-D down that small. With 1e-7, it's about the same speed as 1e-8. With 1e-6, some of the trailing digits differ for one case.
                            $endgroup$
                            – Peter Cordes
                            Apr 2 at 2:36




                            $begingroup$
                            Yup, for your test cases, f>1e-8 works as a loop condition: 229 bytes. a->{for(double f=1,D,A[],l;f>1e-8;a=A){D=a[0];A=new double[]{f=0,1,0,0};for(var d:a){f+=Math.abs(d-D);A[0]+=d;A[1]*=d;A[2]+=1/d;A[3]+=d*d;}A[0]/=l=a.length;A[1]=Math.pow(A[1],1/l);A[2]=l/A[2];A[3]=Math.sqrt(A[3]/l);}return a[0];}. With 1e-9, it runs slower (about twice the CPU time), having to do more iterations to get essentially 4 * d-D down that small. With 1e-7, it's about the same speed as 1e-8. With 1e-6, some of the trailing digits differ for one case.
                            $endgroup$
                            – Peter Cordes
                            Apr 2 at 2:36




                            1




                            1




                            $begingroup$
                            @RobinRyder's answer points out that the quadratic mean is always the largest, and harmonic always the smallest, so perhaps you can ditch f entirely and only check a[3]-a[2]<4e-9.
                            $endgroup$
                            – Peter Cordes
                            Apr 2 at 7:32




                            $begingroup$
                            @RobinRyder's answer points out that the quadratic mean is always the largest, and harmonic always the smallest, so perhaps you can ditch f entirely and only check a[3]-a[2]<4e-9.
                            $endgroup$
                            – Peter Cordes
                            Apr 2 at 7:32




                            1




                            1




                            $begingroup$
                            @PeterCordes l==2|| you mean (golfed to l<3|). But yes, good point; I've added it. :)
                            $endgroup$
                            – Kevin Cruijssen
                            Apr 2 at 8:03






                            $begingroup$
                            @PeterCordes l==2|| you mean (golfed to l<3|). But yes, good point; I've added it. :)
                            $endgroup$
                            – Kevin Cruijssen
                            Apr 2 at 8:03






                            2




                            2




                            $begingroup$
                            180 bytes by aggregating aggregable reducers.
                            $endgroup$
                            – Olivier Grégoire
                            Apr 2 at 8:45




                            $begingroup$
                            180 bytes by aggregating aggregable reducers.
                            $endgroup$
                            – Olivier Grégoire
                            Apr 2 at 8:45











                            3












                            $begingroup$


                            Charcoal, 40 bytes



                            W‹⌊θ⌈θ≔⟦∕ΣθLθXΠθ∕¹Lθ∕LθΣ∕¹θ₂∕ΣXθ²Lθ⟧θI⊟θ


                            Try it online! Link is to verbose version of code. Takes input as an array of numbers. Explanation:



                            W‹⌊θ⌈θ


                            Repeat while the array contains different values...



                            ≔⟦....⟧θ


                            ... replace the array with a list of values:



                            ∕ΣθLθ


                            ... the mean...



                            XΠθ∕¹Lθ


                            ... the geometric mean...



                            ∕LθΣ∕¹θ


                            ... the harmonic mean...



                            ₂∕ΣXθ²Lθ


                            ... and the root mean square.



                            I⊟θ


                            Cast an element of the array to string and implicitly print it.






                            share|improve this answer









                            $endgroup$


















                              3












                              $begingroup$


                              Charcoal, 40 bytes



                              W‹⌊θ⌈θ≔⟦∕ΣθLθXΠθ∕¹Lθ∕LθΣ∕¹θ₂∕ΣXθ²Lθ⟧θI⊟θ


                              Try it online! Link is to verbose version of code. Takes input as an array of numbers. Explanation:



                              W‹⌊θ⌈θ


                              Repeat while the array contains different values...



                              ≔⟦....⟧θ


                              ... replace the array with a list of values:



                              ∕ΣθLθ


                              ... the mean...



                              XΠθ∕¹Lθ


                              ... the geometric mean...



                              ∕LθΣ∕¹θ


                              ... the harmonic mean...



                              ₂∕ΣXθ²Lθ


                              ... and the root mean square.



                              I⊟θ


                              Cast an element of the array to string and implicitly print it.






                              share|improve this answer









                              $endgroup$
















                                3












                                3








                                3





                                $begingroup$


                                Charcoal, 40 bytes



                                W‹⌊θ⌈θ≔⟦∕ΣθLθXΠθ∕¹Lθ∕LθΣ∕¹θ₂∕ΣXθ²Lθ⟧θI⊟θ


                                Try it online! Link is to verbose version of code. Takes input as an array of numbers. Explanation:



                                W‹⌊θ⌈θ


                                Repeat while the array contains different values...



                                ≔⟦....⟧θ


                                ... replace the array with a list of values:



                                ∕ΣθLθ


                                ... the mean...



                                XΠθ∕¹Lθ


                                ... the geometric mean...



                                ∕LθΣ∕¹θ


                                ... the harmonic mean...



                                ₂∕ΣXθ²Lθ


                                ... and the root mean square.



                                I⊟θ


                                Cast an element of the array to string and implicitly print it.






                                share|improve this answer









                                $endgroup$




                                Charcoal, 40 bytes



                                W‹⌊θ⌈θ≔⟦∕ΣθLθXΠθ∕¹Lθ∕LθΣ∕¹θ₂∕ΣXθ²Lθ⟧θI⊟θ


                                Try it online! Link is to verbose version of code. Takes input as an array of numbers. Explanation:



                                W‹⌊θ⌈θ


                                Repeat while the array contains different values...



                                ≔⟦....⟧θ


                                ... replace the array with a list of values:



                                ∕ΣθLθ


                                ... the mean...



                                XΠθ∕¹Lθ


                                ... the geometric mean...



                                ∕LθΣ∕¹θ


                                ... the harmonic mean...



                                ₂∕ΣXθ²Lθ


                                ... and the root mean square.



                                I⊟θ


                                Cast an element of the array to string and implicitly print it.







                                share|improve this answer












                                share|improve this answer



                                share|improve this answer










                                answered Mar 31 at 9:21









                                NeilNeil

                                82.6k745179




                                82.6k745179























                                    3












                                    $begingroup$


                                    Jelly, 24 bytes



                                    ;µ*Ɱ-;ؽ¤©Æm*İɼ;P½½ƊµÐLḢ


                                    Try it online!






                                    share|improve this answer









                                    $endgroup$


















                                      3












                                      $begingroup$


                                      Jelly, 24 bytes



                                      ;µ*Ɱ-;ؽ¤©Æm*İɼ;P½½ƊµÐLḢ


                                      Try it online!






                                      share|improve this answer









                                      $endgroup$
















                                        3












                                        3








                                        3





                                        $begingroup$


                                        Jelly, 24 bytes



                                        ;µ*Ɱ-;ؽ¤©Æm*İɼ;P½½ƊµÐLḢ


                                        Try it online!






                                        share|improve this answer









                                        $endgroup$




                                        Jelly, 24 bytes



                                        ;µ*Ɱ-;ؽ¤©Æm*İɼ;P½½ƊµÐLḢ


                                        Try it online!







                                        share|improve this answer












                                        share|improve this answer



                                        share|improve this answer










                                        answered Mar 31 at 15:42









                                        Erik the OutgolferErik the Outgolfer

                                        33k429106




                                        33k429106























                                            3












                                            $begingroup$


                                            PowerShell, 182 180 183 bytes



                                            $f={$a=$c=$d=$n=0
                                            $b=1
                                            $m=[math]
                                            $args|%{$n++
                                            $a+=$_
                                            $b*=$_
                                            $c+=1/$_
                                            $d+=+$_*$_}
                                            $p=($a/$n),$m::pow($b,1/$n),($n/$c),$m::sqrt($d/$n)|%{$m::round($_,9)}
                                            if($p-ne$p[0]){$p=&$f @p}$p[0]}


                                            Try it online!






                                            share|improve this answer











                                            $endgroup$













                                            • $begingroup$
                                              171 bytes
                                              $endgroup$
                                              – mazzy
                                              Apr 1 at 12:10










                                            • $begingroup$
                                              @mazzy, impressively :)
                                              $endgroup$
                                              – Andrei Odegov
                                              Apr 1 at 14:14
















                                            3












                                            $begingroup$


                                            PowerShell, 182 180 183 bytes



                                            $f={$a=$c=$d=$n=0
                                            $b=1
                                            $m=[math]
                                            $args|%{$n++
                                            $a+=$_
                                            $b*=$_
                                            $c+=1/$_
                                            $d+=+$_*$_}
                                            $p=($a/$n),$m::pow($b,1/$n),($n/$c),$m::sqrt($d/$n)|%{$m::round($_,9)}
                                            if($p-ne$p[0]){$p=&$f @p}$p[0]}


                                            Try it online!






                                            share|improve this answer











                                            $endgroup$













                                            • $begingroup$
                                              171 bytes
                                              $endgroup$
                                              – mazzy
                                              Apr 1 at 12:10










                                            • $begingroup$
                                              @mazzy, impressively :)
                                              $endgroup$
                                              – Andrei Odegov
                                              Apr 1 at 14:14














                                            3












                                            3








                                            3





                                            $begingroup$


                                            PowerShell, 182 180 183 bytes



                                            $f={$a=$c=$d=$n=0
                                            $b=1
                                            $m=[math]
                                            $args|%{$n++
                                            $a+=$_
                                            $b*=$_
                                            $c+=1/$_
                                            $d+=+$_*$_}
                                            $p=($a/$n),$m::pow($b,1/$n),($n/$c),$m::sqrt($d/$n)|%{$m::round($_,9)}
                                            if($p-ne$p[0]){$p=&$f @p}$p[0]}


                                            Try it online!






                                            share|improve this answer











                                            $endgroup$




                                            PowerShell, 182 180 183 bytes



                                            $f={$a=$c=$d=$n=0
                                            $b=1
                                            $m=[math]
                                            $args|%{$n++
                                            $a+=$_
                                            $b*=$_
                                            $c+=1/$_
                                            $d+=+$_*$_}
                                            $p=($a/$n),$m::pow($b,1/$n),($n/$c),$m::sqrt($d/$n)|%{$m::round($_,9)}
                                            if($p-ne$p[0]){$p=&$f @p}$p[0]}


                                            Try it online!







                                            share|improve this answer














                                            share|improve this answer



                                            share|improve this answer








                                            edited Apr 1 at 19:19

























                                            answered Mar 31 at 17:38









                                            Andrei OdegovAndrei Odegov

                                            51926




                                            51926












                                            • $begingroup$
                                              171 bytes
                                              $endgroup$
                                              – mazzy
                                              Apr 1 at 12:10










                                            • $begingroup$
                                              @mazzy, impressively :)
                                              $endgroup$
                                              – Andrei Odegov
                                              Apr 1 at 14:14


















                                            • $begingroup$
                                              171 bytes
                                              $endgroup$
                                              – mazzy
                                              Apr 1 at 12:10










                                            • $begingroup$
                                              @mazzy, impressively :)
                                              $endgroup$
                                              – Andrei Odegov
                                              Apr 1 at 14:14
















                                            $begingroup$
                                            171 bytes
                                            $endgroup$
                                            – mazzy
                                            Apr 1 at 12:10




                                            $begingroup$
                                            171 bytes
                                            $endgroup$
                                            – mazzy
                                            Apr 1 at 12:10












                                            $begingroup$
                                            @mazzy, impressively :)
                                            $endgroup$
                                            – Andrei Odegov
                                            Apr 1 at 14:14




                                            $begingroup$
                                            @mazzy, impressively :)
                                            $endgroup$
                                            – Andrei Odegov
                                            Apr 1 at 14:14











                                            2












                                            $begingroup$


                                            Jelly, 25 24 bytes



                                            Wẋ4¹ÆlÆeƭ²½ƭİ4ƭÆm$€⁺µÐLḢ


                                            Try it online!



                                            Explanation



                                                                µÐL | Repeat until unchanged:
                                            W | Wrap as a list
                                            ẋ4 | Copy list 4 times
                                            ⁺ | Do twice:
                                            $€ | For each copy of the list:
                                            4ƭ | One of these functions, cycling between them:
                                            ¹ | Identity
                                            ÆlÆeƭ | Alternate between log and exp
                                            ²½ƭ | Alternate between square and square root
                                            İ | Reciprocal
                                            Æm | Then take the mean
                                            Ḣ| Finally take the first item





                                            share|improve this answer











                                            $endgroup$













                                            • $begingroup$
                                              I am fairly bad at Jelly, but could something similar to P*İL work for the geometric mean?
                                              $endgroup$
                                              – someone
                                              Mar 31 at 15:08












                                            • $begingroup$
                                              @someone it would need to be P*Lİ$ so wouldn’t save bytes. It would mean I could bring Æm back down a line without costing bytes, but I quite like the fact each one currently has an arithmetic mean at its core.
                                              $endgroup$
                                              – Nick Kennedy
                                              Mar 31 at 15:19
















                                            2












                                            $begingroup$


                                            Jelly, 25 24 bytes



                                            Wẋ4¹ÆlÆeƭ²½ƭİ4ƭÆm$€⁺µÐLḢ


                                            Try it online!



                                            Explanation



                                                                µÐL | Repeat until unchanged:
                                            W | Wrap as a list
                                            ẋ4 | Copy list 4 times
                                            ⁺ | Do twice:
                                            $€ | For each copy of the list:
                                            4ƭ | One of these functions, cycling between them:
                                            ¹ | Identity
                                            ÆlÆeƭ | Alternate between log and exp
                                            ²½ƭ | Alternate between square and square root
                                            İ | Reciprocal
                                            Æm | Then take the mean
                                            Ḣ| Finally take the first item





                                            share|improve this answer











                                            $endgroup$













                                            • $begingroup$
                                              I am fairly bad at Jelly, but could something similar to P*İL work for the geometric mean?
                                              $endgroup$
                                              – someone
                                              Mar 31 at 15:08












                                            • $begingroup$
                                              @someone it would need to be P*Lİ$ so wouldn’t save bytes. It would mean I could bring Æm back down a line without costing bytes, but I quite like the fact each one currently has an arithmetic mean at its core.
                                              $endgroup$
                                              – Nick Kennedy
                                              Mar 31 at 15:19














                                            2












                                            2








                                            2





                                            $begingroup$


                                            Jelly, 25 24 bytes



                                            Wẋ4¹ÆlÆeƭ²½ƭİ4ƭÆm$€⁺µÐLḢ


                                            Try it online!



                                            Explanation



                                                                µÐL | Repeat until unchanged:
                                            W | Wrap as a list
                                            ẋ4 | Copy list 4 times
                                            ⁺ | Do twice:
                                            $€ | For each copy of the list:
                                            4ƭ | One of these functions, cycling between them:
                                            ¹ | Identity
                                            ÆlÆeƭ | Alternate between log and exp
                                            ²½ƭ | Alternate between square and square root
                                            İ | Reciprocal
                                            Æm | Then take the mean
                                            Ḣ| Finally take the first item





                                            share|improve this answer











                                            $endgroup$




                                            Jelly, 25 24 bytes



                                            Wẋ4¹ÆlÆeƭ²½ƭİ4ƭÆm$€⁺µÐLḢ


                                            Try it online!



                                            Explanation



                                                                µÐL | Repeat until unchanged:
                                            W | Wrap as a list
                                            ẋ4 | Copy list 4 times
                                            ⁺ | Do twice:
                                            $€ | For each copy of the list:
                                            4ƭ | One of these functions, cycling between them:
                                            ¹ | Identity
                                            ÆlÆeƭ | Alternate between log and exp
                                            ²½ƭ | Alternate between square and square root
                                            İ | Reciprocal
                                            Æm | Then take the mean
                                            Ḣ| Finally take the first item






                                            share|improve this answer














                                            share|improve this answer



                                            share|improve this answer








                                            edited Mar 31 at 23:58

























                                            answered Mar 31 at 14:29









                                            Nick KennedyNick Kennedy

                                            1,32649




                                            1,32649












                                            • $begingroup$
                                              I am fairly bad at Jelly, but could something similar to P*İL work for the geometric mean?
                                              $endgroup$
                                              – someone
                                              Mar 31 at 15:08












                                            • $begingroup$
                                              @someone it would need to be P*Lİ$ so wouldn’t save bytes. It would mean I could bring Æm back down a line without costing bytes, but I quite like the fact each one currently has an arithmetic mean at its core.
                                              $endgroup$
                                              – Nick Kennedy
                                              Mar 31 at 15:19


















                                            • $begingroup$
                                              I am fairly bad at Jelly, but could something similar to P*İL work for the geometric mean?
                                              $endgroup$
                                              – someone
                                              Mar 31 at 15:08












                                            • $begingroup$
                                              @someone it would need to be P*Lİ$ so wouldn’t save bytes. It would mean I could bring Æm back down a line without costing bytes, but I quite like the fact each one currently has an arithmetic mean at its core.
                                              $endgroup$
                                              – Nick Kennedy
                                              Mar 31 at 15:19
















                                            $begingroup$
                                            I am fairly bad at Jelly, but could something similar to P*İL work for the geometric mean?
                                            $endgroup$
                                            – someone
                                            Mar 31 at 15:08






                                            $begingroup$
                                            I am fairly bad at Jelly, but could something similar to P*İL work for the geometric mean?
                                            $endgroup$
                                            – someone
                                            Mar 31 at 15:08














                                            $begingroup$
                                            @someone it would need to be P*Lİ$ so wouldn’t save bytes. It would mean I could bring Æm back down a line without costing bytes, but I quite like the fact each one currently has an arithmetic mean at its core.
                                            $endgroup$
                                            – Nick Kennedy
                                            Mar 31 at 15:19




                                            $begingroup$
                                            @someone it would need to be P*Lİ$ so wouldn’t save bytes. It would mean I could bring Æm back down a line without costing bytes, but I quite like the fact each one currently has an arithmetic mean at its core.
                                            $endgroup$
                                            – Nick Kennedy
                                            Mar 31 at 15:19











                                            2












                                            $begingroup$


                                            05AB1E (legacy), 26 24 bytes



                                            Δ©ÅA®PYzmY®zO/®nÅAt)4V}н


                                            Try it online or see the steps of all test cases.



