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Method choice Method dot Method finfo Method histogram Method iinfo Method max Method mean Method place Method roots Method seed Method uniform Method view Method zeros Method sum Object busdaycalendar Method is_busday Property dtype Method unique Method loadtxt Method vsplit Method fliplr Method setdiff1d Method msort Method argsort Method lexsort Method around Method nanmax Method nanmin Method nanargmax Method nanargmin Method argmax Method argmin Property itemsize Method spacing Method fix Method ceil Method diff Property flat Property real Property base Method flip Method delete Method amax Method amin Method logical_xor Method logical_or Method logical_not Method logical_and Method logaddexp Method logaddexp2 Method logspace Method not_equal Method equal Method greater_equal Method less Method less_equal Method remainder Method mod Method empty Method greater Method isfinite Method busday_count Method repeat Method var Method random_sample Method random Method sign Method std Method absolute Method abs Method sort Method randint Method isreal Method linspace Method gradient Method all Method sample Property T Property imag Method cov Method insert Method log Method log1p Method exp2 Method expm1 Method exp Method arccos Method cos Method arcsin Method sin Method tan Method fromiter Method trim_zeros Method diagflat Method savetxt Method count_nonzero Property size Property shape Method reshape Method resize Method triu Method tril Method eye Method arange Method fill_diagonal Method tile Method save Method transpose Method swapaxes Method meshgrid Property mgrid Method rot90 Method log2 Method radians Method deg2rad Method rad2deg Method degrees Method log10 Method append Method cumprod Property nbytes Method tostring Property data Method modf Method fmod Method tolist Method datetime_as_string Method datetime_data Method array_split Method itemset Method floor Method put_along_axis Method cumsum Method bincount Method put Method putmask Method take Method hypot Method sqrt Method square Method floor_divide Method tri Method signbit Method flatten Method ravel Method roll Method isrealobj Method diag Method diagonal Method quantile Method ones Method iscomplexobj Method iscomplex Method isscalar Method divmod Method isnat Method percentile Method isnan Method divide Method add Method reciprocal Method positive Method subtract Method median Method isneginf Method isposinf Method float_power Method power Method negative Method maximum Method average Method isinf Method multiply Method busday_offset Method identity Method interp Method squeeze Method get_printoptions Method savez_compressed Method savez Method load Method asfarray Method clip Method array Method array_equiv Method array_equal Method frombuffer Method set_string_function Method matmul Method genfromtxt Method fromfunction Method asscalar Method searchsorted Method full_like Method full Method shares_memory Method ptp Method digitize Method argwhere Method geomspace Method zeros_like Method fabs Method flatnonzero Method vstack Method dstack Method fromstring Method tobytes Method expand_dims Method ranf Method arctan Method item Method extract Method compress Method choose Method asarray Method asmatrix Method allclose Method isclose Method any Method corrcoef Method trunc Method prod Method cross Method true_divide Method hsplit Method split Method rint Method ediff1d Method lcm Method gcd Method cbrt Method flipud Property ndim Method array2string Method set_printoptions Method where Method hstack

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NumPy | finfo method

schedule Aug 12, 2023

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Parameters Return value Examples Basic usage min max precision

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NumPy's finfo(~) method returns information about a particular NumPy float data type. Information includes the number of bits occupied by that data type, and the maximum and minimum limits of supported values.

Parameters

1. type | dtype

The float data type or an instance of one to retrieve information about.

Return value

A <class 'numpy.finfo'> object with key information such as:

Minimum supported value of the provided float data type
Maximum supported value of the provided float data type
Precision of the provided float data type

Examples

Basic usage

To retrieve information on the float32 data type:


        
        
            
                
                
                    np.finfo(np.float32)
                
            
            finfo(resolution=1e-06, min=-3.4028235e+38, max=3.4028235e+38, dtype=float32)

min

To retrieve the minimum allowed value for float32:


        
        
            
                
                
                    np.finfo(np.float32).min
                
            
            -3.4028235e+38

max

To retrieve the maximum allowed value for float32:


        
        
            
                
                
                    np.finfo(np.float32).max
                
            
            3.4028235e+38

precision

To retrieve the precision for float32:


        
        
            
                
                
                    np.finfo(np.float32).precision
                
            
            6

We can see that float32 floats are precise to approximately 6 decimal places.

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Published by Arthur Yanagisawa

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Official NumPy Documentation

https://numpy.org/doc/stable/reference/generated/numpy.finfo.html

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