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How to Control the Float Number Precision In Sympy?

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4 min read
How to Control the Float Number Precision In Sympy? image

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To control the float number precision in SymPy, you can use the mpmath library which is integrated with SymPy. You can change the precision by setting the mp.dps attribute to the desired number of decimal places. For example, to set the precision to 10 decimal places, you can use mp.dps = 10. This will affect all floating point calculations in SymPy. Additionally, you can use the evalf() method with the n argument to specify the number of decimal places you want for a specific calculation. This allows you to have different precisions for different calculations within the same session.

How to display a float number in scientific notation in sympy?

You can display a float number in scientific notation in SymPy by using the fcode function. Here is an example:

from sympy import Float, fcode

Create a float number

num = Float('0.000002345')

Display the float number in scientific notation

print(fcode(num))

This will output the float number 2.345e-6 in scientific notation.

What is the default precision of floating point numbers in sympy?

The default precision of floating point numbers in SymPy is 15 decimal places. This can be changed by setting the mp.dps variable in the mpmath module, which is used by SymPy for arbitrary-precision arithmetic.

How to display a float with a specific number of significant figures in sympy?

To display a float with a specific number of significant figures in sympy, you can use the n method and specify the number of significant figures you want. Here's an example:

from sympy import N

value = 3.141592653589793 significant_figures = 4

result = N(value, significant_figures)

print(result)

In this example, the N method is used to display the float 3.141592653589793 with 4 significant figures. The output will be 3.142.

How to compare two float numbers with a specified precision in sympy?

In SymPy, you can compare two float numbers with a specified precision by using the N function to convert the floats to sympy.Float objects with the desired precision. You can then use the == operator to check for equality between the two converted numbers.

Here's an example comparing two float numbers with a precision of 10 decimal places:

from sympy import Float

Define the two float numbers

num1 = 0.123456789 num2 = 0.123456788

Convert the floats to sympy.Float objects with a precision of 10 decimal places

num1_sym = Float(num1, 10) num2_sym = Float(num2, 10)

Compare the two numbers

if num1_sym == num2_sym: print("The two numbers are equal.") else: print("The two numbers are not equal.")

This code will output "The two numbers are not equal" because the two float numbers are not exactly equal when compared with a precision of 10 decimal places.

How to truncate a float number to a specific number of decimal places in sympy?

You can use the evalf method in SymPy to truncate a float number to a specific number of decimal places. Here's an example of how to truncate a float number to 3 decimal places using SymPy:

  1. Import the necessary libraries:

from sympy import Float

  1. Create a float number:

num = 3.14159265359

  1. Convert the float number to a SymPy Float object:

num_sym = Float(num)

  1. Truncate the float number to 3 decimal places using the evalf method:

truncated_num = num_sym.evalf(3)

Now truncated_num will be a SymPy Float object with the float number truncated to 3 decimal places.

What is the precision argument in sympy's floating point functions?

The precision argument in SymPy's floating point functions specifies the number of digits to be displayed after the decimal point when converting a floating point number to a decimal representation. This allows the user to control the level of precision in the output of the floating point functions. By default, the precision argument is set to 15 digits.