                                            Explanation:





                                            Δ         # Loop until the list no longer changes:
                                            © # Store the current list in the register (without popping)
                                            # (which is the implicit input-list in the first iteration)
                                            # Arithmetic mean:
                                            ÅA # Builtin to calculate the arithmetic mean of this list
                                            # Geometric mean:
                                            ®P # Take the product of the list from the register
                                            Yz # And 1/`Y` (NOTE: `Y` is 2 by default)
                                            m # Then take the result of the product to the power of 1/`Y`
                                            # (NOTE: a^(1/4) is the same as ⁴√a)
                                            # Harmonic mean:
                                            ®z # Get 1/x for each value x in the list from the register
                                            O # Take the sum of that
                                            Y / # And then divide `Y` by that sum
                                            # Quadratic mean:
                                            ®n # Take 2 to the power of each number x in the list from the register
                                            ÅA # Calculate the arithmetic mean of this list
                                            t # And then take the square-root of that
                                            ) # Wrap all four results into a list
                                            4V # And set variable `Y` now to 4 instead of 2
                                            }н # After the list no longer changes: pop and push its first value
                                            # (which is output implicitly as result)





                                            share|improve this answer











                                            $endgroup$


















                                              2












                                              $begingroup$


                                              05AB1E (legacy), 26 24 bytes



                                              Δ©ÅA®PYzmY®zO/®nÅAt)4V}н


                                              Try it online or see the steps of all test cases.



                                              Explanation:





                                              Δ         # Loop until the list no longer changes:
                                              © # Store the current list in the register (without popping)
                                              # (which is the implicit input-list in the first iteration)
                                              # Arithmetic mean:
                                              ÅA # Builtin to calculate the arithmetic mean of this list
                                              # Geometric mean:
                                              ®P # Take the product of the list from the register
                                              Yz # And 1/`Y` (NOTE: `Y` is 2 by default)
                                              m # Then take the result of the product to the power of 1/`Y`
                                              # (NOTE: a^(1/4) is the same as ⁴√a)
                                              # Harmonic mean:
                                              ®z # Get 1/x for each value x in the list from the register
                                              O # Take the sum of that
                                              Y / # And then divide `Y` by that sum
                                              # Quadratic mean:
                                              ®n # Take 2 to the power of each number x in the list from the register
                                              ÅA # Calculate the arithmetic mean of this list
                                              t # And then take the square-root of that
                                              ) # Wrap all four results into a list
                                              4V # And set variable `Y` now to 4 instead of 2
                                              }н # After the list no longer changes: pop and push its first value
                                              # (which is output implicitly as result)





                                              share|improve this answer











                                              $endgroup$
















                                                2












                                                2








                                                2





                                                $begingroup$


                                                05AB1E (legacy), 26 24 bytes



                                                Δ©ÅA®PYzmY®zO/®nÅAt)4V}н


                                                Try it online or see the steps of all test cases.



                                                Explanation:





                                                Δ         # Loop until the list no longer changes:
                                                © # Store the current list in the register (without popping)
                                                # (which is the implicit input-list in the first iteration)
                                                # Arithmetic mean:
                                                ÅA # Builtin to calculate the arithmetic mean of this list
                                                # Geometric mean:
                                                ®P # Take the product of the list from the register
                                                Yz # And 1/`Y` (NOTE: `Y` is 2 by default)
                                                m # Then take the result of the product to the power of 1/`Y`
                                                # (NOTE: a^(1/4) is the same as ⁴√a)
                                                # Harmonic mean:
                                                ®z # Get 1/x for each value x in the list from the register
                                                O # Take the sum of that
                                                Y / # And then divide `Y` by that sum
                                                # Quadratic mean:
                                                ®n # Take 2 to the power of each number x in the list from the register
                                                ÅA # Calculate the arithmetic mean of this list
                                                t # And then take the square-root of that
                                                ) # Wrap all four results into a list
                                                4V # And set variable `Y` now to 4 instead of 2
                                                }н # After the list no longer changes: pop and push its first value
                                                # (which is output implicitly as result)





                                                share|improve this answer











                                                $endgroup$




                                                05AB1E (legacy), 26 24 bytes



                                                Δ©ÅA®PYzmY®zO/®nÅAt)4V}н


                                                Try it online or see the steps of all test cases.



                                                Explanation:





                                                Δ         # Loop until the list no longer changes:
                                                © # Store the current list in the register (without popping)
                                                # (which is the implicit input-list in the first iteration)
                                                # Arithmetic mean:
                                                ÅA # Builtin to calculate the arithmetic mean of this list
                                                # Geometric mean:
                                                ®P # Take the product of the list from the register
                                                Yz # And 1/`Y` (NOTE: `Y` is 2 by default)
                                                m # Then take the result of the product to the power of 1/`Y`
                                                # (NOTE: a^(1/4) is the same as ⁴√a)
                                                # Harmonic mean:
                                                ®z # Get 1/x for each value x in the list from the register
                                                O # Take the sum of that
                                                Y / # And then divide `Y` by that sum
                                                # Quadratic mean:
                                                ®n # Take 2 to the power of each number x in the list from the register
                                                ÅA # Calculate the arithmetic mean of this list
                                                t # And then take the square-root of that
                                                ) # Wrap all four results into a list
                                                4V # And set variable `Y` now to 4 instead of 2
                                                }н # After the list no longer changes: pop and push its first value
                                                # (which is output implicitly as result)






                                                share|improve this answer














                                                share|improve this answer



                                                share|improve this answer








                                                edited Apr 1 at 12:28

























                                                answered Apr 1 at 7:46









                                                Kevin CruijssenKevin Cruijssen

                                                42.3k570217




                                                42.3k570217























                                                    1












                                                    $begingroup$


                                                    C#, 173 bytes



                                                    double m(int n,params double[]a)=>(n<1?a[0]:m(n-1,a.Sum()/a.Length,Math.Pow(a.Aggregate((t,x)=>t*x),1.0/a.Length),a.Length/a.Sum(x=>1/x),Math.Sqrt(a.Sum(x=>x*x)/a.Length)));


                                                    Try it online!






                                                    share|improve this answer









                                                    $endgroup$









                                                    • 2




                                                      $begingroup$
                                                      This seems to really on a variable that must be passed. Also, you have to include using System and using System.Linq in your byte count, since they are required for the program to run. You can change your compiler to the C# Visual Interactive Compiler, which doesn't need those imports. Also, 1.0 -> 1d
                                                      $endgroup$
                                                      – Embodiment of Ignorance
                                                      Mar 31 at 20:59
















                                                    1












                                                    $begingroup$


                                                    C#, 173 bytes



                                                    double m(int n,params double[]a)=>(n<1?a[0]:m(n-1,a.Sum()/a.Length,Math.Pow(a.Aggregate((t,x)=>t*x),1.0/a.Length),a.Length/a.Sum(x=>1/x),Math.Sqrt(a.Sum(x=>x*x)/a.Length)));


                                                    Try it online!






                                                    share|improve this answer









                                                    $endgroup$









                                                    • 2




                                                      $begingroup$
                                                      This seems to really on a variable that must be passed. Also, you have to include using System and using System.Linq in your byte count, since they are required for the program to run. You can change your compiler to the C# Visual Interactive Compiler, which doesn't need those imports. Also, 1.0 -> 1d
                                                      $endgroup$
                                                      – Embodiment of Ignorance
                                                      Mar 31 at 20:59














                                                    1












                                                    1








                                                    1





                                                    $begingroup$


                                                    C#, 173 bytes



                                                    double m(int n,params double[]a)=>(n<1?a[0]:m(n-1,a.Sum()/a.Length,Math.Pow(a.Aggregate((t,x)=>t*x),1.0/a.Length),a.Length/a.Sum(x=>1/x),Math.Sqrt(a.Sum(x=>x*x)/a.Length)));


                                                    Try it online!






                                                    share|improve this answer









                                                    $endgroup$




                                                    C#, 173 bytes



                                                    double m(int n,params double[]a)=>(n<1?a[0]:m(n-1,a.Sum()/a.Length,Math.Pow(a.Aggregate((t,x)=>t*x),1.0/a.Length),a.Length/a.Sum(x=>1/x),Math.Sqrt(a.Sum(x=>x*x)/a.Length)));


                                                    Try it online!







                                                    share|improve this answer












                                                    share|improve this answer



                                                    share|improve this answer










                                                    answered Mar 31 at 19:39









                                                    aviatoraviator

                                                    1112




                                                    1112








                                                    • 2




                                                      $begingroup$
                                                      This seems to really on a variable that must be passed. Also, you have to include using System and using System.Linq in your byte count, since they are required for the program to run. You can change your compiler to the C# Visual Interactive Compiler, which doesn't need those imports. Also, 1.0 -> 1d
                                                      $endgroup$
                                                      – Embodiment of Ignorance
                                                      Mar 31 at 20:59














                                                    • 2




                                                      $begingroup$
                                                      This seems to really on a variable that must be passed. Also, you have to include using System and using System.Linq in your byte count, since they are required for the program to run. You can change your compiler to the C# Visual Interactive Compiler, which doesn't need those imports. Also, 1.0 -> 1d
                                                      $endgroup$
                                                      – Embodiment of Ignorance
                                                      Mar 31 at 20:59








                                                    2




                                                    2




                                                    $begingroup$
                                                    This seems to really on a variable that must be passed. Also, you have to include using System and using System.Linq in your byte count, since they are required for the program to run. You can change your compiler to the C# Visual Interactive Compiler, which doesn't need those imports. Also, 1.0 -> 1d
                                                    $endgroup$
                                                    – Embodiment of Ignorance
                                                    Mar 31 at 20:59




                                                    $begingroup$
                                                    This seems to really on a variable that must be passed. Also, you have to include using System and using System.Linq in your byte count, since they are required for the program to run. You can change your compiler to the C# Visual Interactive Compiler, which doesn't need those imports. Also, 1.0 -> 1d
                                                    $endgroup$
                                                    – Embodiment of Ignorance
                                                    Mar 31 at 20:59











                                                    1












                                                    $begingroup$


                                                    Clean, 124 bytes



                                                    import StdEnv
                                                    f=avg o limit o iteratel=let n=toReal(length l)in[avg l,prod l^(1.0/n),n/sum[1.0/x\x<-l],avg[x*x\x<-l]^0.5]


                                                    Try it online!



                                                    Performs the operation until the result stops changing.



                                                    Hurray for limited precision floating point!






                                                    share|improve this answer









                                                    $endgroup$


















                                                      1












                                                      $begingroup$


                                                      Clean, 124 bytes



                                                      import StdEnv
                                                      f=avg o limit o iteratel=let n=toReal(length l)in[avg l,prod l^(1.0/n),n/sum[1.0/x\x<-l],avg[x*x\x<-l]^0.5]


                                                      Try it online!



                                                      Performs the operation until the result stops changing.



                                                      Hurray for limited precision floating point!






                                                      share|improve this answer









                                                      $endgroup$
















                                                        1












                                                        1








                                                        1





                                                        $begingroup$


                                                        Clean, 124 bytes



                                                        import StdEnv
                                                        f=avg o limit o iteratel=let n=toReal(length l)in[avg l,prod l^(1.0/n),n/sum[1.0/x\x<-l],avg[x*x\x<-l]^0.5]


                                                        Try it online!



                                                        Performs the operation until the result stops changing.



                                                        Hurray for limited precision floating point!






                                                        share|improve this answer









                                                        $endgroup$




                                                        Clean, 124 bytes



                                                        import StdEnv
                                                        f=avg o limit o iteratel=let n=toReal(length l)in[avg l,prod l^(1.0/n),n/sum[1.0/x\x<-l],avg[x*x\x<-l]^0.5]


                                                        Try it online!



                                                        Performs the operation until the result stops changing.



                                                        Hurray for limited precision floating point!







                                                        share|improve this answer












                                                        share|improve this answer



                                                        share|improve this answer










                                                        answered Mar 31 at 21:59









                                                        ΟurousΟurous

                                                        7,41611136




                                                        7,41611136























                                                            1












                                                            $begingroup$

                                                            Pyth, 32 bytes



                                                            h.Wt{H[.OZ@*FZJlZcJscL1Z@.O^R2Z2


                                                            Try it online here, or verify all the test cases (bar two, see note below) at once here. Accepts input as a list.



                                                            There seem to be some issues with rounding, as certain inputs don't converge correctly when they otherwise should. In particular, test case 0.01 100 gets stuck at values [6.748305820749738, 6.748305820749738, 6.748305820749739, 6.748305820749738], and test case 1.61 2.41 gets stuck at [1.9896543776640825, 1.9896543776640825, 1.9896543776640827, 1.9896543776640825] - note in both cases that the 3rd mean (harmonic mean) differs from the others.



                                                            I'm not sure if this problem invalidates my entry, but I'm posting it anyway as it should work. If this isn't acceptable, it can be fixed by instering .RRT before the [, to round each of the means to 10 decimal places, as seen in this test suite.



                                                            h.Wt{H[.OZ@*FZJlZcJscL1Z@.O^R2Z2)Q   Implicit: Q=eval(input())
                                                            Trailing )Q inferred
                                                            .W Q Funcitonal while: While condition is true, call inner. Starting value Q
                                                            t{H Condition function: current input H
                                                            {H Deduplicate H
                                                            t Discard first value
                                                            Empty list is falsey, so while is terminated when means converge
                                                            [.OZ@*FZJlZcJscL1Z@.O^R2Z2) Inner function: current input Z
                                                            JlZ Take length of Z, store in J
                                                            .OZ (1) Arithmetic mean of Z
                                                            *FZ Product of Z
                                                            @ J (2) Jth root of the above
                                                            L Z Map each element of Z...
                                                            c 1 ... to its reciprocal
                                                            s Sum the above
                                                            cJ (3) J / the above
                                                            R Z Map each element of Z...
                                                            ^ 2 ... to its square
                                                            .O Arithmetic mean of the above
                                                            @ 2 (4) Square root of the above
                                                            [ ) Wrap results (1), (2), (3), and (4) in a list
                                                            This is used as the input for the next iteration of the loop
                                                            h Take the first element of the result, implicit print





                                                            share|improve this answer









                                                            $endgroup$


















                                                              1












                                                              $begingroup$

                                                              Pyth, 32 bytes



                                                              h.Wt{H[.OZ@*FZJlZcJscL1Z@.O^R2Z2


                                                              Try it online here, or verify all the test cases (bar two, see note below) at once here. Accepts input as a list.



                                                              There seem to be some issues with rounding, as certain inputs don't converge correctly when they otherwise should. In particular, test case 0.01 100 gets stuck at values [6.748305820749738, 6.748305820749738, 6.748305820749739, 6.748305820749738], and test case 1.61 2.41 gets stuck at [1.9896543776640825, 1.9896543776640825, 1.9896543776640827, 1.9896543776640825] - note in both cases that the 3rd mean (harmonic mean) differs from the others.



                                                              I'm not sure if this problem invalidates my entry, but I'm posting it anyway as it should work. If this isn't acceptable, it can be fixed by instering .RRT before the [, to round each of the means to 10 decimal places, as seen in this test suite.



                                                              h.Wt{H[.OZ@*FZJlZcJscL1Z@.O^R2Z2)Q   Implicit: Q=eval(input())
                                                              Trailing )Q inferred
                                                              .W Q Funcitonal while: While condition is true, call inner. Starting value Q
                                                              t{H Condition function: current input H
                                                              {H Deduplicate H
                                                              t Discard first value
                                                              Empty list is falsey, so while is terminated when means converge
                                                              [.OZ@*FZJlZcJscL1Z@.O^R2Z2) Inner function: current input Z
                                                              JlZ Take length of Z, store in J
                                                              .OZ (1) Arithmetic mean of Z
                                                              *FZ Product of Z
                                                              @ J (2) Jth root of the above
                                                              L Z Map each element of Z...
                                                              c 1 ... to its reciprocal
                                                              s Sum the above
                                                              cJ (3) J / the above
                                                              R Z Map each element of Z...
                                                              ^ 2 ... to its square
                                                              .O Arithmetic mean of the above
                                                              @ 2 (4) Square root of the above
                                                              [ ) Wrap results (1), (2), (3), and (4) in a list
                                                              This is used as the input for the next iteration of the loop
                                                              h Take the first element of the result, implicit print





                                                              share|improve this answer









                                                              $endgroup$
















                                                                1












                                                                1








                                                                1





                                                                $begingroup$

                                                                Pyth, 32 bytes



                                                                h.Wt{H[.OZ@*FZJlZcJscL1Z@.O^R2Z2


                                                                Try it online here, or verify all the test cases (bar two, see note below) at once here. Accepts input as a list.



                                                                There seem to be some issues with rounding, as certain inputs don't converge correctly when they otherwise should. In particular, test case 0.01 100 gets stuck at values [6.748305820749738, 6.748305820749738, 6.748305820749739, 6.748305820749738], and test case 1.61 2.41 gets stuck at [1.9896543776640825, 1.9896543776640825, 1.9896543776640827, 1.9896543776640825] - note in both cases that the 3rd mean (harmonic mean) differs from the others.



                                                                I'm not sure if this problem invalidates my entry, but I'm posting it anyway as it should work. If this isn't acceptable, it can be fixed by instering .RRT before the [, to round each of the means to 10 decimal places, as seen in this test suite.



                                                                h.Wt{H[.OZ@*FZJlZcJscL1Z@.O^R2Z2)Q   Implicit: Q=eval(input())
                                                                Trailing )Q inferred
                                                                .W Q Funcitonal while: While condition is true, call inner. Starting value Q
                                                                t{H Condition function: current input H
                                                                {H Deduplicate H
                                                                t Discard first value
                                                                Empty list is falsey, so while is terminated when means converge
                                                                [.OZ@*FZJlZcJscL1Z@.O^R2Z2) Inner function: current input Z
                                                                JlZ Take length of Z, store in J
                                                                .OZ (1) Arithmetic mean of Z
                                                                *FZ Product of Z
                                                                @ J (2) Jth root of the above
                                                                L Z Map each element of Z...
                                                                c 1 ... to its reciprocal
                                                                s Sum the above
                                                                cJ (3) J / the above
                                                                R Z Map each element of Z...
                                                                ^ 2 ... to its square
                                                                .O Arithmetic mean of the above
                                                                @ 2 (4) Square root of the above
                                                                [ ) Wrap results (1), (2), (3), and (4) in a list
                                                                This is used as the input for the next iteration of the loop
                                                                h Take the first element of the result, implicit print





                                                                share|improve this answer









                                                                $endgroup$



                                                                Pyth, 32 bytes



                                                                h.Wt{H[.OZ@*FZJlZcJscL1Z@.O^R2Z2


                                                                Try it online here, or verify all the test cases (bar two, see note below) at once here. Accepts input as a list.



