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社区首页 >专栏 >部分计算机代数系统对比Computer Algebra Software: Mathematica, Maxima, Pari/GP

部分计算机代数系统对比Computer Algebra Software: Mathematica, Maxima, Pari/GP

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Enjoy233
发布2019-03-05 11:08:28
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发布2019-03-05 11:08:28
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Computer Algebra Software: Mathematica, Maxima, Pari/GP

mathematica

maxima

pari/gp

version used

8.0

5.21

2.3

show version

select About Mathematica in Mathematica menu

$ maxima --version

$ gp --version

grammar and invocation

mathematica

maxima

pari/gp

interpreter

$ maxima -b foo.mac

$ gp -q foo.gp

repl

$ math

$ maxima

$ gp

block delimiters

( stmt; …)

block ( … )

{ … }

statement separator

; or sometimes newline ; before a newline suppresses output

; suppresses output: $

newline or ; a trailing semicolon suppresses output

end-of-line comment

none

none

1 + 1 \\ addition

multiple line comment

1 + (* addition *) 1

1 + /* addition */ 1

1 + /* addition */ 1

variables and expressions

mathematica

maxima

pari/gp

assignment

a = 3 Set[a, 3]

a: 3

a = 3

parallel assignment

{a, b} = {3, 4} Set[{a, b}, {3, 4}]

[a, b]: [3, 4]

none

compound assignment

+= -= *= /= corresponding functions: AddTo SubtractFrom TimeBy DivideBy

none

+= -= *= /= %=

increment and decrement

++x --x PreIncrement[x] PreDecrement[x] x++ x-- Increment[x] Decrement[x]

none

return value after increment or decrement: x++ x--

null

Null

null test

undefined variable access

treated as an unknown number

treated as an unknown symbol

treated as an unknown number

remove variable binding

Clear[x] Remove[x]

kill(x)

kill(x)

conditional expression

If[x > 0, x, -x]

if is(x > 0) then x else -x

if(x > 0, x, -x)

arithmetic and logic

mathematica

maxima

pari/gp

true and false

True False

true false

1 0

falsehoods

False

false

0

logical operators

! True || (True && False) Or[Not[True], And[True, False]]

is(not true or (true and false))

! 1 || (1 && 0)

relational operators

== != > < >= <= corresponding functions: Equal Unequal Greater Less GreaterEqual LessEqual

= # > < >= <=

== != > < >= <=

arithmetic operators

+ - * / Quotient Mod adjacent terms are multiplied, so * is not necessary. Quotient and Mod are functions, not binary infix operators. These functions are also available: Plus Subtract Times Divide

+ - * / quotient mod quotient and mod are functions, not binary infix operators

+ - * / none %

integer division

Quotient[a, b]

quotient(a, b)

divrem(a, b)[1]

integer division by zero

dividend is zero: Indeterminate otherwise: ComplexInfinity

error

error

float division

exact division: a / b

float(a) / b

exact division: a / b

float division by zero

dividend is zero: Indeterminate otherwise: ComplexInfinity

error

error

power

2 ^ 16 Power[2, 16]

2 ^ 16

2 ^ 16

sqrt

returns symbolic expression: Sqrt[2]

returns symbolic expression: sqrt(2)

returns float: sqrt(2)

sqrt -1

I

%i

1.000 * I

transcendental functions

Exp Log Sin Cos Tan ArcSin ArcCos ArcTan ArcTan ArcTan accepts 1 or 2 arguments

exp log sin cos tan asin acos atan atan2

exp log sin cos tan asin acos atan none

transcendental constants pi and the euler constant

Pi E

%pi %e

Pi exp(1)

float truncation round towards zero, round to nearest integer, round down, round up

IntegerPart Round Floor Ceiling

truncate round floor ceiling

truncate round floor ceil

absolute value and signum

Abs Sign

abs sign

abs sign

integer overflow

none, has arbitrary length integer type

none, has arbitrary length integer type

none, has arbitrary length integer type

float overflow

none

error

error

rational construction

use integer division: 1 / 7

use integer division: 1 / 7

use integer division: 1 / 7

rational decomposition

Numerator Denominator

ratnumer ratdenom

numerator denominator

complex construction

1 + 3I

1 + 3 * %i

1 + 3 * I

complex decomposition real and imaginary part, argument and modulus, conjugate

Re Im Arg Abs Conjugate

realpart imagpart carg abs conjugate

real imag ?? abs conj

random number uniform integer, uniform float

RandomInteger[{0, 99}] RandomReal[]

random(100) random(1.0)

random(100) ??

