# Licensed under a 3-clause BSD style license - see LICENSE.rst """ Miscellaneous utilities for `astropy.units`. None of the functions in the module are meant for use outside of the package. """ import io import re from fractions import Fraction import numpy as np from numpy import finfo _float_finfo = finfo(float) # take float here to ensure comparison with another float is fast # give a little margin since often multiple calculations happened _JUST_BELOW_UNITY = float(1.-4.*_float_finfo.epsneg) _JUST_ABOVE_UNITY = float(1.+4.*_float_finfo.eps) def _get_first_sentence(s): """ Get the first sentence from a string and remove any carriage returns. """ x = re.match(r".*?\S\.\s", s) if x is not None: s = x.group(0) return s.replace('\n', ' ') def _iter_unit_summary(namespace): """ Generates the ``(unit, doc, represents, aliases, prefixes)`` tuple used to format the unit summary docs in `generate_unit_summary`. """ from . import core # Get all of the units, and keep track of which ones have SI # prefixes units = [] has_prefixes = set() for key, val in namespace.items(): # Skip non-unit items if not isinstance(val, core.UnitBase): continue # Skip aliases if key != val.name: continue if isinstance(val, core.PrefixUnit): # This will return the root unit that is scaled by the prefix # attached to it has_prefixes.add(val._represents.bases[0].name) else: units.append(val) # Sort alphabetically, case insensitive units.sort(key=lambda x: x.name.lower()) for unit in units: doc = _get_first_sentence(unit.__doc__).strip() represents = '' if isinstance(unit, core.Unit): represents = f":math:`{unit._represents.to_string('latex')[1:-1]}`" aliases = ', '.join(f'``{x}``' for x in unit.aliases) yield (unit, doc, represents, aliases, 'Yes' if unit.name in has_prefixes else 'No') def generate_unit_summary(namespace): """ Generates a summary of units from a given namespace. This is used to generate the docstring for the modules that define the actual units. Parameters ---------- namespace : dict A namespace containing units. Returns ------- docstring : str A docstring containing a summary table of the units. """ docstring = io.StringIO() docstring.write(""" .. list-table:: Available Units :header-rows: 1 :widths: 10 20 20 20 1 * - Unit - Description - Represents - Aliases - SI Prefixes """) for unit_summary in _iter_unit_summary(namespace): docstring.write(""" * - ``{}`` - {} - {} - {} - {} """.format(*unit_summary)) return docstring.getvalue() def generate_prefixonly_unit_summary(namespace): """ Generates table entries for units in a namespace that are just prefixes without the base unit. Note that this is intended to be used *after* `generate_unit_summary` and therefore does not include the table header. Parameters ---------- namespace : dict A namespace containing units that are prefixes but do *not* have the base unit in their namespace. Returns ------- docstring : str A docstring containing a summary table of the units. """ from . import PrefixUnit faux_namespace = {} for nm, unit in namespace.items(): if isinstance(unit, PrefixUnit): base_unit = unit.represents.bases[0] faux_namespace[base_unit.name] = base_unit docstring = io.StringIO() for unit_summary in _iter_unit_summary(faux_namespace): docstring.write(""" * - Prefixes for ``{}`` - {} prefixes - {} - {} - Only """.format(*unit_summary)) return docstring.getvalue() def is_effectively_unity(value): # value is *almost* always real, except, e.g., for u.mag**0.5, when # it will be complex. Use try/except to ensure normal case is fast try: return _JUST_BELOW_UNITY <= value <= _JUST_ABOVE_UNITY except TypeError: # value is complex return (_JUST_BELOW_UNITY <= value.real <= _JUST_ABOVE_UNITY and _JUST_BELOW_UNITY <= value.imag + 1 <= _JUST_ABOVE_UNITY) def sanitize_scale(scale): if is_effectively_unity(scale): return 1.0 # Maximum speed for regular case where scale is a float. if scale.__class__ is float: return scale # We cannot have numpy scalars, since they don't autoconvert to # complex if necessary. They are also slower. if hasattr(scale, 'dtype'): scale = scale.item() # All classes that scale can be (int, float, complex, Fraction) # have an "imag" attribute. if scale.imag: if abs(scale.real) > abs(scale.imag): if is_effectively_unity(scale.imag/scale.real + 1): return scale.real elif is_effectively_unity(scale.real/scale.imag + 1): return complex(0., scale.imag) return scale else: return scale.real def maybe_simple_fraction(p, max_denominator=100): """Fraction very close to x with denominator at most max_denominator. The fraction has to be such that fraction/x is unity to within 4 ulp. If such a fraction does not exist, returns the float number. The algorithm is that of `fractions.Fraction.limit_denominator`, but sped up by not creating a fraction to start with. """ if p == 0 or p.__class__ is int: return p n, d = p.as_integer_ratio() a = n // d # Normally, start with 0,1 and 1,0; here we have applied first iteration. n0, d0 = 1, 0 n1, d1 = a, 1 while d1 <= max_denominator: if _JUST_BELOW_UNITY <= n1/(d1*p) <= _JUST_ABOVE_UNITY: return Fraction(n1, d1) n, d = d, n-a*d a = n // d n0, n1 = n1, n0+a*n1 d0, d1 = d1, d0+a*d1 return p def validate_power(p): """Convert a power to a floating point value, an integer, or a Fraction. If a fractional power can be represented exactly as a floating point number, convert it to a float, to make the math much faster; otherwise, retain it as a `fractions.Fraction` object to avoid losing precision. Conversely, if the value is indistinguishable from a rational number with a low-numbered denominator, convert to a Fraction object. Parameters ---------- p : float, int, Rational, Fraction Power to be converted """ denom = getattr(p, 'denominator', None) if denom is None: try: p = float(p) except Exception: if not np.isscalar(p): raise ValueError("Quantities and Units may only be raised " "to a scalar power") else: raise # This returns either a (simple) Fraction or the same float. p = maybe_simple_fraction(p) # If still a float, nothing more to be done. if isinstance(p, float): return p # Otherwise, check for simplifications. denom = p.denominator if denom == 1: p = p.numerator elif (denom & (denom - 1)) == 0: # Above is a bit-twiddling hack to see if denom is a power of two. # If so, float does not lose precision and will speed things up. p = float(p) return p def resolve_fractions(a, b): """ If either input is a Fraction, convert the other to a Fraction (at least if it does not have a ridiculous denominator). This ensures that any operation involving a Fraction will use rational arithmetic and preserve precision. """ # We short-circuit on the most common cases of int and float, since # isinstance(a, Fraction) is very slow for any non-Fraction instances. a_is_fraction = (a.__class__ is not int and a.__class__ is not float and isinstance(a, Fraction)) b_is_fraction = (b.__class__ is not int and b.__class__ is not float and isinstance(b, Fraction)) if a_is_fraction and not b_is_fraction: b = maybe_simple_fraction(b) elif not a_is_fraction and b_is_fraction: a = maybe_simple_fraction(a) return a, b def quantity_asanyarray(a, dtype=None): from .quantity import Quantity if not isinstance(a, np.ndarray) and not np.isscalar(a) and any(isinstance(x, Quantity) for x in a): return Quantity(a, dtype=dtype) else: return np.asanyarray(a, dtype=dtype)