                                                                There seem to be some issues with rounding, as certain inputs don't converge correctly when they otherwise should. In particular, test case 0.01 100 gets stuck at values [6.748305820749738, 6.748305820749738, 6.748305820749739, 6.748305820749738], and test case 1.61 2.41 gets stuck at [1.9896543776640825, 1.9896543776640825, 1.9896543776640827, 1.9896543776640825] - note in both cases that the 3rd mean (harmonic mean) differs from the others.



                                                                I'm not sure if this problem invalidates my entry, but I'm posting it anyway as it should work. If this isn't acceptable, it can be fixed by instering .RRT before the [, to round each of the means to 10 decimal places, as seen in this test suite.



                                                                h.Wt{H[.OZ@*FZJlZcJscL1Z@.O^R2Z2)Q   Implicit: Q=eval(input())
                                                                Trailing )Q inferred
                                                                .W Q Funcitonal while: While condition is true, call inner. Starting value Q
                                                                t{H Condition function: current input H
                                                                {H Deduplicate H
                                                                t Discard first value
                                                                Empty list is falsey, so while is terminated when means converge
                                                                [.OZ@*FZJlZcJscL1Z@.O^R2Z2) Inner function: current input Z
                                                                JlZ Take length of Z, store in J
                                                                .OZ (1) Arithmetic mean of Z
                                                                *FZ Product of Z
                                                                @ J (2) Jth root of the above
                                                                L Z Map each element of Z...
                                                                c 1 ... to its reciprocal
                                                                s Sum the above
                                                                cJ (3) J / the above
                                                                R Z Map each element of Z...
                                                                ^ 2 ... to its square
                                                                .O Arithmetic mean of the above
                                                                @ 2 (4) Square root of the above
                                                                [ ) Wrap results (1), (2), (3), and (4) in a list
                                                                This is used as the input for the next iteration of the loop
                                                                h Take the first element of the result, implicit print






                                                                share|improve this answer












                                                                share|improve this answer



                                                                share|improve this answer










                                                                answered Apr 1 at 9:00









                                                                SokSok

                                                                4,187925




                                                                4,187925























                                                                    1












                                                                    $begingroup$


                                                                    Japt v2.0a0 -g, 42 38 bytes



                                                                    â ÊÉ?ß[Ux²÷(V=UÊ)¬Ux÷V U×qV V÷Ux!÷1]:U


                                                                    There's got to be a shorter way... This is a monstrosity! Saved 4 bytes thanks to @Shaggy!



                                                                    Try it






                                                                    share|improve this answer











                                                                    $endgroup$













                                                                    • $begingroup$
                                                                      38 bytes. But I agree, there must be a shorter way!
                                                                      $endgroup$
                                                                      – Shaggy
                                                                      Apr 1 at 17:12
















                                                                    1












                                                                    $begingroup$


                                                                    Japt v2.0a0 -g, 42 38 bytes



                                                                    â ÊÉ?ß[Ux²÷(V=UÊ)¬Ux÷V U×qV V÷Ux!÷1]:U


                                                                    There's got to be a shorter way... This is a monstrosity! Saved 4 bytes thanks to @Shaggy!



                                                                    Try it






                                                                    share|improve this answer











                                                                    $endgroup$













                                                                    • $begingroup$
                                                                      38 bytes. But I agree, there must be a shorter way!
                                                                      $endgroup$
                                                                      – Shaggy
                                                                      Apr 1 at 17:12














                                                                    1












                                                                    1








                                                                    1





                                                                    $begingroup$


                                                                    Japt v2.0a0 -g, 42 38 bytes



                                                                    â ÊÉ?ß[Ux²÷(V=UÊ)¬Ux÷V U×qV V÷Ux!÷1]:U


                                                                    There's got to be a shorter way... This is a monstrosity! Saved 4 bytes thanks to @Shaggy!



                                                                    Try it






                                                                    share|improve this answer











                                                                    $endgroup$




                                                                    Japt v2.0a0 -g, 42 38 bytes



                                                                    â ÊÉ?ß[Ux²÷(V=UÊ)¬Ux÷V U×qV V÷Ux!÷1]:U


                                                                    There's got to be a shorter way... This is a monstrosity! Saved 4 bytes thanks to @Shaggy!



                                                                    Try it







                                                                    share|improve this answer














                                                                    share|improve this answer



                                                                    share|improve this answer








                                                                    edited Apr 1 at 18:36

























                                                                    answered Mar 31 at 21:10









                                                                    Embodiment of IgnoranceEmbodiment of Ignorance

                                                                    2,828127




                                                                    2,828127












                                                                    • $begingroup$
                                                                      38 bytes. But I agree, there must be a shorter way!
                                                                      $endgroup$
                                                                      – Shaggy
                                                                      Apr 1 at 17:12


















                                                                    • $begingroup$
                                                                      38 bytes. But I agree, there must be a shorter way!
                                                                      $endgroup$
                                                                      – Shaggy
                                                                      Apr 1 at 17:12
















                                                                    $begingroup$
                                                                    38 bytes. But I agree, there must be a shorter way!
                                                                    $endgroup$
                                                                    – Shaggy
                                                                    Apr 1 at 17:12




                                                                    $begingroup$
                                                                    38 bytes. But I agree, there must be a shorter way!
                                                                    $endgroup$
                                                                    – Shaggy
                                                                    Apr 1 at 17:12











                                                                    1












                                                                    $begingroup$


                                                                    C# (Visual C# Interactive Compiler), 177 bytes





                                                                    double f(double[]g)=>g.All(c=>Math.Abs(c-g[0])<1e-9)?g[0]:f(new[]{g.Sum()/(z=g.Length),Math.Pow(g.Aggregate((a,b)=>a*b),1d/z),z/g.Sum(x=>1/x),Math.Sqrt(g.Sum(x=>x*x)/z)});int z;


                                                                    Thanks to @KevinCruijjsen for pointing out that using floating point precision was causing problems! Would be 163 bytes if doubles were perfectly precise.



                                                                    Try it online!






                                                                    share|improve this answer











                                                                    $endgroup$













                                                                    • $begingroup$
                                                                      The last two test cases give a StackOverflowException due to floating point precision. Instead of c==g[0] you could do something like Math.Abs(c-g[0])<1e-9. Try it online.
                                                                      $endgroup$
                                                                      – Kevin Cruijssen
                                                                      Apr 1 at 9:01










                                                                    • $begingroup$
                                                                      @KevinCruijssen Thanks, it's such a pain dealing with floating point numbers
                                                                      $endgroup$
                                                                      – Embodiment of Ignorance
                                                                      Apr 2 at 15:32
















                                                                    1












                                                                    $begingroup$


                                                                    C# (Visual C# Interactive Compiler), 177 bytes





                                                                    double f(double[]g)=>g.All(c=>Math.Abs(c-g[0])<1e-9)?g[0]:f(new[]{g.Sum()/(z=g.Length),Math.Pow(g.Aggregate((a,b)=>a*b),1d/z),z/g.Sum(x=>1/x),Math.Sqrt(g.Sum(x=>x*x)/z)});int z;


                                                                    Thanks to @KevinCruijjsen for pointing out that using floating point precision was causing problems! Would be 163 bytes if doubles were perfectly precise.



                                                                    Try it online!






                                                                    share|improve this answer











                                                                    $endgroup$













                                                                    • $begingroup$
                                                                      The last two test cases give a StackOverflowException due to floating point precision. Instead of c==g[0] you could do something like Math.Abs(c-g[0])<1e-9. Try it online.
                                                                      $endgroup$
                                                                      – Kevin Cruijssen
                                                                      Apr 1 at 9:01










                                                                    • $begingroup$
                                                                      @KevinCruijssen Thanks, it's such a pain dealing with floating point numbers
                                                                      $endgroup$
                                                                      – Embodiment of Ignorance
                                                                      Apr 2 at 15:32














                                                                    1












                                                                    1








                                                                    1





                                                                    $begingroup$


                                                                    C# (Visual C# Interactive Compiler), 177 bytes





                                                                    double f(double[]g)=>g.All(c=>Math.Abs(c-g[0])<1e-9)?g[0]:f(new[]{g.Sum()/(z=g.Length),Math.Pow(g.Aggregate((a,b)=>a*b),1d/z),z/g.Sum(x=>1/x),Math.Sqrt(g.Sum(x=>x*x)/z)});int z;


                                                                    Thanks to @KevinCruijjsen for pointing out that using floating point precision was causing problems! Would be 163 bytes if doubles were perfectly precise.



                                                                    Try it online!






                                                                    share|improve this answer











                                                                    $endgroup$




                                                                    C# (Visual C# Interactive Compiler), 177 bytes





                                                                    double f(double[]g)=>g.All(c=>Math.Abs(c-g[0])<1e-9)?g[0]:f(new[]{g.Sum()/(z=g.Length),Math.Pow(g.Aggregate((a,b)=>a*b),1d/z),z/g.Sum(x=>1/x),Math.Sqrt(g.Sum(x=>x*x)/z)});int z;


                                                                    Thanks to @KevinCruijjsen for pointing out that using floating point precision was causing problems! Would be 163 bytes if doubles were perfectly precise.



                                                                    Try it online!







                                                                    share|improve this answer














                                                                    share|improve this answer



                                                                    share|improve this answer








                                                                    edited Apr 2 at 15:32

























                                                                    answered Mar 31 at 21:04









                                                                    Embodiment of IgnoranceEmbodiment of Ignorance

                                                                    2,828127




                                                                    2,828127












                                                                    • $begingroup$
                                                                      The last two test cases give a StackOverflowException due to floating point precision. Instead of c==g[0] you could do something like Math.Abs(c-g[0])<1e-9. Try it online.
                                                                      $endgroup$
                                                                      – Kevin Cruijssen
                                                                      Apr 1 at 9:01










                                                                    • $begingroup$
                                                                      @KevinCruijssen Thanks, it's such a pain dealing with floating point numbers
                                                                      $endgroup$
                                                                      – Embodiment of Ignorance
                                                                      Apr 2 at 15:32


















                                                                    • $begingroup$
                                                                      The last two test cases give a StackOverflowException due to floating point precision. Instead of c==g[0] you could do something like Math.Abs(c-g[0])<1e-9. Try it online.
                                                                      $endgroup$
                                                                      – Kevin Cruijssen
                                                                      Apr 1 at 9:01










                                                                    • $begingroup$
                                                                      @KevinCruijssen Thanks, it's such a pain dealing with floating point numbers
                                                                      $endgroup$
                                                                      – Embodiment of Ignorance
                                                                      Apr 2 at 15:32
















                                                                    $begingroup$
                                                                    The last two test cases give a StackOverflowException due to floating point precision. Instead of c==g[0] you could do something like Math.Abs(c-g[0])<1e-9. Try it online.
                                                                    $endgroup$
                                                                    – Kevin Cruijssen
                                                                    Apr 1 at 9:01




                                                                    $begingroup$
                                                                    The last two test cases give a StackOverflowException due to floating point precision. Instead of c==g[0] you could do something like Math.Abs(c-g[0])<1e-9. Try it online.
                                                                    $endgroup$
                                                                    – Kevin Cruijssen
                                                                    Apr 1 at 9:01












                                                                    $begingroup$
                                                                    @KevinCruijssen Thanks, it's such a pain dealing with floating point numbers
                                                                    $endgroup$
                                                                    – Embodiment of Ignorance
                                                                    Apr 2 at 15:32




                                                                    $begingroup$
                                                                    @KevinCruijssen Thanks, it's such a pain dealing with floating point numbers
                                                                    $endgroup$
                                                                    – Embodiment of Ignorance
                                                                    Apr 2 at 15:32











                                                                    1












                                                                    $begingroup$

                                                                    x86 machine code (SIMD 4x float using 128-bit SSE1&AVX) 94 bytes



                                                                    x86 machine code (SIMD 4x double using 256-bit AVX) 123 bytes



                                                                    float passes the test cases in the question, but with a loop-exit threshold small enough to make that happen, it's easy for it to get stuck in an infinite loop with random inputs.



                                                                    SSE1 packed-single-precision instructions are 3 bytes long, but SSE2 and simple AVX instructions are 4 bytes long. (Scalar-single instructions like sqrtss are also 4 bytes long, which is why I use sqrtps even though I only care about the low element. It's not even slower than sqrtss on modern hardware). I used AVX for non-destructive destination to save 2 bytes vs. movaps+op.

                                                                    In the double version we can still do a couple movlhps to copy 64-bit chunks (because often we only care about the low element of a horizontal sum). Horizontal sum of a 256-bit SIMD vector also requires an extra vextractf128 to get the high half, vs. the slow but small 2x haddps strategy for float. The double version also needs 2x 8-byte constants, instead of 2x 4-byte. Overall it comes out at close to 4/3 the size of the float version.



                                                                    mean(a,b) = mean(a,a,b,b) for all 4 of these means, so we can simply duplicate the input up to 4 elements and never have to implement length=2. Thus we can hardcode geometric mean as 4th-root = sqrt(sqrt), for example. And we only need one FP constant, 4.0.



                                                                    We have a single SIMD vector of all 4 [a_i, b_i, c_i, d_i]. From that, we calculate the 4 means as scalars in separate registers, and shuffle them back together for the next iteration. (Horizontal operations on SIMD vectors are inconvenient, but we need to do the same thing for all 4 elements in enough cases that it balances out. I started on an x87 version of this, but it was getting very long and not fun.)



                                                                    The loop-exit condition of }while(quadratic - harmonic > 4e-5) (or a smaller constant for double) is based on @RobinRyder's R answer, and Kevin Cruijssen's Java answer: quadratic mean is always the largest magnitude, and harmonic mean is always the smallest (ignoring rounding errors). So we can check the delta between those two to detect convergence. We return the arithmetic mean as the scalar result. It's usually between those two and is probably the least susceptible to rounding errors.



                                                                    Float version: callable as float meanmean_float_avx(__m128); with the arg and return value in xmm0. (So x86-64 System V, or Windows x64 vectorcall, but not x64 fastcall.) Or declare the return-type as __m128 so you can get at the quadratic and harmonic mean for testing.



                                                                    Letting this take 2 separate float args in xmm0 and xmm1 would cost 1 extra byte: we'd need a shufps with an imm8 (instead of just unpcklps xmm0,xmm0) to shuffle together and duplicate 2 inputs.



                                                                        40  address                    align 32
                                                                    41 code bytes global meanmean_float_avx
                                                                    42 meanmean_float_avx:
                                                                    43 00000000 B9[52000000] mov ecx, .arith_mean ; allows 2-byte call reg, and a base for loading constants
                                                                    44 00000005 C4E2791861FC vbroadcastss xmm4, [rcx-4] ; float 4.0
                                                                    45
                                                                    46 ;; mean(a,b) = mean(a,b,a,b) for all 4 types of mean
                                                                    47 ;; so we only ever have to do the length=4 case
                                                                    48 0000000B 0F14C0 unpcklps xmm0,xmm0 ; [b,a] => [b,b,a,a]
                                                                    49
                                                                    50 ; do{ ... } while(quadratic - harmonic > threshold);
                                                                    51 .loop:
                                                                    52 ;;; XMM3 = geometric mean: not based on addition. (Transform to log would be hard. AVX512ER has exp with 23-bit accuracy, but not log. vgetexp = floor(lofg2(x)), so that's no good.)
                                                                    53 ;; sqrt once *first*, making magnitudes closer to 1.0 to reduce rounding error. Numbers are all positive so this is safe.
                                                                    54 ;; both sqrts first was better behaved, I think.
                                                                    55 0000000E 0F51D8 sqrtps xmm3, xmm0 ; xmm3 = 4th root(x)
                                                                    56 00000011 F30F16EB movshdup xmm5, xmm3 ; bring odd elements down to even
                                                                    57 00000015 0F59EB mulps xmm5, xmm3
                                                                    58 00000018 0F12DD movhlps xmm3, xmm5 ; high half -> low
                                                                    59 0000001B 0F59DD mulps xmm3, xmm5 ; xmm3[0] = hproduct(sqrt(xmm))
                                                                    60 ; sqrtps xmm3, xmm3 ; sqrt(hprod(sqrt)) = 4th root(hprod)
                                                                    61 ; common final step done after interleaving with quadratic mean
                                                                    62
                                                                    63 ;;; XMM2 = quadratic mean = max of the means
                                                                    64 0000001E C5F859E8 vmulps xmm5, xmm0,xmm0
                                                                    65 00000022 FFD1 call rcx ; arith mean of squares
                                                                    66 00000024 0F14EB unpcklps xmm5, xmm3 ; [quad^2, geo^2, ?, ?]
                                                                    67 00000027 0F51D5 sqrtps xmm2, xmm5 ; [quad, geo, ?, ?]
                                                                    68
                                                                    69 ;;; XMM1 = harmonic mean = min of the means
                                                                    70 0000002A C5D85EE8 vdivps xmm5, xmm4, xmm0 ; 4/x
                                                                    71 0000002E FFD1 call rcx ; arithmetic mean (under inversion)
                                                                    72 00000030 C5D85ECD vdivps xmm1, xmm4, xmm5 ; 4/. (the factor of 4 cancels out)
                                                                    73
                                                                    74 ;;; XMM5 = arithmetic mean
                                                                    75 00000034 0F28E8 movaps xmm5, xmm0
                                                                    76 00000037 FFD1 call rcx
                                                                    77
                                                                    78 00000039 0F14E9 unpcklps xmm5, xmm1 ; [arith, harm, ?,?]
                                                                    79 0000003C C5D014C2 vunpcklps xmm0, xmm5,xmm2 ; x = [arith, harm, quad, geo]
                                                                    80
                                                                    81 00000040 0F5CD1 subps xmm2, xmm1 ; largest - smallest mean: guaranteed non-negative
                                                                    82 00000043 0F2E51F8 ucomiss xmm2, [rcx-8] ; quad-harm > convergence_threshold
                                                                    83 00000047 73C5 jae .loop
                                                                    84
                                                                    85 ; return with the arithmetic mean in the low element of xmm0 = scalar return value
                                                                    86 00000049 C3 ret
                                                                    87
                                                                    88 ;;; "constant pool" between the main function and the helper, like ARM literal pools
                                                                    89 0000004A ACC52738 .fpconst_threshold: dd 4e-5 ; 4.3e-5 is the highest we can go and still pass the main test cases
                                                                    90 0000004E 00008040 .fpconst_4: dd 4.0
                                                                    91 .arith_mean: ; returns XMM5 = hsum(xmm5)/4.
                                                                    92 00000052 C5D37CED vhaddps xmm5, xmm5 ; slow but small
                                                                    93 00000056 C5D37CED vhaddps xmm5, xmm5
                                                                    94 0000005A 0F5EEC divps xmm5, xmm4 ; divide before/after summing doesn't matter mathematically or numerically; divisor is a power of 2
                                                                    95 0000005D C3 ret

                                                                    96 0000005E 5E000000 .size: dd $ - meanmean_float_avx
                                                                    0x5e = 94 bytes


                                                                    (NASM listing created with nasm -felf64 mean-mean.asm -l/dev/stdout | cut -b -34,$((34+6))-. Strip the listing part and recover the source with cut -b 34- > mean-mean.asm)



                                                                    SIMD horizontal sum and divide by 4 (i.e. arithmetic mean) is implemented in a separate function that we call (with a function pointer to amortize the cost of the address). With 4/x before/after, or x^2 before and sqrt after, we get the harmonic mean and quadratic mean. (It was painful to write these div instructions instead of multiplying by an exactly-representable 0.25.)