random seed set, get

SeedRandom[17] ??

set_random_state(make_random_state(17)); ??

setrand(17) getrand()

binary, octal, and hex literals

2^^101010 8^^52 16^^2a

base conversion

BaseForm[42, 7] BaseForm[7^^60, 10]

\\ 42 as powers of 7 up to 9th power: 42 + O(7^10)

strings

mathematica

maxima

pari/gp

string literals

"don't say \"no\""

"don't say \"no\""

"don't say \"no\""

newline in literal

yes

no; use \n escape

string literal escapes

\\ \" \b \f \n \r \t \ooo

\n \t \" \\

character access

Characters["hello"][[1]]

charat("hello", 1)

chr and ord

FromCharacterCode[{65}] ToCharacterCode["A"][[1]]

length

StringLength["hello"]

slength("hello")

length("hello")

concatenate

"one " <> "two " <> "three"

concat("one", "two", "three");

Str("one", "two", "three")

index of substring

StringPosition["hello", "el"][[1]][[1]] StringPosition returns an array of pairs, one for each occurrence of the substring. Each pair contains the index of the first and last character of the occurrence.

ssearch("el", "hello") counts from one, returns false if not found

extract substring

StringTake["hello", {1, 4}]

substring("hello", 1, 5)

split

StringSplit["foo,bar,baz", ","]

split("foo,bar,baz",",")

join

StringJoin[Riffle[{"foo", "bar", "baz"}, ","]]

simplode(["foo","bar","baz"],",")

trim

StringTrim[" foo "]

strim(" ", " foo ") striml(" ", " foo") strimr(" ", "foo ")

convert from string, to string

7 + ToExpression["12"] 73.9 + ToExpression[".037"] "value: " <> ToString[8]

7 + parse_string("12") 73.9 + parse_string(".037")

case manipulation

ToUpperCase["foo"] ToLowerCase["FOO"]

supcase("foo") sdowncase("FOO")

regular expressions

mathematica

maxima

pari/gp

regex test

re = RegularExpression["[a-z]+"] sc = StringCases["hello", re] Length[sc] > 0

regex substitution

s = "foo bar bar" re = RegularExpression["bar"] StringReplace[s, re -> "baz", 1] StringReplace[s, re -> "baz"]

arrays

mathematica

maxima

pari/gp

literal

{1, 2, 3} List[1, 2, 3]

[1, 2, 3]

\\ [1, 2, 3] is a vector literal: List([1, 2, 3])

size

Length[{1, 2, 3}]

length([1, 2, 3])

length(List([1, 2, 3]))

empty test

Length[{}] == 0

emptyp([]);

length(List([])) == 0

lookup

(* access time is O(1) *) (* indices start at one: *) {1, 2, 3}[[1]] Part[{1, 2, 3}, 1]

/* access time is O(n) */ /* indices start at one: */ [1, 2, 3][1];

\\ access time is O(1). \\ indices start at one: List([1, 2, 3])[1]

update

a[[1]] = 7

a[1]: 7;

listput(a, 7, 1)

out-of-bounds behavior

left as unevaluated Part[] expression

invalid index error

out of allowed range error

element index

(* returns list of all positions: *) First /@ Position[{7, 8, 9, 9}, 9]

