Why Does `0.3` Become `0.2999999999999999889` in C ?

Floating Point Imprecision in C

Floating-point arithmetic in programming involves representing real numbers using a fixed number of bits, leading to potential inaccuracies. This article addresses precision issues in C floating-point operations, exemplified by the following code:

<code class="cpp">double a = 0.3;
std::cout.precision(20);
std::cout <p>This code outputs 0.2999999999999999889 instead of the expected 0.3. Moreover, if a is added to itself 50 times, the result becomes 15.000000000000014211 instead of the expected 15.</p>
<p><strong>Explanation</strong></p>
<p>Floating-point numbers have limited precision, determined by their bit count. Double-precision floats have 53 bits for the fraction part, resulting in an effective precision of about 15 decimal digits.</p>
<p>When using std::cout.precision(20), you instruct the stream to display 20 digits of precision. However, the underlying value of a has only 15 digits of precision. The additional digits are filled with zeros, leading to inaccuracies.</p>
<p>The second example accumulates the inaccuracies of repeated additions. Since floating-point arithmetic is not associative, slightly different sequences of additions can yield slightly different results.</p>
<p><strong>Solution</strong></p>
<p>To minimize precision loss, do not set std::cout.precision higher than the available precision of the numeric type. This can be achieved using:</p>
<pre class="brush:php;toolbar:false"><code class="cpp">std::cout.precision(std::numeric_limits<double>::digits10);</double></code>

This limits the precision to 15 digits for double-precision floats.

However, for large numbers of repetitive calculations, accumulated errors may still occur. In such cases, alternative techniques, such as fixed-point arithmetic or using fractions with integer numerators and denominators, are recommended.

The above is the detailed content of Why Does `0.3` Become `0.2999999999999999889` in C ?. For more information, please follow other related articles on the PHP Chinese website!