                                                                    Geometric mean is implemented separately with multiply and chained sqrt. Or with one sqrt first to reduce exponent magnitude and maybe help numerical precision. log is not available, only floor(log2(x)) via AVX512 vgetexpps/pd. Exp is sort of available via AVX512ER (Xeon Phi only), but with only 2^-23 precision.



                                                                    Mixing 128-bit AVX instructions and legacy SSE is not a performance problem. Mixing 256-bit AVX with legacy SSE can be on Haswell, but on Skylake it just potentially creates a potential false dependency for SSE instructions. I think my double version avoids any unnecessary loop-carried dep chains, and bottlenecks
                                                                    on div/sqrt latency/throughput.



                                                                    Double version:



                                                                       108                             global meanmean_double_avx
                                                                    109 meanmean_double_avx:
                                                                    110 00000080 B9[E8000000] mov ecx, .arith_mean
                                                                    111 00000085 C4E27D1961F8 vbroadcastsd ymm4, [rcx-8] ; float 4.0
                                                                    112
                                                                    113 ;; mean(a,b) = mean(a,b,a,b) for all 4 types of mean
                                                                    114 ;; so we only ever have to do the length=4 case
                                                                    115 0000008B C4E37D18C001 vinsertf128 ymm0, ymm0, xmm0, 1 ; [b,a] => [b,a,b,a]
                                                                    116
                                                                    117 .loop:
                                                                    118 ;;; XMM3 = geometric mean: not based on addition.
                                                                    119 00000091 C5FD51D8 vsqrtpd ymm3, ymm0 ; sqrt first to get magnitude closer to 1.0 for better(?) numerical precision
                                                                    120 00000095 C4E37D19DD01 vextractf128 xmm5, ymm3, 1 ; extract high lane
                                                                    121 0000009B C5D159EB vmulpd xmm5, xmm3
                                                                    122 0000009F 0F12DD movhlps xmm3, xmm5 ; extract high half
                                                                    123 000000A2 F20F59DD mulsd xmm3, xmm5 ; xmm3 = hproduct(sqrt(xmm0))
                                                                    124 ; sqrtsd xmm3, xmm3 ; xmm3 = 4th root = geomean(xmm0) ;deferred until quadratic
                                                                    125
                                                                    126 ;;; XMM2 = quadratic mean = max of the means
                                                                    127 000000A6 C5FD59E8 vmulpd ymm5, ymm0,ymm0
                                                                    128 000000AA FFD1 call rcx ; arith mean of squares
                                                                    129 000000AC 0F16EB movlhps xmm5, xmm3 ; [quad^2, geo^2]
                                                                    130 000000AF 660F51D5 sqrtpd xmm2, xmm5 ; [quad , geo]
                                                                    131
                                                                    132 ;;; XMM1 = harmonic mean = min of the means
                                                                    133 000000B3 C5DD5EE8 vdivpd ymm5, ymm4, ymm0 ; 4/x
                                                                    134 000000B7 FFD1 call rcx ; arithmetic mean under inversion
                                                                    135 000000B9 C5DB5ECD vdivsd xmm1, xmm4, xmm5 ; 4/. (the factor of 4 cancels out)
                                                                    136
                                                                    137 ;;; XMM5 = arithmetic mean
                                                                    138 000000BD C5FC28E8 vmovaps ymm5, ymm0
                                                                    139 000000C1 FFD1 call rcx
                                                                    140
                                                                    141 000000C3 0F16E9 movlhps xmm5, xmm1 ; [arith, harm]
                                                                    142 000000C6 C4E35518C201 vinsertf128 ymm0, ymm5, xmm2, 1 ; x = [arith, harm, quad, geo]
                                                                    143
                                                                    144 000000CC C5EB5CD1 vsubsd xmm2, xmm1 ; largest - smallest mean: guaranteed non-negative
                                                                    145 000000D0 660F2E51F0 ucomisd xmm2, [rcx-16] ; quad - harm > threshold
                                                                    146 000000D5 77BA ja .loop
                                                                    147
                                                                    148 ; vzeroupper ; not needed for correctness, only performance
                                                                    149 ; return with the arithmetic mean in the low element of xmm0 = scalar return value
                                                                    150 000000D7 C3 ret
                                                                    151
                                                                    152 ; "literal pool" between the function
                                                                    153 000000D8 95D626E80B2E113E .fpconst_threshold: dq 1e-9
                                                                    154 000000E0 0000000000001040 .fpconst_4: dq 4.0 ; TODO: golf these zeros? vpbroadcastb and convert?
                                                                    155 .arith_mean: ; returns YMM5 = hsum(ymm5)/4.
                                                                    156 000000E8 C4E37D19EF01 vextractf128 xmm7, ymm5, 1
                                                                    157 000000EE C5D158EF vaddpd xmm5, xmm7
                                                                    158 000000F2 C5D17CED vhaddpd xmm5, xmm5 ; slow but small
                                                                    159 000000F6 C5D35EEC vdivsd xmm5, xmm4 ; only low element matters
                                                                    160 000000FA C3 ret

                                                                    161 000000FB 7B000000 .size: dd $ - meanmean_double_avx

                                                                    0x7b = 123 bytes




                                                                    C test harness



                                                                    #include <immintrin.h>
                                                                    #include <stdio.h>
                                                                    #include <math.h>

                                                                    static const struct ab_avg {
                                                                    double a,b;
                                                                    double mean;
                                                                    } testcases[] = {
                                                                    {1, 1, 1},
                                                                    {1, 2, 1.45568889},
                                                                    {100, 200, 145.568889},
                                                                    {2.71, 3.14, 2.92103713},
                                                                    {0.57, 1.78, 1.0848205},
                                                                    {1.61, 2.41, 1.98965438},
                                                                    {0.01, 100, 6.7483058},
                                                                    };

                                                                    // see asm comments for order of arith, harm, quad, geo
                                                                    __m128 meanmean_float_avx(__m128); // or float ...
                                                                    __m256d meanmean_double_avx(__m128d); // or double ...
                                                                    int main(void) {
                                                                    int len = sizeof(testcases) / sizeof(testcases[0]);
                                                                    for(int i=0 ; i<len ; i++) {
                                                                    const struct ab_avg *p = &testcases[i];
                                                                    #if 1
                                                                    __m128 arg = _mm_set_ps(0,0, p->b, p->a);
                                                                    double res = meanmean_float_avx(arg)[0];
                                                                    #else
                                                                    __m128d arg = _mm_loadu_pd(&p->a);
                                                                    double res = meanmean_double_avx(arg)[0];
                                                                    #endif
                                                                    double allowed_diff = (p->b - p->a) / 100000.0;
                                                                    double delta = fabs(p->mean - res);
                                                                    if (delta > 1e-3 || delta > allowed_diff) {
                                                                    printf("%f %f => %.9f but we got %.9f. delta = %g allowed=%gn",
                                                                    p->a, p->b, p->mean, res, p->mean - res, allowed_diff);
                                                                    }
                                                                    }



                                                                    while(1) {
                                                                    double a = drand48(), b = drand48(); // range= [0..1)
                                                                    if (a>b) {
                                                                    double tmp=a;
                                                                    a=b;
                                                                    b=tmp; // sorted
                                                                    }
                                                                    // a *= 0.00000001;
                                                                    // b *= 123156;
                                                                    // a += 1<<11; b += (1<<12)+1; // float version gets stuck inflooping on 2048.04, 4097.18 at fpthreshold = 4e-5

                                                                    // a *= 1<<11 ; b *= 1<<11; // scaling to large magnitude makes sum of squares loses more precision
                                                                    //a += 1<<11; b+= 1<<11; // adding to large magnitude is hard for everything, catastrophic cancellation
                                                                    #if 1
                                                                    printf("testing float %g, %gn", a, b);
                                                                    __m128 arg = _mm_set_ps(0,0, b, a);
                                                                    __m128 res = meanmean_float_avx(arg);
                                                                    double quad = res[2], harm = res[1]; // same order as double... for now
                                                                    #else
                                                                    printf("testing double %g, %gn", a, b);
                                                                    __m128d arg = _mm_set_pd(b, a);
                                                                    __m256d res = meanmean_double_avx(arg);
                                                                    double quad = res[2], harm = res[1];
                                                                    #endif
                                                                    double delta = fabs(quad - harm);
                                                                    double allowed_diff = (b - a) / 100000.0; // calculated in double even for the float case.
                                                                    // TODO: use the double res as a reference for float res
                                                                    // instead of just checking quadratic vs. harmonic mean

                                                                    if (delta > 1e-3 || delta > allowed_diff) {
                                                                    printf("%g %g we got q=%g, h=%g, a=%g. delta = %g, allowed=%gn",
                                                                    a, b, quad, harm, res[0], quad-harm, allowed_diff);
                                                                    }
                                                                    }

                                                                    }


                                                                    Build with:



                                                                    nasm -felf64 mean-mean.asm &&
                                                                    gcc -no-pie -fno-pie -g -O2 -march=native mean-mean.c mean-mean.o


                                                                    Obviously you need a CPU with AVX support, or an emulator like Intel SDE. To compile on a host without native AVX support, use -march=sandybridge or -mavx



                                                                    Run: passes the hard-coded test cases, but for the float version, random test cases often fail the (b-a)/10000 threshold set in the question.



                                                                    $ ./a.out
                                                                    (note: empty output before the first "testing float" means clean pass on the constant test cases)
                                                                    testing float 3.90799e-14, 0.000985395
                                                                    3.90799e-14 0.000985395 we got q=3.20062e-10, h=3.58723e-05, a=2.50934e-05. delta = -3.5872e-05, allowed=9.85395e-09
                                                                    testing float 0.041631, 0.176643
                                                                    testing float 0.0913306, 0.364602
                                                                    testing float 0.0922976, 0.487217
                                                                    testing float 0.454433, 0.52675
                                                                    0.454433 0.52675 we got q=0.48992, h=0.489927, a=0.489925. delta = -6.79493e-06, allowed=7.23169e-07
                                                                    testing float 0.233178, 0.831292
                                                                    testing float 0.56806, 0.931731
                                                                    testing float 0.0508319, 0.556094
                                                                    testing float 0.0189148, 0.767051
                                                                    0.0189148 0.767051 we got q=0.210471, h=0.210484, a=0.21048. delta = -1.37389e-05, allowed=7.48136e-06
                                                                    testing float 0.25236, 0.298197
                                                                    0.25236 0.298197 we got q=0.274796, h=0.274803, a=0.274801. delta = -6.19888e-06, allowed=4.58374e-07
                                                                    testing float 0.531557, 0.875981
                                                                    testing float 0.515431, 0.920261
                                                                    testing float 0.18842, 0.810429
                                                                    testing float 0.570614, 0.886314
                                                                    testing float 0.0767746, 0.815274
                                                                    testing float 0.118352, 0.984891
                                                                    0.118352 0.984891 we got q=0.427845, h=0.427872, a=0.427863. delta = -2.66135e-05, allowed=8.66539e-06
                                                                    testing float 0.784484, 0.893906
                                                                    0.784484 0.893906 we got q=0.838297, h=0.838304, a=0.838302. delta = -7.09295e-06, allowed=1.09422e-06


                                                                    FP errors are enough that quad-harm comes out less than zero for some inputs.



                                                                    Or with a += 1<<11; b += (1<<12)+1; uncommented:



                                                                    testing float 2048, 4097
                                                                    testing float 2048.04, 4097.18
                                                                    ^C (stuck in an infinite loop).


                                                                    None of these problems happen with double. Comment out the printf before each test to see that the output is empty (nothing from the if(delta too high) block).



                                                                    TODO: use the double version as a reference for the float version, instead of just looking at how they converging with quad-harm.






                                                                    share|improve this answer











                                                                    $endgroup$


















                                                                      1












                                                                      $begingroup$

                                                                      x86 machine code (SIMD 4x float using 128-bit SSE1&AVX) 94 bytes



                                                                      x86 machine code (SIMD 4x double using 256-bit AVX) 123 bytes



                                                                      float passes the test cases in the question, but with a loop-exit threshold small enough to make that happen, it's easy for it to get stuck in an infinite loop with random inputs.



                                                                      SSE1 packed-single-precision instructions are 3 bytes long, but SSE2 and simple AVX instructions are 4 bytes long. (Scalar-single instructions like sqrtss are also 4 bytes long, which is why I use sqrtps even though I only care about the low element. It's not even slower than sqrtss on modern hardware). I used AVX for non-destructive destination to save 2 bytes vs. movaps+op.

                                                                      In the double version we can still do a couple movlhps to copy 64-bit chunks (because often we only care about the low element of a horizontal sum). Horizontal sum of a 256-bit SIMD vector also requires an extra vextractf128 to get the high half, vs. the slow but small 2x haddps strategy for float. The double version also needs 2x 8-byte constants, instead of 2x 4-byte. Overall it comes out at close to 4/3 the size of the float version.



                                                                      mean(a,b) = mean(a,a,b,b) for all 4 of these means, so we can simply duplicate the input up to 4 elements and never have to implement length=2. Thus we can hardcode geometric mean as 4th-root = sqrt(sqrt), for example. And we only need one FP constant, 4.0.



                                                                      We have a single SIMD vector of all 4 [a_i, b_i, c_i, d_i]. From that, we calculate the 4 means as scalars in separate registers, and shuffle them back together for the next iteration. (Horizontal operations on SIMD vectors are inconvenient, but we need to do the same thing for all 4 elements in enough cases that it balances out. I started on an x87 version of this, but it was getting very long and not fun.)



                                                                      The loop-exit condition of }while(quadratic - harmonic > 4e-5) (or a smaller constant for double) is based on @RobinRyder's R answer, and Kevin Cruijssen's Java answer: quadratic mean is always the largest magnitude, and harmonic mean is always the smallest (ignoring rounding errors). So we can check the delta between those two to detect convergence. We return the arithmetic mean as the scalar result. It's usually between those two and is probably the least susceptible to rounding errors.



                                                                      Float version: callable as float meanmean_float_avx(__m128); with the arg and return value in xmm0. (So x86-64 System V, or Windows x64 vectorcall, but not x64 fastcall.) Or declare the return-type as __m128 so you can get at the quadratic and harmonic mean for testing.



                                                                      Letting this take 2 separate float args in xmm0 and xmm1 would cost 1 extra byte: we'd need a shufps with an imm8 (instead of just unpcklps xmm0,xmm0) to shuffle together and duplicate 2 inputs.



                                                                          40  address                    align 32
                                                                      41 code bytes global meanmean_float_avx
                                                                      42 meanmean_float_avx:
                                                                      43 00000000 B9[52000000] mov ecx, .arith_mean ; allows 2-byte call reg, and a base for loading constants
                                                                      44 00000005 C4E2791861FC vbroadcastss xmm4, [rcx-4] ; float 4.0
                                                                      45
                                                                      46 ;; mean(a,b) = mean(a,b,a,b) for all 4 types of mean
                                                                      47 ;; so we only ever have to do the length=4 case
                                                                      48 0000000B 0F14C0 unpcklps xmm0,xmm0 ; [b,a] => [b,b,a,a]
                                                                      49
                                                                      50 ; do{ ... } while(quadratic - harmonic > threshold);
                                                                      51 .loop:
                                                                      52 ;;; XMM3 = geometric mean: not based on addition. (Transform to log would be hard. AVX512ER has exp with 23-bit accuracy, but not log. vgetexp = floor(lofg2(x)), so that's no good.)
                                                                      53 ;; sqrt once *first*, making magnitudes closer to 1.0 to reduce rounding error. Numbers are all positive so this is safe.
                                                                      54 ;; both sqrts first was better behaved, I think.
                                                                      55 0000000E 0F51D8 sqrtps xmm3, xmm0 ; xmm3 = 4th root(x)
                                                                      56 00000011 F30F16EB movshdup xmm5, xmm3 ; bring odd elements down to even
                                                                      57 00000015 0F59EB mulps xmm5, xmm3
                                                                      58 00000018 0F12DD movhlps xmm3, xmm5 ; high half -> low
                                                                      59 0000001B 0F59DD mulps xmm3, xmm5 ; xmm3[0] = hproduct(sqrt(xmm))
                                                                      60 ; sqrtps xmm3, xmm3 ; sqrt(hprod(sqrt)) = 4th root(hprod)
                                                                      61 ; common final step done after interleaving with quadratic mean
                                                                      62
                                                                      63 ;;; XMM2 = quadratic mean = max of the means
                                                                      64 0000001E C5F859E8 vmulps xmm5, xmm0,xmm0
                                                                      65 00000022 FFD1 call rcx ; arith mean of squares
                                                                      66 00000024 0F14EB unpcklps xmm5, xmm3 ; [quad^2, geo^2, ?, ?]
                                                                      67 00000027 0F51D5 sqrtps xmm2, xmm5 ; [quad, geo, ?, ?]
                                                                      68
                                                                      69 ;;; XMM1 = harmonic mean = min of the means
                                                                      70 0000002A C5D85EE8 vdivps xmm5, xmm4, xmm0 ; 4/x
                                                                      71 0000002E FFD1 call rcx ; arithmetic mean (under inversion)
                                                                      72 00000030 C5D85ECD vdivps xmm1, xmm4, xmm5 ; 4/. (the factor of 4 cancels out)
                                                                      73
                                                                      74 ;;; XMM5 = arithmetic mean
                                                                      75 00000034 0F28E8 movaps xmm5, xmm0
                                                                      76 00000037 FFD1 call rcx
                                                                      77
                                                                      78 00000039 0F14E9 unpcklps xmm5, xmm1 ; [arith, harm, ?,?]
                                                                      79 0000003C C5D014C2 vunpcklps xmm0, xmm5,xmm2 ; x = [arith, harm, quad, geo]
                                                                      80
                                                                      81 00000040 0F5CD1 subps xmm2, xmm1 ; largest - smallest mean: guaranteed non-negative
                                                                      82 00000043 0F2E51F8 ucomiss xmm2, [rcx-8] ; quad-harm > convergence_threshold
                                                                      83 00000047 73C5 jae .loop
                                                                      84
                                                                      85 ; return with the arithmetic mean in the low element of xmm0 = scalar return value
                                                                      86 00000049 C3 ret
                                                                      87
                                                                      88 ;;; "constant pool" between the main function and the helper, like ARM literal pools
                                                                      89 0000004A ACC52738 .fpconst_threshold: dd 4e-5 ; 4.3e-5 is the highest we can go and still pass the main test cases
                                                                      90 0000004E 00008040 .fpconst_4: dd 4.0
                                                                      91 .arith_mean: ; returns XMM5 = hsum(xmm5)/4.
                                                                      92 00000052 C5D37CED vhaddps xmm5, xmm5 ; slow but small
                                                                      93 00000056 C5D37CED vhaddps xmm5, xmm5
                                                                      94 0000005A 0F5EEC divps xmm5, xmm4 ; divide before/after summing doesn't matter mathematically or numerically; divisor is a power of 2
                                                                      95 0000005D C3 ret

                                                                      96 0000005E 5E000000 .size: dd $ - meanmean_float_avx
                                                                      0x5e = 94 bytes


                                                                      (NASM listing created with nasm -felf64 mean-mean.asm -l/dev/stdout | cut -b -34,$((34+6))-. Strip the listing part and recover the source with cut -b 34- > mean-mean.asm)



                                                                      SIMD horizontal sum and divide by 4 (i.e. arithmetic mean) is implemented in a separate function that we call (with a function pointer to amortize the cost of the address). With 4/x before/after, or x^2 before and sqrt after, we get the harmonic mean and quadratic mean. (It was painful to write these div instructions instead of multiplying by an exactly-representable 0.25.)