/* returns list of all positions: */ sublist_indices([7, 8, 9, 9], lambda([x], x = 9));

none

slice

{1, 2, 3}[[1 ;; 2]]

none

none

array of integers as index

(* evaluates to {7, 9, 9} *) {7, 8, 9}[[{1, 3, 3}]]

none

none

manipulate back

a = {6,7,8} AppendTo[a, 9] elem = a[[Length[a]]] a = Delete[a, Length[a]] elem

a: [6, 7, 8]; a: endcons(9, a); last(a); /* no easy way to delete last element */

a = List([6, 7, 8]) listput(a, 9) elem = listpop(a)

manipulate front

a = {6,7,8} PrependTo[a, 5] elem = a[[1]] a = Delete[a, 1] elem

load("basic"); a: [6, 7, 8]; push(5, a); elem: pop(a);

a = List([6, 7, 8]); listinsert(a, 5, 1); elem = a[1]; listpop(a, 1);

head

First[{1, 2, 3}]

first([1, 2, 3]);

List([1, 2, 3])[1]

tail

Rest[{1, 2, 3}]

rest([1, 2, 3]);

none

cons

(* first arg must be an array *) Prepend[{2, 3}, 1]

/* second arg must be an array */ cons(1, [2, 3]);

a = List([1, 2, 3]); listinsert(a, 1, 1);

concatenate

Join[{1, 2, 3}, {4, 5, 6}]

append([1, 2, 3], [4, 5, 6])

concat(List([1, 2, 3]), List([4, 5, 6]))

replicate

ten_zeros = Table[0, {i, 0, 9}]

ten_zeros: makelist(0, 10);

copy

a2 = a

a2: copylist(a);

a2 = a

iterate

Function[x, Print[x]] /@ {1, 2, 3}

a: [1, 2, 3]; for i from 1 thru length(a) do print(a[i]);

a = List([1, 2, 3]) for(i=1, length(a), print(a[i]))

reverse

Reverse[{1, 2, 3}]

reverse([1, 2, 3]);

a = List([1, 2, 3]) a2 = listcreate() while(i > 0, listput(a2, a[i]); i—)

sort

Sort[{3, 1, 4, 2}]

sort([3, 1, 4, 2]);

a = List([3,1,4,2]) listsort(a) a

dedupe

Union[{1, 2, 2, 3}]

unique([1, 2, 2, 3]);

membership

MemberQ[{1, 2, 3}, 2]

member(2, [1, 2, 3]);

/* The Set() constructor takes an array or vector as   an argument. It converts the elements to strings   and sorts them, discarding duplicates.   setsearch() returns the index of the element or zero   if not in the set. */ setsearch(Set([1, 2, 3]), 2)

intersection

Intersect[{1, 2}, {2, 3, 4}]

/* { } is literal notation for a set;   use setify() to convert array to set */ intersect({1, 2}, {2, 3, 4});

setintersect(Set([1, 2]), Set([2, 3, 4]))

union

Union[{1, 2}, {2, 3, 4}]

union({1, 2}, {2, 3, 4});

setunion(Set([1, 2]), Set([2, 3, 4]))

relative complement, symmetric difference

Complement[{1, 2, 3}, {2}] none

setdifference({1, 2, 3}, {2}); symmdifference({1, 2}, {2, 3, 4});

setminus(Set([1, 2, 3]), Set([2]))

map

Function[x, x x] /@ {1, 2, 3} Map[Function[x, x x], {1, 2, 3}]

map(lambda([x], x * x), [1, 2, 3])

filter

Select[{1, 2, 3}, # > 2 &]

sublist([1, 2, 3], lambda([x], x > 2))

reduce

Fold[Plus, 0, {1, 2, 3}]

/* returns -4: */ lreduce(lambda([x,y], x - y), [1, 2, 3]) /* returns 2: */ rreduce(lambda([x,y], x - y), [1, 2, 3])

universal and existential tests

none

every(evenp, [1, 2, 3]); some(evenp, [1, 2, 3]);

min and max element

Min[{1, 2, 3}] Max[{1, 2, 3}]

apply(min, [1, 2, 3]); apply(max, [1, 2, 3]);

shuffle and sample

x = {3, 7, 5, 12, 19, 8, 4} RandomSample[x] RandomSample[x, 3]

random_permutation([3, 7, 5, 12, 19, 8, 4]);

zip

(* list of six elements: *) Riffle[{1, 2, 3}, {"a", "b", "c"}]

