Symbolica is a blazing fast computer algebra system for Python and Rust, born of a need to push the boundaries of computations in science and enterprise. Check out the live Jupyter Notebook demo!
For documentation and more, see symbolica.io.
Symbolica allows you to build and manipulate mathematical expressions, for example from a Jupyter Notebook:
You are able to perform these operations from the comfort of a programming language that you (probably) already know, by using Symbolica's bindings to Python and Rust:
Visit the Get Started page for detailed installation instructions.
Symbolica can be installed for Python >3.5 using pip
:
pip install symbolica
The installation may take some time on Mac OS and Windows, as it may have to compile Symbolica.
If you want to use Symbolica as a library in Rust, simply include it in the Cargo.toml
:
[dependencies]
symbolica = "0.8"
Below we list some examples of the features of Symbolica. Check the guide for a complete overview.
Variables ending with a _
are wildcards that match to any subexpression.
In the following example we try to match the pattern f(w1_,w2_)
:
from symbolica import Expression
x, y, w1_, w2_, f = Expression.symbols('x','y','w1_','w2_', 'f')
e = f(3,x)*y**2+5
r = e.replace_all(f(w1_,w2_), f(w1_ - 1, w2_**2))
print(r)
which yields y^2*f(2,x^2)+5
.
Solve a linear system in x
and y
with a parameter c
:
from symbolica import Expression
x, y, c, f = Expression.symbols('x', 'y', 'c', 'f')
x_r, y_r = Expression.solve_linear_system(
[f(c)*x + y + c, y + c**2], [x, y])
print('x =', x_r, ', y =', y_r)
which yields x = (-c+c^2)*f(c)^-1
and y = -c^2
.
Perform a series expansion in x
:
from symbolica import Expression
x = Expression.symbol('x')
e = Expression.parse('exp(5+x)/(1-x)').series(x, 0, 3)
print(e)
which yields (exp(5))+(2*exp(5))*x+(5/2*exp(5))*x^2+(8/3*exp(5))*x^3+O(x^4)
.
Symbolica is world-class in rational arithmetic, outperforming Mathematica, Maple, Form, Fermat, and other computer algebra packages. Simply convert an expression to a rational polynomial:
from symbolica import Expression
p = Expression.parse('(x*y^2*5+5)^2/(2*x+5)+(x+4)/(6*x^2+1)').to_rational_polynomial()
print(p)
which yields (45+13*x+50*x*y^2+152*x^2+25*x^2*y^4+300*x^3*y^2+150*x^4*y^4)/(5+2*x+30*x^2+12*x^3)
.
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