                                                                      Geometric mean is implemented separately with multiply and chained sqrt. Or with one sqrt first to reduce exponent magnitude and maybe help numerical precision. log is not available, only floor(log2(x)) via AVX512 vgetexpps/pd. Exp is sort of available via AVX512ER (Xeon Phi only), but with only 2^-23 precision.



                                                                      Mixing 128-bit AVX instructions and legacy SSE is not a performance problem. Mixing 256-bit AVX with legacy SSE can be on Haswell, but on Skylake it just potentially creates a potential false dependency for SSE instructions. I think my double version avoids any unnecessary loop-carried dep chains, and bottlenecks
                                                                      on div/sqrt latency/throughput.



                                                                      Double version:



                                                                         108                             global meanmean_double_avx
                                                                      109 meanmean_double_avx:
                                                                      110 00000080 B9[E8000000] mov ecx, .arith_mean
                                                                      111 00000085 C4E27D1961F8 vbroadcastsd ymm4, [rcx-8] ; float 4.0
                                                                      112
                                                                      113 ;; mean(a,b) = mean(a,b,a,b) for all 4 types of mean
                                                                      114 ;; so we only ever have to do the length=4 case
                                                                      115 0000008B C4E37D18C001 vinsertf128 ymm0, ymm0, xmm0, 1 ; [b,a] => [b,a,b,a]
                                                                      116
                                                                      117 .loop:
                                                                      118 ;;; XMM3 = geometric mean: not based on addition.
                                                                      119 00000091 C5FD51D8 vsqrtpd ymm3, ymm0 ; sqrt first to get magnitude closer to 1.0 for better(?) numerical precision
                                                                      120 00000095 C4E37D19DD01 vextractf128 xmm5, ymm3, 1 ; extract high lane
                                                                      121 0000009B C5D159EB vmulpd xmm5, xmm3
                                                                      122 0000009F 0F12DD movhlps xmm3, xmm5 ; extract high half
                                                                      123 000000A2 F20F59DD mulsd xmm3, xmm5 ; xmm3 = hproduct(sqrt(xmm0))
                                                                      124 ; sqrtsd xmm3, xmm3 ; xmm3 = 4th root = geomean(xmm0) ;deferred until quadratic
                                                                      125
                                                                      126 ;;; XMM2 = quadratic mean = max of the means
                                                                      127 000000A6 C5FD59E8 vmulpd ymm5, ymm0,ymm0
                                                                      128 000000AA FFD1 call rcx ; arith mean of squares
                                                                      129 000000AC 0F16EB movlhps xmm5, xmm3 ; [quad^2, geo^2]
                                                                      130 000000AF 660F51D5 sqrtpd xmm2, xmm5 ; [quad , geo]
                                                                      131
                                                                      132 ;;; XMM1 = harmonic mean = min of the means
                                                                      133 000000B3 C5DD5EE8 vdivpd ymm5, ymm4, ymm0 ; 4/x
                                                                      134 000000B7 FFD1 call rcx ; arithmetic mean under inversion
                                                                      135 000000B9 C5DB5ECD vdivsd xmm1, xmm4, xmm5 ; 4/. (the factor of 4 cancels out)
                                                                      136
                                                                      137 ;;; XMM5 = arithmetic mean
                                                                      138 000000BD C5FC28E8 vmovaps ymm5, ymm0
                                                                      139 000000C1 FFD1 call rcx
                                                                      140
                                                                      141 000000C3 0F16E9 movlhps xmm5, xmm1 ; [arith, harm]
                                                                      142 000000C6 C4E35518C201 vinsertf128 ymm0, ymm5, xmm2, 1 ; x = [arith, harm, quad, geo]
                                                                      143
                                                                      144 000000CC C5EB5CD1 vsubsd xmm2, xmm1 ; largest - smallest mean: guaranteed non-negative
                                                                      145 000000D0 660F2E51F0 ucomisd xmm2, [rcx-16] ; quad - harm > threshold
                                                                      146 000000D5 77BA ja .loop
                                                                      147
                                                                      148 ; vzeroupper ; not needed for correctness, only performance
                                                                      149 ; return with the arithmetic mean in the low element of xmm0 = scalar return value
                                                                      150 000000D7 C3 ret
                                                                      151
                                                                      152 ; "literal pool" between the function
                                                                      153 000000D8 95D626E80B2E113E .fpconst_threshold: dq 1e-9
                                                                      154 000000E0 0000000000001040 .fpconst_4: dq 4.0 ; TODO: golf these zeros? vpbroadcastb and convert?
                                                                      155 .arith_mean: ; returns YMM5 = hsum(ymm5)/4.
                                                                      156 000000E8 C4E37D19EF01 vextractf128 xmm7, ymm5, 1
                                                                      157 000000EE C5D158EF vaddpd xmm5, xmm7
                                                                      158 000000F2 C5D17CED vhaddpd xmm5, xmm5 ; slow but small
                                                                      159 000000F6 C5D35EEC vdivsd xmm5, xmm4 ; only low element matters
                                                                      160 000000FA C3 ret

                                                                      161 000000FB 7B000000 .size: dd $ - meanmean_double_avx

                                                                      0x7b = 123 bytes




                                                                      C test harness



                                                                      #include <immintrin.h>
                                                                      #include <stdio.h>
                                                                      #include <math.h>

                                                                      static const struct ab_avg {
                                                                      double a,b;
                                                                      double mean;
                                                                      } testcases[] = {
                                                                      {1, 1, 1},
                                                                      {1, 2, 1.45568889},
                                                                      {100, 200, 145.568889},
                                                                      {2.71, 3.14, 2.92103713},
                                                                      {0.57, 1.78, 1.0848205},
                                                                      {1.61, 2.41, 1.98965438},
                                                                      {0.01, 100, 6.7483058},
                                                                      };

                                                                      // see asm comments for order of arith, harm, quad, geo
                                                                      __m128 meanmean_float_avx(__m128); // or float ...
                                                                      __m256d meanmean_double_avx(__m128d); // or double ...
                                                                      int main(void) {
                                                                      int len = sizeof(testcases) / sizeof(testcases[0]);
                                                                      for(int i=0 ; i<len ; i++) {
                                                                      const struct ab_avg *p = &testcases[i];
                                                                      #if 1
                                                                      __m128 arg = _mm_set_ps(0,0, p->b, p->a);
                                                                      double res = meanmean_float_avx(arg)[0];
                                                                      #else
                                                                      __m128d arg = _mm_loadu_pd(&p->a);
                                                                      double res = meanmean_double_avx(arg)[0];
                                                                      #endif
                                                                      double allowed_diff = (p->b - p->a) / 100000.0;
                                                                      double delta = fabs(p->mean - res);
                                                                      if (delta > 1e-3 || delta > allowed_diff) {
                                                                      printf("%f %f => %.9f but we got %.9f. delta = %g allowed=%gn",
                                                                      p->a, p->b, p->mean, res, p->mean - res, allowed_diff);
                                                                      }
                                                                      }



                                                                      while(1) {
                                                                      double a = drand48(), b = drand48(); // range= [0..1)
                                                                      if (a>b) {
                                                                      double tmp=a;
                                                                      a=b;
                                                                      b=tmp; // sorted
                                                                      }
                                                                      // a *= 0.00000001;
                                                                      // b *= 123156;
                                                                      // a += 1<<11; b += (1<<12)+1; // float version gets stuck inflooping on 2048.04, 4097.18 at fpthreshold = 4e-5

                                                                      // a *= 1<<11 ; b *= 1<<11; // scaling to large magnitude makes sum of squares loses more precision
                                                                      //a += 1<<11; b+= 1<<11; // adding to large magnitude is hard for everything, catastrophic cancellation
                                                                      #if 1
                                                                      printf("testing float %g, %gn", a, b);
                                                                      __m128 arg = _mm_set_ps(0,0, b, a);
                                                                      __m128 res = meanmean_float_avx(arg);
                                                                      double quad = res[2], harm = res[1]; // same order as double... for now
                                                                      #else
                                                                      printf("testing double %g, %gn", a, b);
                                                                      __m128d arg = _mm_set_pd(b, a);
                                                                      __m256d res = meanmean_double_avx(arg);
                                                                      double quad = res[2], harm = res[1];
                                                                      #endif
                                                                      double delta = fabs(quad - harm);
                                                                      double allowed_diff = (b - a) / 100000.0; // calculated in double even for the float case.
                                                                      // TODO: use the double res as a reference for float res
                                                                      // instead of just checking quadratic vs. harmonic mean

                                                                      if (delta > 1e-3 || delta > allowed_diff) {
                                                                      printf("%g %g we got q=%g, h=%g, a=%g. delta = %g, allowed=%gn",
                                                                      a, b, quad, harm, res[0], quad-harm, allowed_diff);
                                                                      }
                                                                      }

                                                                      }


                                                                      Build with:



                                                                      nasm -felf64 mean-mean.asm &&
                                                                      gcc -no-pie -fno-pie -g -O2 -march=native mean-mean.c mean-mean.o


                                                                      Obviously you need a CPU with AVX support, or an emulator like Intel SDE. To compile on a host without native AVX support, use -march=sandybridge or -mavx



                                                                      Run: passes the hard-coded test cases, but for the float version, random test cases often fail the (b-a)/10000 threshold set in the question.



                                                                      $ ./a.out
                                                                      (note: empty output before the first "testing float" means clean pass on the constant test cases)
                                                                      testing float 3.90799e-14, 0.000985395
                                                                      3.90799e-14 0.000985395 we got q=3.20062e-10, h=3.58723e-05, a=2.50934e-05. delta = -3.5872e-05, allowed=9.85395e-09
                                                                      testing float 0.041631, 0.176643
                                                                      testing float 0.0913306, 0.364602
                                                                      testing float 0.0922976, 0.487217
                                                                      testing float 0.454433, 0.52675
                                                                      0.454433 0.52675 we got q=0.48992, h=0.489927, a=0.489925. delta = -6.79493e-06, allowed=7.23169e-07
                                                                      testing float 0.233178, 0.831292
                                                                      testing float 0.56806, 0.931731
                                                                      testing float 0.0508319, 0.556094
                                                                      testing float 0.0189148, 0.767051
                                                                      0.0189148 0.767051 we got q=0.210471, h=0.210484, a=0.21048. delta = -1.37389e-05, allowed=7.48136e-06
                                                                      testing float 0.25236, 0.298197
                                                                      0.25236 0.298197 we got q=0.274796, h=0.274803, a=0.274801. delta = -6.19888e-06, allowed=4.58374e-07
                                                                      testing float 0.531557, 0.875981
                                                                      testing float 0.515431, 0.920261
                                                                      testing float 0.18842, 0.810429
                                                                      testing float 0.570614, 0.886314
                                                                      testing float 0.0767746, 0.815274
                                                                      testing float 0.118352, 0.984891
                                                                      0.118352 0.984891 we got q=0.427845, h=0.427872, a=0.427863. delta = -2.66135e-05, allowed=8.66539e-06
                                                                      testing float 0.784484, 0.893906
                                                                      0.784484 0.893906 we got q=0.838297, h=0.838304, a=0.838302. delta = -7.09295e-06, allowed=1.09422e-06


                                                                      FP errors are enough that quad-harm comes out less than zero for some inputs.



                                                                      Or with a += 1<<11; b += (1<<12)+1; uncommented:



                                                                      testing float 2048, 4097
                                                                      testing float 2048.04, 4097.18
                                                                      ^C (stuck in an infinite loop).


                                                                      None of these problems happen with double. Comment out the printf before each test to see that the output is empty (nothing from the if(delta too high) block).



                                                                      TODO: use the double version as a reference for the float version, instead of just looking at how they converging with quad-harm.






                                                                      share|improve this answer











                                                                      $endgroup$
















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                                                                        $begingroup$

                                                                        x86 machine code (SIMD 4x float using 128-bit SSE1&AVX) 94 bytes



                                                                        x86 machine code (SIMD 4x double using 256-bit AVX) 123 bytes



                                                                        float passes the test cases in the question, but with a loop-exit threshold small enough to make that happen, it's easy for it to get stuck in an infinite loop with random inputs.



                                                                        SSE1 packed-single-precision instructions are 3 bytes long, but SSE2 and simple AVX instructions are 4 bytes long. (Scalar-single instructions like sqrtss are also 4 bytes long, which is why I use sqrtps even though I only care about the low element. It's not even slower than sqrtss on modern hardware). I used AVX for non-destructive destination to save 2 bytes vs. movaps+op.

                                                                        In the double version we can still do a couple movlhps to copy 64-bit chunks (because often we only care about the low element of a horizontal sum). Horizontal sum of a 256-bit SIMD vector also requires an extra vextractf128 to get the high half, vs. the slow but small 2x haddps strategy for float. The double version also needs 2x 8-byte constants, instead of 2x 4-byte. Overall it comes out at close to 4/3 the size of the float version.



                                                                        mean(a,b) = mean(a,a,b,b) for all 4 of these means, so we can simply duplicate the input up to 4 elements and never have to implement length=2. Thus we can hardcode geometric mean as 4th-root = sqrt(sqrt), for example. And we only need one FP constant, 4.0.



                                                                        We have a single SIMD vector of all 4 [a_i, b_i, c_i, d_i]. From that, we calculate the 4 means as scalars in separate registers, and shuffle them back together for the next iteration. (Horizontal operations on SIMD vectors are inconvenient, but we need to do the same thing for all 4 elements in enough cases that it balances out. I started on an x87 version of this, but it was getting very long and not fun.)



                                                                        The loop-exit condition of }while(quadratic - harmonic > 4e-5) (or a smaller constant for double) is based on @RobinRyder's R answer, and Kevin Cruijssen's Java answer: quadratic mean is always the largest magnitude, and harmonic mean is always the smallest (ignoring rounding errors). So we can check the delta between those two to detect convergence. We return the arithmetic mean as the scalar result. It's usually between those two and is probably the least susceptible to rounding errors.



                                                                        Float version: callable as float meanmean_float_avx(__m128); with the arg and return value in xmm0. (So x86-64 System V, or Windows x64 vectorcall, but not x64 fastcall.) Or declare the return-type as __m128 so you can get at the quadratic and harmonic mean for testing.



                                                                        Letting this take 2 separate float args in xmm0 and xmm1 would cost 1 extra byte: we'd need a shufps with an imm8 (instead of just unpcklps xmm0,xmm0) to shuffle together and duplicate 2 inputs.