/* list of six elements: */ join([1, 2, 3], ["a", "b", "c"])

sequences

mathematica

maxima

pari/gp

range

Range[1, 100]

makelist(i, i, 1, 100)

arithmetic sequence of integers with difference 10

Range[1, 100, 10]

arithmetic sequence of floats with difference 0.1

Range[1, 100, .1]

multidimensional-arrays

mathematica

maxima

pari/gp

dictionaries

mathematica

maxima

pari/gp

record literal

r = { n -> 10, avg -> 3.7, sd -> 0.4}

defstruct(point(x, y, z)); p: point(2, 3, 5);

record member access

n /. r

p@x

functions

mathematica

maxima

pari/gp

definition

add[a_, b_] := a + b (* alternate syntax: *) add = Function[{a, b}, a + b]

add(a, b) := a + b;

add(x, y) = x + y

invocation

add[3, 7] add @@ {3, 7}

add(3, 7);

add(3, 7)

return value

function value

anonymous function

Function[{a, b}, a + b] (#1 + #2) &

lambda([a, b], a + b)

missing argument

error

extra argument

error

default argument

variable number of arguments

f(x, [L]) := if emptyp(L) then x else [x, apply("+", L)]; f(1); f(1, 2, 3);

execution control

mathematica

maxima

pari/gp

if

If[x > 0,   Print["positive"],   If[x < 0,     Print["negative"],     Print["zero"]]]

if (is(x > 0)) then print("positive") elseif (is(x < 0)) then print("negative") else print("zero")

if(x > 0, \   print("positive"), \   if(x < 0, \     print("negative"), \     print("zero")))

while

i = 0 While[i < 10, Print[i]; i++]

i = 0 while(i < 10, print(i); i++)

for

For[i = 0, i < 10, i++, Print[i]]

for i from 0 thru 9 do print(i);

for(i=0, 9, print(i))

break/continue

Break[] Continue[]

break continue

raise exception

Throw["failed"]

throw("failed"); error("failed");

error("failed")

handle exception

Print[Catch[Throw["failed"]]]

catch(throw("failed")); errcatch(error("failed"));

finally block

none

files

mathematica

maxima

pari/gp

write to stdout

Print["hello"]

print("hello")

print("hello")

read entire file into string or array

s = Import["/etc/hosts"] a = StringSplit[s, "\n"]

redirect to file

libraries and namespaces

mathematica

maxima

pari/gp

load

reflection

mathematica

maxima

pari/gp

list function documentation

??

?

get function documentation

?Tan Information[Tan]

? tan describe(tan)

? tan

grep documentation

?? tan

query data type

Head[x]

bigfloatp(x) floatnump(x) integerp(x) numberp(x) ratnump(x) stringp(x) listp(x)

type(x)

list variables in scope

? 0

algebra

mathematica

maxima

pari/gp

solution to an equation

Solve[x^3 + x + 3 == 0, x]

solve(x^3 + x + 3, x)

solution to two equations

Solve[x + y == 3 && x == 2y,   {x, y}]

solve([x+y=3, x=2*y], [x, y])

numerical approximation

N[Exp[1]] Exp[1] + 0. N[Exp[1], 10]

float(exp(1))

1/7 + 0.

expand polynomial

Expand[(1 + x)^5]

expand((1+x)^5)

factor polynomial

Factor[3 + 10 x + 9 x^2 + 2 x^3]

factor(3 + 10*x + 9*x^2 + 2*x^3)

add fractions

Together[a/b + c/d]

ratsimp(a/b + c/d)

decompose fraction

Apart[(b c + a d)/(b d)]

calculus

mathematica

maxima

pari/gp

differentation

D[x^3 + x + 3, x]

diff(x^3 + x + 3, x) diff(sin(x), x)

P = x^3 + x + 3 P' sin(x)'

higher order differentiation

D[Log[x], {x, 3}]

diff(log(x), x, 3);

integration

Integrate[x^3 + x + 3, x] Integrate[x^3 + x + 3, {x, 0, 1}]

integrate(x^3 + 3*x + 3, x); integrate(x^3 + 3*x + 3, x, 0, 1);

find minimal value

Minimize[Sqrt[a^2 + x^2] + Sqrt[(b - x)^2 + c^2], x]

number theory

mathematica

maxima

pari/gp

number tests

IntegerQ[7] PrimeQ[7] rational test? real test?

integerp(7) primep(7) ratnump(1/7)

solve diophantine equation

Solve[a^2 + b^2 == c^2 && a > 0 && a < 10 && b > 0 && b < 10 && c > 0 && c < 10, {a, b, c}, Integers]

factorial

10!