                                                                            40  address                    align 32
                                                                        41 code bytes global meanmean_float_avx
                                                                        42 meanmean_float_avx:
                                                                        43 00000000 B9[52000000] mov ecx, .arith_mean ; allows 2-byte call reg, and a base for loading constants
                                                                        44 00000005 C4E2791861FC vbroadcastss xmm4, [rcx-4] ; float 4.0
                                                                        45
                                                                        46 ;; mean(a,b) = mean(a,b,a,b) for all 4 types of mean
                                                                        47 ;; so we only ever have to do the length=4 case
                                                                        48 0000000B 0F14C0 unpcklps xmm0,xmm0 ; [b,a] => [b,b,a,a]
                                                                        49
                                                                        50 ; do{ ... } while(quadratic - harmonic > threshold);
                                                                        51 .loop:
                                                                        52 ;;; XMM3 = geometric mean: not based on addition. (Transform to log would be hard. AVX512ER has exp with 23-bit accuracy, but not log. vgetexp = floor(lofg2(x)), so that's no good.)
                                                                        53 ;; sqrt once *first*, making magnitudes closer to 1.0 to reduce rounding error. Numbers are all positive so this is safe.
                                                                        54 ;; both sqrts first was better behaved, I think.
                                                                        55 0000000E 0F51D8 sqrtps xmm3, xmm0 ; xmm3 = 4th root(x)
                                                                        56 00000011 F30F16EB movshdup xmm5, xmm3 ; bring odd elements down to even
                                                                        57 00000015 0F59EB mulps xmm5, xmm3
                                                                        58 00000018 0F12DD movhlps xmm3, xmm5 ; high half -> low
                                                                        59 0000001B 0F59DD mulps xmm3, xmm5 ; xmm3[0] = hproduct(sqrt(xmm))
                                                                        60 ; sqrtps xmm3, xmm3 ; sqrt(hprod(sqrt)) = 4th root(hprod)
                                                                        61 ; common final step done after interleaving with quadratic mean
                                                                        62
                                                                        63 ;;; XMM2 = quadratic mean = max of the means
                                                                        64 0000001E C5F859E8 vmulps xmm5, xmm0,xmm0
                                                                        65 00000022 FFD1 call rcx ; arith mean of squares
                                                                        66 00000024 0F14EB unpcklps xmm5, xmm3 ; [quad^2, geo^2, ?, ?]
                                                                        67 00000027 0F51D5 sqrtps xmm2, xmm5 ; [quad, geo, ?, ?]
                                                                        68
                                                                        69 ;;; XMM1 = harmonic mean = min of the means
                                                                        70 0000002A C5D85EE8 vdivps xmm5, xmm4, xmm0 ; 4/x
                                                                        71 0000002E FFD1 call rcx ; arithmetic mean (under inversion)
                                                                        72 00000030 C5D85ECD vdivps xmm1, xmm4, xmm5 ; 4/. (the factor of 4 cancels out)
                                                                        73
                                                                        74 ;;; XMM5 = arithmetic mean
                                                                        75 00000034 0F28E8 movaps xmm5, xmm0
                                                                        76 00000037 FFD1 call rcx
                                                                        77
                                                                        78 00000039 0F14E9 unpcklps xmm5, xmm1 ; [arith, harm, ?,?]
                                                                        79 0000003C C5D014C2 vunpcklps xmm0, xmm5,xmm2 ; x = [arith, harm, quad, geo]
                                                                        80
                                                                        81 00000040 0F5CD1 subps xmm2, xmm1 ; largest - smallest mean: guaranteed non-negative
                                                                        82 00000043 0F2E51F8 ucomiss xmm2, [rcx-8] ; quad-harm > convergence_threshold
                                                                        83 00000047 73C5 jae .loop
                                                                        84
                                                                        85 ; return with the arithmetic mean in the low element of xmm0 = scalar return value
                                                                        86 00000049 C3 ret
                                                                        87
                                                                        88 ;;; "constant pool" between the main function and the helper, like ARM literal pools
                                                                        89 0000004A ACC52738 .fpconst_threshold: dd 4e-5 ; 4.3e-5 is the highest we can go and still pass the main test cases
                                                                        90 0000004E 00008040 .fpconst_4: dd 4.0
                                                                        91 .arith_mean: ; returns XMM5 = hsum(xmm5)/4.
                                                                        92 00000052 C5D37CED vhaddps xmm5, xmm5 ; slow but small
                                                                        93 00000056 C5D37CED vhaddps xmm5, xmm5
                                                                        94 0000005A 0F5EEC divps xmm5, xmm4 ; divide before/after summing doesn't matter mathematically or numerically; divisor is a power of 2
                                                                        95 0000005D C3 ret

                                                                        96 0000005E 5E000000 .size: dd $ - meanmean_float_avx
                                                                        0x5e = 94 bytes


                                                                        (NASM listing created with nasm -felf64 mean-mean.asm -l/dev/stdout | cut -b -34,$((34+6))-. Strip the listing part and recover the source with cut -b 34- > mean-mean.asm)



                                                                        SIMD horizontal sum and divide by 4 (i.e. arithmetic mean) is implemented in a separate function that we call (with a function pointer to amortize the cost of the address). With 4/x before/after, or x^2 before and sqrt after, we get the harmonic mean and quadratic mean. (It was painful to write these div instructions instead of multiplying by an exactly-representable 0.25.)



                                                                        Geometric mean is implemented separately with multiply and chained sqrt. Or with one sqrt first to reduce exponent magnitude and maybe help numerical precision. log is not available, only floor(log2(x)) via AVX512 vgetexpps/pd. Exp is sort of available via AVX512ER (Xeon Phi only), but with only 2^-23 precision.



                                                                        Mixing 128-bit AVX instructions and legacy SSE is not a performance problem. Mixing 256-bit AVX with legacy SSE can be on Haswell, but on Skylake it just potentially creates a potential false dependency for SSE instructions. I think my double version avoids any unnecessary loop-carried dep chains, and bottlenecks
                                                                        on div/sqrt latency/throughput.



                                                                        Double version:



                                                                           108                             global meanmean_double_avx
                                                                        109 meanmean_double_avx:
                                                                        110 00000080 B9[E8000000] mov ecx, .arith_mean
                                                                        111 00000085 C4E27D1961F8 vbroadcastsd ymm4, [rcx-8] ; float 4.0
                                                                        112
                                                                        113 ;; mean(a,b) = mean(a,b,a,b) for all 4 types of mean
                                                                        114 ;; so we only ever have to do the length=4 case
                                                                        115 0000008B C4E37D18C001 vinsertf128 ymm0, ymm0, xmm0, 1 ; [b,a] => [b,a,b,a]
                                                                        116
                                                                        117 .loop:
                                                                        118 ;;; XMM3 = geometric mean: not based on addition.
                                                                        119 00000091 C5FD51D8 vsqrtpd ymm3, ymm0 ; sqrt first to get magnitude closer to 1.0 for better(?) numerical precision
                                                                        120 00000095 C4E37D19DD01 vextractf128 xmm5, ymm3, 1 ; extract high lane
                                                                        121 0000009B C5D159EB vmulpd xmm5, xmm3
                                                                        122 0000009F 0F12DD movhlps xmm3, xmm5 ; extract high half
                                                                        123 000000A2 F20F59DD mulsd xmm3, xmm5 ; xmm3 = hproduct(sqrt(xmm0))
                                                                        124 ; sqrtsd xmm3, xmm3 ; xmm3 = 4th root = geomean(xmm0) ;deferred until quadratic
                                                                        125
                                                                        126 ;;; XMM2 = quadratic mean = max of the means
                                                                        127 000000A6 C5FD59E8 vmulpd ymm5, ymm0,ymm0
                                                                        128 000000AA FFD1 call rcx ; arith mean of squares
                                                                        129 000000AC 0F16EB movlhps xmm5, xmm3 ; [quad^2, geo^2]
                                                                        130 000000AF 660F51D5 sqrtpd xmm2, xmm5 ; [quad , geo]
                                                                        131
                                                                        132 ;;; XMM1 = harmonic mean = min of the means
                                                                        133 000000B3 C5DD5EE8 vdivpd ymm5, ymm4, ymm0 ; 4/x
                                                                        134 000000B7 FFD1 call rcx ; arithmetic mean under inversion
                                                                        135 000000B9 C5DB5ECD vdivsd xmm1, xmm4, xmm5 ; 4/. (the factor of 4 cancels out)
                                                                        136
                                                                        137 ;;; XMM5 = arithmetic mean
                                                                        138 000000BD C5FC28E8 vmovaps ymm5, ymm0
                                                                        139 000000C1 FFD1 call rcx
                                                                        140
                                                                        141 000000C3 0F16E9 movlhps xmm5, xmm1 ; [arith, harm]
                                                                        142 000000C6 C4E35518C201 vinsertf128 ymm0, ymm5, xmm2, 1 ; x = [arith, harm, quad, geo]
                                                                        143
                                                                        144 000000CC C5EB5CD1 vsubsd xmm2, xmm1 ; largest - smallest mean: guaranteed non-negative
                                                                        145 000000D0 660F2E51F0 ucomisd xmm2, [rcx-16] ; quad - harm > threshold
                                                                        146 000000D5 77BA ja .loop
                                                                        147
                                                                        148 ; vzeroupper ; not needed for correctness, only performance
                                                                        149 ; return with the arithmetic mean in the low element of xmm0 = scalar return value
                                                                        150 000000D7 C3 ret
                                                                        151
                                                                        152 ; "literal pool" between the function
                                                                        153 000000D8 95D626E80B2E113E .fpconst_threshold: dq 1e-9
                                                                        154 000000E0 0000000000001040 .fpconst_4: dq 4.0 ; TODO: golf these zeros? vpbroadcastb and convert?
                                                                        155 .arith_mean: ; returns YMM5 = hsum(ymm5)/4.
                                                                        156 000000E8 C4E37D19EF01 vextractf128 xmm7, ymm5, 1
                                                                        157 000000EE C5D158EF vaddpd xmm5, xmm7
                                                                        158 000000F2 C5D17CED vhaddpd xmm5, xmm5 ; slow but small
                                                                        159 000000F6 C5D35EEC vdivsd xmm5, xmm4 ; only low element matters
                                                                        160 000000FA C3 ret

                                                                        161 000000FB 7B000000 .size: dd $ - meanmean_double_avx

                                                                        0x7b = 123 bytes




                                                                        C test harness



                                                                        #include <immintrin.h>
                                                                        #include <stdio.h>
                                                                        #include <math.h>

                                                                        static const struct ab_avg {
                                                                        double a,b;
                                                                        double mean;
                                                                        } testcases[] = {
                                                                        {1, 1, 1},
                                                                        {1, 2, 1.45568889},
                                                                        {100, 200, 145.568889},
                                                                        {2.71, 3.14, 2.92103713},
                                                                        {0.57, 1.78, 1.0848205},
                                                                        {1.61, 2.41, 1.98965438},
                                                                        {0.01, 100, 6.7483058},
                                                                        };

                                                                        // see asm comments for order of arith, harm, quad, geo
                                                                        __m128 meanmean_float_avx(__m128); // or float ...
                                                                        __m256d meanmean_double_avx(__m128d); // or double ...
                                                                        int main(void) {
                                                                        int len = sizeof(testcases) / sizeof(testcases[0]);
                                                                        for(int i=0 ; i<len ; i++) {
                                                                        const struct ab_avg *p = &testcases[i];
                                                                        #if 1
                                                                        __m128 arg = _mm_set_ps(0,0, p->b, p->a);
                                                                        double res = meanmean_float_avx(arg)[0];
                                                                        #else
                                                                        __m128d arg = _mm_loadu_pd(&p->a);
                                                                        double res = meanmean_double_avx(arg)[0];
                                                                        #endif
                                                                        double allowed_diff = (p->b - p->a) / 100000.0;
                                                                        double delta = fabs(p->mean - res);
                                                                        if (delta > 1e-3 || delta > allowed_diff) {
                                                                        printf("%f %f => %.9f but we got %.9f. delta = %g allowed=%gn",
                                                                        p->a, p->b, p->mean, res, p->mean - res, allowed_diff);
                                                                        }
                                                                        }



                                                                        while(1) {
                                                                        double a = drand48(), b = drand48(); // range= [0..1)
                                                                        if (a>b) {
                                                                        double tmp=a;
                                                                        a=b;
                                                                        b=tmp; // sorted
                                                                        }
                                                                        // a *= 0.00000001;
                                                                        // b *= 123156;
                                                                        // a += 1<<11; b += (1<<12)+1; // float version gets stuck inflooping on 2048.04, 4097.18 at fpthreshold = 4e-5

                                                                        // a *= 1<<11 ; b *= 1<<11; // scaling to large magnitude makes sum of squares loses more precision
                                                                        //a += 1<<11; b+= 1<<11; // adding to large magnitude is hard for everything, catastrophic cancellation
                                                                        #if 1
                                                                        printf("testing float %g, %gn", a, b);
                                                                        __m128 arg = _mm_set_ps(0,0, b, a);
                                                                        __m128 res = meanmean_float_avx(arg);
                                                                        double quad = res[2], harm = res[1]; // same order as double... for now
                                                                        #else
                                                                        printf("testing double %g, %gn", a, b);
                                                                        __m128d arg = _mm_set_pd(b, a);
                                                                        __m256d res = meanmean_double_avx(arg);
                                                                        double quad = res[2], harm = res[1];
                                                                        #endif
                                                                        double delta = fabs(quad - harm);
                                                                        double allowed_diff = (b - a) / 100000.0; // calculated in double even for the float case.
                                                                        // TODO: use the double res as a reference for float res
                                                                        // instead of just checking quadratic vs. harmonic mean

                                                                        if (delta > 1e-3 || delta > allowed_diff) {
                                                                        printf("%g %g we got q=%g, h=%g, a=%g. delta = %g, allowed=%gn",
                                                                        a, b, quad, harm, res[0], quad-harm, allowed_diff);
                                                                        }
                                                                        }

                                                                        }


                                                                        Build with:



                                                                        nasm -felf64 mean-mean.asm &&
                                                                        gcc -no-pie -fno-pie -g -O2 -march=native mean-mean.c mean-mean.o


                                                                        Obviously you need a CPU with AVX support, or an emulator like Intel SDE. To compile on a host without native AVX support, use -march=sandybridge or -mavx



                                                                        Run: passes the hard-coded test cases, but for the float version, random test cases often fail the (b-a)/10000 threshold set in the question.



                                                                        $ ./a.out
                                                                        (note: empty output before the first "testing float" means clean pass on the constant test cases)
                                                                        testing float 3.90799e-14, 0.000985395
                                                                        3.90799e-14 0.000985395 we got q=3.20062e-10, h=3.58723e-05, a=2.50934e-05. delta = -3.5872e-05, allowed=9.85395e-09
                                                                        testing float 0.041631, 0.176643
                                                                        testing float 0.0913306, 0.364602
                                                                        testing float 0.0922976, 0.487217
                                                                        testing float 0.454433, 0.52675
                                                                        0.454433 0.52675 we got q=0.48992, h=0.489927, a=0.489925. delta = -6.79493e-06, allowed=7.23169e-07
                                                                        testing float 0.233178, 0.831292
                                                                        testing float 0.56806, 0.931731
                                                                        testing float 0.0508319, 0.556094
                                                                        testing float 0.0189148, 0.767051
                                                                        0.0189148 0.767051 we got q=0.210471, h=0.210484, a=0.21048. delta = -1.37389e-05, allowed=7.48136e-06
                                                                        testing float 0.25236, 0.298197
                                                                        0.25236 0.298197 we got q=0.274796, h=0.274803, a=0.274801. delta = -6.19888e-06, allowed=4.58374e-07
                                                                        testing float 0.531557, 0.875981
                                                                        testing float 0.515431, 0.920261
                                                                        testing float 0.18842, 0.810429
                                                                        testing float 0.570614, 0.886314
                                                                        testing float 0.0767746, 0.815274
                                                                        testing float 0.118352, 0.984891
                                                                        0.118352 0.984891 we got q=0.427845, h=0.427872, a=0.427863. delta = -2.66135e-05, allowed=8.66539e-06
                                                                        testing float 0.784484, 0.893906
                                                                        0.784484 0.893906 we got q=0.838297, h=0.838304, a=0.838302. delta = -7.09295e-06, allowed=1.09422e-06


                                                                        FP errors are enough that quad-harm comes out less than zero for some inputs.



                                                                        Or with a += 1<<11; b += (1<<12)+1; uncommented:



                                                                        testing float 2048, 4097
                                                                        testing float 2048.04, 4097.18
                                                                        ^C (stuck in an infinite loop).


                                                                        None of these problems happen with double. Comment out the printf before each test to see that the output is empty (nothing from the if(delta too high) block).



                                                                        TODO: use the double version as a reference for the float version, instead of just looking at how they converging with quad-harm.






                                                                        share|improve this answer











                                                                        $endgroup$



                                                                        x86 machine code (SIMD 4x float using 128-bit SSE1&AVX) 94 bytes



                                                                        x86 machine code (SIMD 4x double using 256-bit AVX) 123 bytes



                                                                        float passes the test cases in the question, but with a loop-exit threshold small enough to make that happen, it's easy for it to get stuck in an infinite loop with random inputs.



                                                                        SSE1 packed-single-precision instructions are 3 bytes long, but SSE2 and simple AVX instructions are 4 bytes long. (Scalar-single instructions like sqrtss are also 4 bytes long, which is why I use sqrtps even though I only care about the low element. It's not even slower than sqrtss on modern hardware). I used AVX for non-destructive destination to save 2 bytes vs. movaps+op.

                                                                        In the double version we can still do a couple movlhps to copy 64-bit chunks (because often we only care about the low element of a horizontal sum). Horizontal sum of a 256-bit SIMD vector also requires an extra vextractf128 to get the high half, vs. the slow but small 2x haddps strategy for float. The double version also needs 2x 8-byte constants, instead of 2x 4-byte. Overall it comes out at close to 4/3 the size of the float version.



                                                                        mean(a,b) = mean(a,a,b,b) for all 4 of these means, so we can simply duplicate the input up to 4 elements and never have to implement length=2. Thus we can hardcode geometric mean as 4th-root = sqrt(sqrt), for example. And we only need one FP constant, 4.0.



                                                                        We have a single SIMD vector of all 4 [a_i, b_i, c_i, d_i]. From that, we calculate the 4 means as scalars in separate registers, and shuffle them back together for the next iteration. (Horizontal operations on SIMD vectors are inconvenient, but we need to do the same thing for all 4 elements in enough cases that it balances out. I started on an x87 version of this, but it was getting very long and not fun.)



                                                                        The loop-exit condition of }while(quadratic - harmonic > 4e-5) (or a smaller constant for double) is based on @RobinRyder's R answer, and Kevin Cruijssen's Java answer: quadratic mean is always the largest magnitude, and harmonic mean is always the smallest (ignoring rounding errors). So we can check the delta between those two to detect convergence. We return the arithmetic mean as the scalar result. It's usually between those two and is probably the least susceptible to rounding errors.



                                                                        Float version: callable as float meanmean_float_avx(__m128); with the arg and return value in xmm0. (So x86-64 System V, or Windows x64 vectorcall, but not x64 fastcall.) Or declare the return-type as __m128 so you can get at the quadratic and harmonic mean for testing.



                                                                        Letting this take 2 separate float args in xmm0 and xmm1 would cost 1 extra byte: we'd need a shufps with an imm8 (instead of just unpcklps xmm0,xmm0) to shuffle together and duplicate 2 inputs.



                                                                            40  address                    align 32
                                                                        41 code bytes global meanmean_float_avx
                                                                        42 meanmean_float_avx:
                                                                        43 00000000 B9[52000000] mov ecx, .arith_mean ; allows 2-byte call reg, and a base for loading constants
                                                                        44 00000005 C4E2791861FC vbroadcastss xmm4, [rcx-4] ; float 4.0
                                                                        45
                                                                        46 ;; mean(a,b) = mean(a,b,a,b) for all 4 types of mean
                                                                        47 ;; so we only ever have to do the length=4 case
                                                                        48 0000000B 0F14C0 unpcklps xmm0,xmm0 ; [b,a] => [b,b,a,a]
                                                                        49
                                                                        50 ; do{ ... } while(quadratic - harmonic > threshold);
                                                                        51 .loop:
                                                                        52 ;;; XMM3 = geometric mean: not based on addition. (Transform to log would be hard. AVX512ER has exp with 23-bit accuracy, but not log. vgetexp = floor(lofg2(x)), so that's no good.)
                                                                        53 ;; sqrt once *first*, making magnitudes closer to 1.0 to reduce rounding error. Numbers are all positive so this is safe.
                                                                        54 ;; both sqrts first was better behaved, I think.
                                                                        55 0000000E 0F51D8 sqrtps xmm3, xmm0 ; xmm3 = 4th root(x)
                                                                        56 00000011 F30F16EB movshdup xmm5, xmm3 ; bring odd elements down to even
                                                                        57 00000015 0F59EB mulps xmm5, xmm3
                                                                        58 00000018 0F12DD movhlps xmm3, xmm5 ; high half -> low
                                                                        59 0000001B 0F59DD mulps xmm3, xmm5 ; xmm3[0] = hproduct(sqrt(xmm))
                                                                        60 ; sqrtps xmm3, xmm3 ; sqrt(hprod(sqrt)) = 4th root(hprod)
                                                                        61 ; common final step done after interleaving with quadratic mean
                                                                        62
                                                                        63 ;;; XMM2 = quadratic mean = max of the means
                                                                        64 0000001E C5F859E8 vmulps xmm5, xmm0,xmm0
                                                                        65 00000022 FFD1 call rcx ; arith mean of squares
                                                                        66 00000024 0F14EB unpcklps xmm5, xmm3 ; [quad^2, geo^2, ?, ?]
                                                                        67 00000027 0F51D5 sqrtps xmm2, xmm5 ; [quad, geo, ?, ?]
                                                                        68
                                                                        69 ;;; XMM1 = harmonic mean = min of the means
                                                                        70 0000002A C5D85EE8 vdivps xmm5, xmm4, xmm0 ; 4/x
                                                                        71 0000002E FFD1 call rcx ; arithmetic mean (under inversion)
                                                                        72 00000030 C5D85ECD vdivps xmm1, xmm4, xmm5 ; 4/. (the factor of 4 cancels out)
                                                                        73
                                                                        74 ;;; XMM5 = arithmetic mean
                                                                        75 00000034 0F28E8 movaps xmm5, xmm0
                                                                        76 00000037 FFD1 call rcx
                                                                        77
                                                                        78 00000039 0F14E9 unpcklps xmm5, xmm1 ; [arith, harm, ?,?]
                                                                        79 0000003C C5D014C2 vunpcklps xmm0, xmm5,xmm2 ; x = [arith, harm, quad, geo]
                                                                        80
                                                                        81 00000040 0F5CD1 subps xmm2, xmm1 ; largest - smallest mean: guaranteed non-negative
                                                                        82 00000043 0F2E51F8 ucomiss xmm2, [rcx-8] ; quad-harm > convergence_threshold
                                                                        83 00000047 73C5 jae .loop
                                                                        84
                                                                        85 ; return with the arithmetic mean in the low element of xmm0 = scalar return value
                                                                        86 00000049 C3 ret
                                                                        87
                                                                        88 ;;; "constant pool" between the main function and the helper, like ARM literal pools
                                                                        89 0000004A ACC52738 .fpconst_threshold: dd 4e-5 ; 4.3e-5 is the highest we can go and still pass the main test cases
                                                                        90 0000004E 00008040 .fpconst_4: dd 4.0
                                                                        91 .arith_mean: ; returns XMM5 = hsum(xmm5)/4.
                                                                        92 00000052 C5D37CED vhaddps xmm5, xmm5 ; slow but small
                                                                        93 00000056 C5D37CED vhaddps xmm5, xmm5
                                                                        94 0000005A 0F5EEC divps xmm5, xmm4 ; divide before/after summing doesn't matter mathematically or numerically; divisor is a power of 2
                                                                        95 0000005D C3 ret

                                                                        96 0000005E 5E000000 .size: dd $ - meanmean_float_avx
                                                                        0x5e = 94 bytes


                                                                        (NASM listing created with nasm -felf64 mean-mean.asm -l/dev/stdout | cut -b -34,$((34+6))-. Strip the listing part and recover the source with cut -b 34- > mean-mean.asm)



                                                                        SIMD horizontal sum and divide by 4 (i.e. arithmetic mean) is implemented in a separate function that we call (with a function pointer to amortize the cost of the address). With 4/x before/after, or x^2 before and sqrt after, we get the harmonic mean and quadratic mean. (It was painful to write these div instructions instead of multiplying by an exactly-representable 0.25.)



                                                                        Geometric mean is implemented separately with multiply and chained sqrt. Or with one sqrt first to reduce exponent magnitude and maybe help numerical precision. log is not available, only floor(log2(x)) via AVX512 vgetexpps/pd. Exp is sort of available via AVX512ER (Xeon Phi only), but with only 2^-23 precision.



                                                                        Mixing 128-bit AVX instructions and legacy SSE is not a performance problem. Mixing 256-bit AVX with legacy SSE can be on Haswell, but on Skylake it just potentially creates a potential false dependency for SSE instructions. I think my double version avoids any unnecessary loop-carried dep chains, and bottlenecks
                                                                        on div/sqrt latency/throughput.



                                                                        Double version:



                                                                           108                             global meanmean_double_avx
                                                                        109 meanmean_double_avx:
                                                                        110 00000080 B9[E8000000] mov ecx, .arith_mean
                                                                        111 00000085 C4E27D1961F8 vbroadcastsd ymm4, [rcx-8] ; float 4.0
                                                                        112
                                                                        113 ;; mean(a,b) = mean(a,b,a,b) for all 4 types of mean
                                                                        114 ;; so we only ever have to do the length=4 case
                                                                        115 0000008B C4E37D18C001 vinsertf128 ymm0, ymm0, xmm0, 1 ; [b,a] => [b,a,b,a]
                                                                        116
                                                                        117 .loop:
                                                                        118 ;;; XMM3 = geometric mean: not based on addition.
                                                                        119 00000091 C5FD51D8 vsqrtpd ymm3, ymm0 ; sqrt first to get magnitude closer to 1.0 for better(?) numerical precision
                                                                        120 00000095 C4E37D19DD01 vextractf128 xmm5, ymm3, 1 ; extract high lane
                                                                        121 0000009B C5D159EB vmulpd xmm5, xmm3
                                                                        122 0000009F 0F12DD movhlps xmm3, xmm5 ; extract high half
                                                                        123 000000A2 F20F59DD mulsd xmm3, xmm5 ; xmm3 = hproduct(sqrt(xmm0))
                                                                        124 ; sqrtsd xmm3, xmm3 ; xmm3 = 4th root = geomean(xmm0) ;deferred until quadratic
                                                                        125
                                                                        126 ;;; XMM2 = quadratic mean = max of the means
                                                                        127 000000A6 C5FD59E8 vmulpd ymm5, ymm0,ymm0
                                                                        128 000000AA FFD1 call rcx ; arith mean of squares
                                                                        129 000000AC 0F16EB movlhps xmm5, xmm3 ; [quad^2, geo^2]
                                                                        130 000000AF 660F51D5 sqrtpd xmm2, xmm5 ; [quad , geo]
                                                                        131
                                                                        132 ;;; XMM1 = harmonic mean = min of the means
                                                                        133 000000B3 C5DD5EE8 vdivpd ymm5, ymm4, ymm0 ; 4/x
                                                                        134 000000B7 FFD1 call rcx ; arithmetic mean under inversion
                                                                        135 000000B9 C5DB5ECD vdivsd xmm1, xmm4, xmm5 ; 4/. (the factor of 4 cancels out)
                                                                        136
                                                                        137 ;;; XMM5 = arithmetic mean
                                                                        138 000000BD C5FC28E8 vmovaps ymm5, ymm0
                                                                        139 000000C1 FFD1 call rcx
                                                                        140
                                                                        141 000000C3 0F16E9 movlhps xmm5, xmm1 ; [arith, harm]
                                                                        142 000000C6 C4E35518C201 vinsertf128 ymm0, ymm5, xmm2, 1 ; x = [arith, harm, quad, geo]
                                                                        143
                                                                        144 000000CC C5EB5CD1 vsubsd xmm2, xmm1 ; largest - smallest mean: guaranteed non-negative
                                                                        145 000000D0 660F2E51F0 ucomisd xmm2, [rcx-16] ; quad - harm > threshold
                                                                        146 000000D5 77BA ja .loop
                                                                        147
                                                                        148 ; vzeroupper ; not needed for correctness, only performance
                                                                        149 ; return with the arithmetic mean in the low element of xmm0 = scalar return value
                                                                        150 000000D7 C3 ret
                                                                        151
                                                                        152 ; "literal pool" between the function
                                                                        153 000000D8 95D626E80B2E113E .fpconst_threshold: dq 1e-9
                                                                        154 000000E0 0000000000001040 .fpconst_4: dq 4.0 ; TODO: golf these zeros? vpbroadcastb and convert?
                                                                        155 .arith_mean: ; returns YMM5 = hsum(ymm5)/4.
                                                                        156 000000E8 C4E37D19EF01 vextractf128 xmm7, ymm5, 1
                                                                        157 000000EE C5D158EF vaddpd xmm5, xmm7
                                                                        158 000000F2 C5D17CED vhaddpd xmm5, xmm5 ; slow but small
                                                                        159 000000F6 C5D35EEC vdivsd xmm5, xmm4 ; only low element matters
                                                                        160 000000FA C3 ret

                                                                        161 000000FB 7B000000 .size: dd $ - meanmean_double_avx

                                                                        0x7b = 123 bytes




                                                                        C test harness



                                                                        #include <immintrin.h>
                                                                        #include <stdio.h>
                                                                        #include <math.h>

                                                                        static const struct ab_avg {
                                                                        double a,b;
                                                                        double mean;
                                                                        } testcases[] = {
                                                                        {1, 1, 1},
                                                                        {1, 2, 1.45568889},
                                                                        {100, 200, 145.568889},
                                                                        {2.71, 3.14, 2.92103713},
                                                                        {0.57, 1.78, 1.0848205},
                                                                        {1.61, 2.41, 1.98965438},
                                                                        {0.01, 100, 6.7483058},
                                                                        };

                                                                        // see asm comments for order of arith, harm, quad, geo
                                                                        __m128 meanmean_float_avx(__m128); // or float ...
                                                                        __m256d meanmean_double_avx(__m128d); // or double ...
                                                                        int main(void) {
                                                                        int len = sizeof(testcases) / sizeof(testcases[0]);
                                                                        for(int i=0 ; i<len ; i++) {
                                                                        const struct ab_avg *p = &testcases[i];
                                                                        #if 1
                                                                        __m128 arg = _mm_set_ps(0,0, p->b, p->a);
                                                                        double res = meanmean_float_avx(arg)[0];
                                                                        #else
                                                                        __m128d arg = _mm_loadu_pd(&p->a);
                                                                        double res = meanmean_double_avx(arg)[0];
                                                                        #endif
                                                                        double allowed_diff = (p->b - p->a) / 100000.0;
                                                                        double delta = fabs(p->mean - res);
                                                                        if (delta > 1e-3 || delta > allowed_diff) {
                                                                        printf("%f %f => %.9f but we got %.9f. delta = %g allowed=%gn",
                                                                        p->a, p->b, p->mean, res, p->mean - res, allowed_diff);
                                                                        }
                                                                        }



                                                                        while(1) {
                                                                        double a = drand48(), b = drand48(); // range= [0..1)
                                                                        if (a>b) {
                                                                        double tmp=a;
                                                                        a=b;
                                                                        b=tmp; // sorted
                                                                        }
                                                                        // a *= 0.00000001;
                                                                        // b *= 123156;
                                                                        // a += 1<<11; b += (1<<12)+1; // float version gets stuck inflooping on 2048.04, 4097.18 at fpthreshold = 4e-5

                                                                        // a *= 1<<11 ; b *= 1<<11; // scaling to large magnitude makes sum of squares loses more precision
                                                                        //a += 1<<11; b+= 1<<11; // adding to large magnitude is hard for everything, catastrophic cancellation
                                                                        #if 1
                                                                        printf("testing float %g, %gn", a, b);
                                                                        __m128 arg = _mm_set_ps(0,0, b, a);
                                                                        __m128 res = meanmean_float_avx(arg);
                                                                        double quad = res[2], harm = res[1]; // same order as double... for now
                                                                        #else
                                                                        printf("testing double %g, %gn", a, b);
                                                                        __m128d arg = _mm_set_pd(b, a);
                                                                        __m256d res = meanmean_double_avx(arg);
                                                                        double quad = res[2], harm = res[1];
                                                                        #endif
                                                                        double delta = fabs(quad - harm);
                                                                        double allowed_diff = (b - a) / 100000.0; // calculated in double even for the float case.
                                                                        // TODO: use the double res as a reference for float res
                                                                        // instead of just checking quadratic vs. harmonic mean

                                                                        if (delta > 1e-3 || delta > allowed_diff) {
                                                                        printf("%g %g we got q=%g, h=%g, a=%g. delta = %g, allowed=%gn",
                                                                        a, b, quad, harm, res[0], quad-harm, allowed_diff);
                                                                        }
                                                                        }

                                                                        }


                                                                        Build with:



                                                                        nasm -felf64 mean-mean.asm &&
                                                                        gcc -no-pie -fno-pie -g -O2 -march=native mean-mean.c mean-mean.o


                                                                        Obviously you need a CPU with AVX support, or an emulator like Intel SDE. To compile on a host without native AVX support, use -march=sandybridge or -mavx



                                                                        Run: passes the hard-coded test cases, but for the float version, random test cases often fail the (b-a)/10000 threshold set in the question.



                                                                        $ ./a.out
                                                                        (note: empty output before the first "testing float" means clean pass on the constant test cases)
                                                                        testing float 3.90799e-14, 0.000985395
                                                                        3.90799e-14 0.000985395 we got q=3.20062e-10, h=3.58723e-05, a=2.50934e-05. delta = -3.5872e-05, allowed=9.85395e-09
                                                                        testing float 0.041631, 0.176643
                                                                        testing float 0.0913306, 0.364602
                                                                        testing float 0.0922976, 0.487217
                                                                        testing float 0.454433, 0.52675
                                                                        0.454433 0.52675 we got q=0.48992, h=0.489927, a=0.489925. delta = -6.79493e-06, allowed=7.23169e-07
                                                                        testing float 0.233178, 0.831292
                                                                        testing float 0.56806, 0.931731
                                                                        testing float 0.0508319, 0.556094
                                                                        testing float 0.0189148, 0.767051
                                                                        0.0189148 0.767051 we got q=0.210471, h=0.210484, a=0.21048. delta = -1.37389e-05, allowed=7.48136e-06
                                                                        testing float 0.25236, 0.298197
                                                                        0.25236 0.298197 we got q=0.274796, h=0.274803, a=0.274801. delta = -6.19888e-06, allowed=4.58374e-07
                                                                        testing float 0.531557, 0.875981
                                                                        testing float 0.515431, 0.920261
                                                                        testing float 0.18842, 0.810429
                                                                        testing float 0.570614, 0.886314
                                                                        testing float 0.0767746, 0.815274
                                                                        testing float 0.118352, 0.984891
                                                                        0.118352 0.984891 we got q=0.427845, h=0.427872, a=0.427863. delta = -2.66135e-05, allowed=8.66539e-06
                                                                        testing float 0.784484, 0.893906
                                                                        0.784484 0.893906 we got q=0.838297, h=0.838304, a=0.838302. delta = -7.09295e-06, allowed=1.09422e-06


                                                                        FP errors are enough that quad-harm comes out less than zero for some inputs.



                                                                        Or with a += 1<<11; b += (1<<12)+1; uncommented:



                                                                        testing float 2048, 4097
                                                                        testing float 2048.04, 4097.18
                                                                        ^C (stuck in an infinite loop).


                                                                        None of these problems happen with double. Comment out the printf before each test to see that the output is empty (nothing from the if(delta too high) block).



                                                                        TODO: use the double version as a reference for the float version, instead of just looking at how they converging with quad-harm.







                                                                        share|improve this answer














                                                                        share|improve this answer



                                                                        share|improve this answer








                                                                        edited Apr 3 at 4:49

























                                                                        answered Apr 2 at 18:33









                                                                        Peter CordesPeter Cordes

                                                                        2,1521018




                                                                        2,1521018























                                                                            1












                                                                            $begingroup$

                                                                            Javascript - 186 bytes



                                                                            Takes input as an array of numbers. Uses the mean transformations in J42161217's answer to shorten the code.



                                                                            Try It Online



                                                                            f=(v,l=[m=(w,k=0)=>w.map(x=>k+=x)&&k/w.length,w=>1/m(w.map(x=>1/x)),w=>Math.E**m(w.map(x=>Math.log(x))),w=>m(w.map(x=>x**2))**.5].map(x=>x(v)).sort((a,b)=>a-b))=>l[3]-l[0]>1e-5?f(l):l[0]


                                                                            Explanation



                                                                            f = (
                                                                            v,
                                                                            l=[
                                                                            m=(w,k=0)=>w.map(x=>k+=x)&&k/w.length, // m = w => arithmetic mean of values in w
                                                                            w=>1/m(w.map(x=>1/x)), // w => harmonic mean of values in w
                                                                            w=>Math.E**m(w.map(x=>Math.log(x))), // w => geometric mean of values in w
                                                                            w=>m(w.map(x=>x**2))**.5 // w => quadratic mean of values in w
                                                                            ].map(x=>x(v)) // get array of each mean using input v, stored in l
                                                                            .sort((a,b)=>a-b) // sort the outputs
                                                                            ) =>
                                                                            l[3] - l[0] > 1e-5 ? // is the difference between the largest
                                                                            // and smallest means > 1/100000?
                                                                            f(l) : // if yes, get the mean mean of the means
                                                                            l[0] // if no, arbitrarily return the smallest value
                                                                            // as close enough





                                                                            share|improve this answer











                                                                            $endgroup$













                                                                            • $begingroup$
                                                                              I thought I was going to be clever and implement the relationship with logarithms but it looks like you and J42161217 got there first!
                                                                              $endgroup$
                                                                              – Pureferret
                                                                              Apr 3 at 11:08










                                                                            • $begingroup$
                                                                              @Pureferret I take no credit for that,I blatantly stole it :D
                                                                              $endgroup$
                                                                              – asgallant
                                                                              Apr 3 at 15:58












                                                                            • $begingroup$
                                                                              you wrote it in JavaScript though!
                                                                              $endgroup$
                                                                              – Pureferret
                                                                              Apr 3 at 15:59






                                                                            • 1




                                                                              $begingroup$
                                                                              That was the easy part. Golfing it was hard.
                                                                              $endgroup$
                                                                              – asgallant
                                                                              Apr 3 at 16:13






                                                                            • 1




                                                                              $begingroup$
                                                                              The TIL was not configured correctly. I added a TIL link to the answer.
                                                                              $endgroup$
                                                                              – asgallant
                                                                              Apr 4 at 16:27
















                                                                            1












                                                                            $begingroup$

                                                                            Javascript - 186 bytes



                                                                            Takes input as an array of numbers. Uses the mean transformations in J42161217's answer to shorten the code.