10!

10!

binomial coefficient

Binomial[10,3]

binomial(10,3)

greatest common divisor

GCD[14, 21]

gcd(14, 21)

gcd(14, 21)

prime factors

returns {{2, 2}, {3, 1}, {7, 1}} FactorInteger[84]

factor(84)

returns [2,2; 3,1; 7,1] factor(84)

Euler totient

EulerPhi[256]

totient(256)

vectors

mathematica

maxima

pari/gp

vector literal

(* same as array: *) {1, 2, 3}

/* same as list: */ [1, 2, 3]

[1, 2, 3]

vector coordinate

indices start at one: {1,v2, 3}[[1]]

indices start at one: [1, 2, 3][1]

indices start at one: [1, 2, 3][1]

vector dimension

Length[{1, 2, 3}]

length([1, 2, 3])

length([1, 2, 3])

element-wise arithmetic operators

+ - * / adjacent lists are multiplied element-wise

+ - * /

+ -

vector length mismatch

error

error

error

scalar multiplication

3 {1, 2, 3} {1, 2, 3} 3 * may also be used

3 * [1, 2, 3] [1, 2, 3] * 3

3 * [1, 2, 3] [1, 2, 3] * 3

dot product

{1, 1, 1} . {2, 2, 2} Dot[{1, 1, 1}, {2, 2, 2}]

[1,1,1] . [2,2,2]

cross product

Cross[{1, 0, 0}, {0, 1, 0}]

load("vect"); express([1, 0, 0] ~ [0, 1, 0]);

norms

Norm[{1, 2, 3}, 1] Norm[{1, 2, 3}] Norm[{1, 2, 3}, Infinity]

matrices

mathematica

maxima

pari/gp

literal or constructor

A = {{1, 2}, {3, 4}} B = {{4, 3}, {2, 1}}

A: matrix([1, 2], [3, 4]); B: matrix([4, 3], [2, 1]);

A = [1, 2; 3, 4] B = [4, 3; 2, 1]

zero, identity, ones, diagonal matrix

ConstantArray[0, {3, 3}] IdentityMatrix[3] ConstantArray[1, {3, 3}] DiagonalMatrix[{1, 2, 3}]

zeromatrix(3, 3) ident(3) 1 + zeromatrix(3, 3) diag_matrix(1, 2, 3)

dimensions rows, columns

Length[A] Length[A[[1]]]

matrix_size(A)[1] matrix_size(A)[2]

element access

A[[1, 1]]

A[1, 1]

A[1, 1]

row access

A[[1]]

as list: A[1] as 1xn matrix: row(A, 1)

column access

col(A, 1)

submatrix access

# [[1]] & /@ A

scalar multiplication

3 A A 3 * can also be used

3 * A A * 3

element-wise operators

+ - * / adjacent matrices are multiplied element-wise

+ - * /

multiplication

A . B

A . B

kronecker product

KroneckerProduct[A, B]

kronecker_product(A, B);

comparison

A == B A != B

is(A = B) is(A # B)

norms

Norm[A, 1] Norm[A] Norm[A, Infinity] Norm[A, "Frobenius"]

transpose

Transpose[A]

conjugate transpose

A = {{I, 2 I}, {3 I, 4 I}} ConjugateTranspose[A]

inverse

Inverse[A]

determinant

Det[A]

matdet(A)

trace

Tr[A]

trace(A)

eigenvalues

Eigenvalues[A]

eigenvectors

Eigenvectors[A]

system of equations

Solve[A. {x, y} == { 2, 3}, {x, y}]

distributions

mathematica

maxima

pari/gp

normal

nd = NormalDistribution[0,1] RandomVariate[nd]

load(distrib); random_normal(0,1);

exponential

ed = ExponentialDistribution[1] RandomVariate[ed]