                                                                            Try It Online



                                                                            f=(v,l=[m=(w,k=0)=>w.map(x=>k+=x)&&k/w.length,w=>1/m(w.map(x=>1/x)),w=>Math.E**m(w.map(x=>Math.log(x))),w=>m(w.map(x=>x**2))**.5].map(x=>x(v)).sort((a,b)=>a-b))=>l[3]-l[0]>1e-5?f(l):l[0]


                                                                            Explanation



                                                                            f = (
                                                                            v,
                                                                            l=[
                                                                            m=(w,k=0)=>w.map(x=>k+=x)&&k/w.length, // m = w => arithmetic mean of values in w
                                                                            w=>1/m(w.map(x=>1/x)), // w => harmonic mean of values in w
                                                                            w=>Math.E**m(w.map(x=>Math.log(x))), // w => geometric mean of values in w
                                                                            w=>m(w.map(x=>x**2))**.5 // w => quadratic mean of values in w
                                                                            ].map(x=>x(v)) // get array of each mean using input v, stored in l
                                                                            .sort((a,b)=>a-b) // sort the outputs
                                                                            ) =>
                                                                            l[3] - l[0] > 1e-5 ? // is the difference between the largest
                                                                            // and smallest means > 1/100000?
                                                                            f(l) : // if yes, get the mean mean of the means
                                                                            l[0] // if no, arbitrarily return the smallest value
                                                                            // as close enough





                                                                            share|improve this answer











                                                                            $endgroup$













                                                                            • $begingroup$
                                                                              I thought I was going to be clever and implement the relationship with logarithms but it looks like you and J42161217 got there first!
                                                                              $endgroup$
                                                                              – Pureferret
                                                                              Apr 3 at 11:08










                                                                            • $begingroup$
                                                                              @Pureferret I take no credit for that,I blatantly stole it :D
                                                                              $endgroup$
                                                                              – asgallant
                                                                              Apr 3 at 15:58












                                                                            • $begingroup$
                                                                              you wrote it in JavaScript though!
                                                                              $endgroup$
                                                                              – Pureferret
                                                                              Apr 3 at 15:59






                                                                            • 1




                                                                              $begingroup$
                                                                              That was the easy part. Golfing it was hard.
                                                                              $endgroup$
                                                                              – asgallant
                                                                              Apr 3 at 16:13






                                                                            • 1




                                                                              $begingroup$
                                                                              The TIL was not configured correctly. I added a TIL link to the answer.
                                                                              $endgroup$
                                                                              – asgallant
                                                                              Apr 4 at 16:27














                                                                            1












                                                                            1








                                                                            1





                                                                            $begingroup$

                                                                            Javascript - 186 bytes



                                                                            Takes input as an array of numbers. Uses the mean transformations in J42161217's answer to shorten the code.



                                                                            Try It Online



                                                                            f=(v,l=[m=(w,k=0)=>w.map(x=>k+=x)&&k/w.length,w=>1/m(w.map(x=>1/x)),w=>Math.E**m(w.map(x=>Math.log(x))),w=>m(w.map(x=>x**2))**.5].map(x=>x(v)).sort((a,b)=>a-b))=>l[3]-l[0]>1e-5?f(l):l[0]


                                                                            Explanation



                                                                            f = (
                                                                            v,
                                                                            l=[
                                                                            m=(w,k=0)=>w.map(x=>k+=x)&&k/w.length, // m = w => arithmetic mean of values in w
                                                                            w=>1/m(w.map(x=>1/x)), // w => harmonic mean of values in w
                                                                            w=>Math.E**m(w.map(x=>Math.log(x))), // w => geometric mean of values in w
                                                                            w=>m(w.map(x=>x**2))**.5 // w => quadratic mean of values in w
                                                                            ].map(x=>x(v)) // get array of each mean using input v, stored in l
                                                                            .sort((a,b)=>a-b) // sort the outputs
                                                                            ) =>
                                                                            l[3] - l[0] > 1e-5 ? // is the difference between the largest
                                                                            // and smallest means > 1/100000?
                                                                            f(l) : // if yes, get the mean mean of the means
                                                                            l[0] // if no, arbitrarily return the smallest value
                                                                            // as close enough





                                                                            share|improve this answer











                                                                            $endgroup$



                                                                            Javascript - 186 bytes



                                                                            Takes input as an array of numbers. Uses the mean transformations in J42161217's answer to shorten the code.



                                                                            Try It Online



                                                                            f=(v,l=[m=(w,k=0)=>w.map(x=>k+=x)&&k/w.length,w=>1/m(w.map(x=>1/x)),w=>Math.E**m(w.map(x=>Math.log(x))),w=>m(w.map(x=>x**2))**.5].map(x=>x(v)).sort((a,b)=>a-b))=>l[3]-l[0]>1e-5?f(l):l[0]


                                                                            Explanation



                                                                            f = (
                                                                            v,
                                                                            l=[
                                                                            m=(w,k=0)=>w.map(x=>k+=x)&&k/w.length, // m = w => arithmetic mean of values in w
                                                                            w=>1/m(w.map(x=>1/x)), // w => harmonic mean of values in w
                                                                            w=>Math.E**m(w.map(x=>Math.log(x))), // w => geometric mean of values in w
                                                                            w=>m(w.map(x=>x**2))**.5 // w => quadratic mean of values in w
                                                                            ].map(x=>x(v)) // get array of each mean using input v, stored in l
                                                                            .sort((a,b)=>a-b) // sort the outputs
                                                                            ) =>
                                                                            l[3] - l[0] > 1e-5 ? // is the difference between the largest
                                                                            // and smallest means > 1/100000?
                                                                            f(l) : // if yes, get the mean mean of the means
                                                                            l[0] // if no, arbitrarily return the smallest value
                                                                            // as close enough






                                                                            share|improve this answer














                                                                            share|improve this answer



                                                                            share|improve this answer








                                                                            edited Apr 4 at 16:48

























                                                                            answered Apr 1 at 23:19









                                                                            asgallantasgallant

                                                                            26915




                                                                            26915












                                                                            • $begingroup$
                                                                              I thought I was going to be clever and implement the relationship with logarithms but it looks like you and J42161217 got there first!
                                                                              $endgroup$
                                                                              – Pureferret
                                                                              Apr 3 at 11:08










                                                                            • $begingroup$
                                                                              @Pureferret I take no credit for that,I blatantly stole it :D
                                                                              $endgroup$
                                                                              – asgallant
                                                                              Apr 3 at 15:58












                                                                            • $begingroup$
                                                                              you wrote it in JavaScript though!
                                                                              $endgroup$
                                                                              – Pureferret
                                                                              Apr 3 at 15:59






                                                                            • 1




                                                                              $begingroup$
                                                                              That was the easy part. Golfing it was hard.
                                                                              $endgroup$
                                                                              – asgallant
                                                                              Apr 3 at 16:13






                                                                            • 1




                                                                              $begingroup$
                                                                              The TIL was not configured correctly. I added a TIL link to the answer.
                                                                              $endgroup$
                                                                              – asgallant
                                                                              Apr 4 at 16:27


















                                                                            • $begingroup$
                                                                              I thought I was going to be clever and implement the relationship with logarithms but it looks like you and J42161217 got there first!
                                                                              $endgroup$
                                                                              – Pureferret
                                                                              Apr 3 at 11:08










                                                                            • $begingroup$
                                                                              @Pureferret I take no credit for that,I blatantly stole it :D
                                                                              $endgroup$
                                                                              – asgallant
                                                                              Apr 3 at 15:58












                                                                            • $begingroup$
                                                                              you wrote it in JavaScript though!
                                                                              $endgroup$
                                                                              – Pureferret
                                                                              Apr 3 at 15:59






                                                                            • 1




                                                                              $begingroup$
                                                                              That was the easy part. Golfing it was hard.
                                                                              $endgroup$
                                                                              – asgallant
                                                                              Apr 3 at 16:13






                                                                            • 1




                                                                              $begingroup$
                                                                              The TIL was not configured correctly. I added a TIL link to the answer.
                                                                              $endgroup$
                                                                              – asgallant
                                                                              Apr 4 at 16:27
















                                                                            $begingroup$
                                                                            I thought I was going to be clever and implement the relationship with logarithms but it looks like you and J42161217 got there first!
                                                                            $endgroup$
                                                                            – Pureferret
                                                                            Apr 3 at 11:08




                                                                            $begingroup$
                                                                            I thought I was going to be clever and implement the relationship with logarithms but it looks like you and J42161217 got there first!
                                                                            $endgroup$
                                                                            – Pureferret
                                                                            Apr 3 at 11:08












                                                                            $begingroup$
                                                                            @Pureferret I take no credit for that,I blatantly stole it :D
                                                                            $endgroup$
                                                                            – asgallant
                                                                            Apr 3 at 15:58






                                                                            $begingroup$
                                                                            @Pureferret I take no credit for that,I blatantly stole it :D
                                                                            $endgroup$
                                                                            – asgallant
                                                                            Apr 3 at 15:58














                                                                            $begingroup$
                                                                            you wrote it in JavaScript though!
                                                                            $endgroup$
                                                                            – Pureferret
                                                                            Apr 3 at 15:59




                                                                            $begingroup$
                                                                            you wrote it in JavaScript though!
                                                                            $endgroup$
                                                                            – Pureferret
                                                                            Apr 3 at 15:59




                                                                            1




                                                                            1




                                                                            $begingroup$
                                                                            That was the easy part. Golfing it was hard.
                                                                            $endgroup$
                                                                            – asgallant
                                                                            Apr 3 at 16:13




                                                                            $begingroup$
                                                                            That was the easy part. Golfing it was hard.
                                                                            $endgroup$
                                                                            – asgallant
                                                                            Apr 3 at 16:13




                                                                            1




                                                                            1




                                                                            $begingroup$
                                                                            The TIL was not configured correctly. I added a TIL link to the answer.
                                                                            $endgroup$
                                                                            – asgallant
                                                                            Apr 4 at 16:27




                                                                            $begingroup$
                                                                            The TIL was not configured correctly. I added a TIL link to the answer.
                                                                            $endgroup$
                                                                            – asgallant
                                                                            Apr 4 at 16:27











                                                                            0












                                                                            $begingroup$


                                                                            Perl 5, 92 72 bytes





                                                                            sub f{@_=map{$m=$_;sum(map$_**$m/@_,@_)**(1/$m)}1,1e-9,-1,2for 1..9;pop}


                                                                            Try it online!



                                                                            ...using some dirty tricks.






                                                                            share|improve this answer











                                                                            $endgroup$


















                                                                              0












                                                                              $begingroup$


                                                                              Perl 5, 92 72 bytes





                                                                              sub f{@_=map{$m=$_;sum(map$_**$m/@_,@_)**(1/$m)}1,1e-9,-1,2for 1..9;pop}


                                                                              Try it online!



                                                                              ...using some dirty tricks.






                                                                              share|improve this answer











                                                                              $endgroup$
















                                                                                0












                                                                                0








                                                                                0





                                                                                $begingroup$


                                                                                Perl 5, 92 72 bytes





                                                                                sub f{@_=map{$m=$_;sum(map$_**$m/@_,@_)**(1/$m)}1,1e-9,-1,2for 1..9;pop}


                                                                                Try it online!



                                                                                ...using some dirty tricks.






                                                                                share|improve this answer











                                                                                $endgroup$




                                                                                Perl 5, 92 72 bytes





                                                                                sub f{@_=map{$m=$_;sum(map$_**$m/@_,@_)**(1/$m)}1,1e-9,-1,2for 1..9;pop}


                                                                                Try it online!



                                                                                ...using some dirty tricks.







                                                                                share|improve this answer














                                                                                share|improve this answer



                                                                                share|improve this answer








                                                                                edited Apr 2 at 15:12

























                                                                                answered Apr 1 at 20:39









                                                                                Kjetil S.Kjetil S.

                                                                                58925




                                                                                58925























                                                                                    0












                                                                                    $begingroup$


                                                                                    SNOBOL4 (CSNOBOL4), 296 bytes



                                                                                    	X =INPUT
                                                                                    Y =INPUT
                                                                                    A =(X + Y) / 2.
                                                                                    P =X * Y
                                                                                    G =P ^ 0.5
                                                                                    H =P / A
                                                                                    Q =(2 * (A ^ 2) - P) ^ 0.5
                                                                                    O OUTPUT =EQ(Q,A) Q :S(END)
                                                                                    M =A
                                                                                    N =G
                                                                                    O =H
                                                                                    P =Q
                                                                                    A =(M + N + O + P) / 4
                                                                                    G =(M * N * O * P) ^ 0.25
                                                                                    H =4 / (1 / M + 1 / N + 1 / O + 1 / P)
                                                                                    Q =((M ^ 2 + N ^ 2 + O ^ 2 + P ^ 2) / 4) ^ 0.5 :(O)
                                                                                    END


                                                                                    Try it online!



                                                                                    Straightforward implementation. Uses a trick from my answer to a related question to golf a bit more.






                                                                                    share|improve this answer









                                                                                    $endgroup$


















                                                                                      0












                                                                                      $begingroup$


                                                                                      SNOBOL4 (CSNOBOL4), 296 bytes



                                                                                      	X =INPUT
                                                                                      Y =INPUT
                                                                                      A =(X + Y) / 2.
                                                                                      P =X * Y
                                                                                      G =P ^ 0.5
                                                                                      H =P / A
                                                                                      Q =(2 * (A ^ 2) - P) ^ 0.5
                                                                                      O OUTPUT =EQ(Q,A) Q :S(END)
                                                                                      M =A
                                                                                      N =G
                                                                                      O =H
                                                                                      P =Q
                                                                                      A =(M + N + O + P) / 4
                                                                                      G =(M * N * O * P) ^ 0.25
                                                                                      H =4 / (1 / M + 1 / N + 1 / O + 1 / P)
                                                                                      Q =((M ^ 2 + N ^ 2 + O ^ 2 + P ^ 2) / 4) ^ 0.5 :(O)
                                                                                      END


                                                                                      Try it online!



                                                                                      Straightforward implementation. Uses a trick from my answer to a related question to golf a bit more.






                                                                                      share|improve this answer









                                                                                      $endgroup$
















                                                                                        0












                                                                                        0








                                                                                        0





                                                                                        $begingroup$


                                                                                        SNOBOL4 (CSNOBOL4), 296 bytes



                                                                                        	X =INPUT
                                                                                        Y =INPUT
                                                                                        A =(X + Y) / 2.
                                                                                        P =X * Y
                                                                                        G =P ^ 0.5
                                                                                        H =P / A
                                                                                        Q =(2 * (A ^ 2) - P) ^ 0.5
                                                                                        O OUTPUT =EQ(Q,A) Q :S(END)
                                                                                        M =A
                                                                                        N =G
                                                                                        O =H
                                                                                        P =Q
                                                                                        A =(M + N + O + P) / 4
                                                                                        G =(M * N * O * P) ^ 0.25
                                                                                        H =4 / (1 / M + 1 / N + 1 / O + 1 / P)
                                                                                        Q =((M ^ 2 + N ^ 2 + O ^ 2 + P ^ 2) / 4) ^ 0.5 :(O)
                                                                                        END


                                                                                        Try it online!



                                                                                        Straightforward implementation. Uses a trick from my answer to a related question to golf a bit more.






                                                                                        share|improve this answer









                                                                                        $endgroup$




                                                                                        SNOBOL4 (CSNOBOL4), 296 bytes



                                                                                        	X =INPUT
                                                                                        Y =INPUT
                                                                                        A =(X + Y) / 2.
                                                                                        P =X * Y
                                                                                        G =P ^ 0.5
                                                                                        H =P / A
                                                                                        Q =(2 * (A ^ 2) - P) ^ 0.5
                                                                                        O OUTPUT =EQ(Q,A) Q :S(END)
                                                                                        M =A
                                                                                        N =G
                                                                                        O =H
                                                                                        P =Q
                                                                                        A =(M + N + O + P) / 4
                                                                                        G =(M * N * O * P) ^ 0.25
                                                                                        H =4 / (1 / M + 1 / N + 1 / O + 1 / P)
                                                                                        Q =((M ^ 2 + N ^ 2 + O ^ 2 + P ^ 2) / 4) ^ 0.5 :(O)
                                                                                        END


                                                                                        Try it online!



                                                                                        Straightforward implementation. Uses a trick from my answer to a related question to golf a bit more.







                                                                                        share|improve this answer












                                                                                        share|improve this answer



                                                                                        share|improve this answer










                                                                                        answered Apr 2 at 19:31









                                                                                        GiuseppeGiuseppe

                                                                                        17.6k31153




                                                                                        17.6k31153






























                                                                                            draft saved

                                                                                            draft discarded




















































                                                                                            If this is an answer to a challenge…




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                                                                                            • …Try to optimize your score. For instance, answers to code-golf challenges should attempt to be as short as possible. You can always include a readable version of the code in addition to the competitive one.
                                                                                              Explanations of your answer make it more interesting to read and are very much encouraged.


                                                                                            • …Include a short header which indicates the language(s) of your code and its score, as defined by the challenge.



                                                                                            More generally…




                                                                                            • …Please make sure to answer the question and provide sufficient detail.


                                                                                            • …Avoid asking for help, clarification or responding to other answers (use comments instead).





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