load(distrib); random_exp(1);

poisson

pd = PoissonDistribution[1] RandomVariate[pd]

load(distrib); random_poisson(1);

univariate charts

mathematica

maxima

pari/gp

vertical bar chart

BarChart[{7, 3, 8, 5, 5},   ChartLegends->     {"a","b","c","d","e"}]

horizontal bar chart

BarChart[{7, 3, 8, 5, 5}, BarOrigin -> Left]

pie chart

PieChart[{7, 3, 8, 5, 5}]

stem-and-leaf plot

Needs["StatisticalPlots`"] nd = NormalDistribution[0, 1] n100 = RandomVariate[nd, 100] StemLeafPlot[20 * n100]

histogram

nd = NormalDistribution[0, 1] Histogram[RandomReal[nd, 100], 10]

box-and-whisker plot

nd = NormalDistribution[0, 1] n100 = RandomVariate[nd, 100] BoxWhiskerChart[d] ed = ExponentialDistribution[1] e100 = RandomVariate[ed, 100] u100 = RandomReal[1, 100] d = {n100, e100, u100} BoxWhiskerChart[d]

set chart title

BoxWhiskerChart[data,   PlotLabel -> "chart example"]

chart options

PlotLabel -> "an example" AxisLabel -> {"time", "distance"}

bivariate charts

mathematica

maxima

pari/gp

stacked bar chart

d = {{7, 1}, {3, 2}, {8, 1},   {5, 3}, {5, 1}} BarChart[d, ChartLayout ->   "Stacked"]

scatter plot

nd = NormalDistribution[0, 1] rn = Function[RandomReal[nd]] d = {rn[],rn[]} & /@ Range[1,50] ListPlot[d]

linear regression line

d = Table[{i,   2 i + RandomReal[{-5, 5}]},   {i, 0, 20}] model = LinearModelFit[d, x, x] Show[ListPlot[d],   Plot[model["BestFit"],     {x, 0, 20}]]

polygonal line plot

f = Function[i, {i, rn[]}] d = f /@ Range[1, 20] ListLinePlot[d]

area chart

d = {{7, 1, 3, 2, 8},   {1, 5, 3, 5, 1}} sd = {d[[1]], d[[1]] + d[[2]]} ListLinePlot[sd, Filling ->   {1 -> {Axis, LightBlue},    2 -> {{1}, LightRed}}]

cubic spline

d = Table[{i, RandomReal[nd]},   {i, 0, 20}] f = Interpolation[d,   InterpolationOrder -> 3] Show[ListPlot[d],   Plot[f[x], {x, 0, 20}]]

function plot

Plot[Sin[x], {x, -4, 4}]

plot2d(sin(x),[x,-4,4]);

ploth(x=-4, 4, sin(x))

quantile-quantile plot

nd = NormalDistribution[0, 1] d1 = RandomReal[1, 50] d2 = RandomReal[nd, 50] QuantilePlot[d1, d2]

axis label

d = Table[{i, i^2}, {i, 1, 20}] ListLinePlot[d,   AxesLabel -> {x, x^2}]

plot2d(sin(x), [x,-4,4], [ylabel,"sine function"]);

logarithmic y-axis

LogPlot[{x^2, x^3, x^4, x^5},   {x, 0, 20}]

trivariate charts

mathematica

maxima

pari/gp

3d scatter plot

nd = NormalDistribution[0,1] d = RandomReal[nd, {50, 3}] ListPointPlot3D[d]

additional data set

nd = NormalDistribution[0, 1] x1 = RandomReal[nd, 20] x2 = RandomReal[nd, 20] ListLinePlot[{x1, x2}]

bubble chart

nd = NormalDistribution[0,1] d = RandomReal[nd, {50, 3}] BubbleChart[d]

surface plot

Plot3D[Sinc[Sqrt[x^2 + y^2]],   {x, -25, 25},   {y, -25, 25}]

sinc(x) := sin(%pi*x)/(%pi*x);sinc(x) := sin(%pi*x)/(%pi*x); plot3d(sinc(sqrt(x^2+y^2)),[x,-25,25],[y,-25,25]);

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