.. _units-basic_units:

units example code: basic_units.py
==================================



.. plot:: /home/tcaswell/source/p/matplotlib/doc/mpl_examples/units/basic_units.py

::

    import math
    
    import numpy as np
    
    import matplotlib.units as units
    import matplotlib.ticker as ticker
    from matplotlib.axes import Axes
    from matplotlib.cbook import iterable
    
    
    class ProxyDelegate(object):
        def __init__(self, fn_name, proxy_type):
            self.proxy_type = proxy_type
            self.fn_name = fn_name
    
        def __get__(self, obj, objtype=None):
            return self.proxy_type(self.fn_name, obj)
    
    
    class TaggedValueMeta (type):
        def __init__(cls, name, bases, dict):
            for fn_name in cls._proxies.keys():
                try:
                    dummy = getattr(cls, fn_name)
                except AttributeError:
                    setattr(cls, fn_name,
                            ProxyDelegate(fn_name, cls._proxies[fn_name]))
    
    
    class PassThroughProxy(object):
        def __init__(self, fn_name, obj):
            self.fn_name = fn_name
            self.target = obj.proxy_target
    
        def __call__(self, *args):
            fn = getattr(self.target, self.fn_name)
            ret = fn(*args)
            return ret
    
    
    class ConvertArgsProxy(PassThroughProxy):
        def __init__(self, fn_name, obj):
            PassThroughProxy.__init__(self, fn_name, obj)
            self.unit = obj.unit
    
        def __call__(self, *args):
            converted_args = []
            for a in args:
                try:
                    converted_args.append(a.convert_to(self.unit))
                except AttributeError:
                    converted_args.append(TaggedValue(a, self.unit))
            converted_args = tuple([c.get_value() for c in converted_args])
            return PassThroughProxy.__call__(self, *converted_args)
    
    
    class ConvertReturnProxy(PassThroughProxy):
        def __init__(self, fn_name, obj):
            PassThroughProxy.__init__(self, fn_name, obj)
            self.unit = obj.unit
    
        def __call__(self, *args):
            ret = PassThroughProxy.__call__(self, *args)
            if (type(ret) == type(NotImplemented)):
                return NotImplemented
            return TaggedValue(ret, self.unit)
    
    
    class ConvertAllProxy(PassThroughProxy):
        def __init__(self, fn_name, obj):
            PassThroughProxy.__init__(self, fn_name, obj)
            self.unit = obj.unit
    
        def __call__(self, *args):
            converted_args = []
            arg_units = [self.unit]
            for a in args:
                if hasattr(a, 'get_unit') and not hasattr(a, 'convert_to'):
                    # if this arg has a unit type but no conversion ability,
                    # this operation is prohibited
                    return NotImplemented
    
                if hasattr(a, 'convert_to'):
                    try:
                        a = a.convert_to(self.unit)
                    except:
                        pass
                    arg_units.append(a.get_unit())
                    converted_args.append(a.get_value())
                else:
                    converted_args.append(a)
                    if hasattr(a, 'get_unit'):
                        arg_units.append(a.get_unit())
                    else:
                        arg_units.append(None)
            converted_args = tuple(converted_args)
            ret = PassThroughProxy.__call__(self, *converted_args)
            if (type(ret) == type(NotImplemented)):
                return NotImplemented
            ret_unit = unit_resolver(self.fn_name, arg_units)
            if (ret_unit == NotImplemented):
                return NotImplemented
            return TaggedValue(ret, ret_unit)
    
    
    class _TaggedValue(object):
    
        _proxies = {'__add__': ConvertAllProxy,
                    '__sub__': ConvertAllProxy,
                    '__mul__': ConvertAllProxy,
                    '__rmul__': ConvertAllProxy,
                    '__cmp__': ConvertAllProxy,
                    '__lt__': ConvertAllProxy,
                    '__gt__': ConvertAllProxy,
                    '__len__': PassThroughProxy}
    
        def __new__(cls, value, unit):
            # generate a new subclass for value
            value_class = type(value)
            try:
                subcls = type('TaggedValue_of_%s' % (value_class.__name__),
                              tuple([cls, value_class]),
                              {})
                if subcls not in units.registry:
                    units.registry[subcls] = basicConverter
                return object.__new__(subcls)
            except TypeError:
                if cls not in units.registry:
                    units.registry[cls] = basicConverter
                return object.__new__(cls)
    
        def __init__(self, value, unit):
            self.value = value
            self.unit = unit
            self.proxy_target = self.value
    
        def __getattribute__(self, name):
            if (name.startswith('__')):
                return object.__getattribute__(self, name)
            variable = object.__getattribute__(self, 'value')
            if (hasattr(variable, name) and name not in self.__class__.__dict__):
                return getattr(variable, name)
            return object.__getattribute__(self, name)
    
        def __array__(self, t=None, context=None):
            if t is not None:
                return np.asarray(self.value).astype(t)
            else:
                return np.asarray(self.value, 'O')
    
        def __array_wrap__(self, array, context):
            return TaggedValue(array, self.unit)
    
        def __repr__(self):
            return 'TaggedValue(' + repr(self.value) + ', ' + repr(self.unit) + ')'
    
        def __str__(self):
            return str(self.value) + ' in ' + str(self.unit)
    
        def __len__(self):
            return len(self.value)
    
        def __iter__(self):
            class IteratorProxy(object):
                def __init__(self, iter, unit):
                    self.iter = iter
                    self.unit = unit
    
                def __next__(self):
                    value = next(self.iter)
                    return TaggedValue(value, self.unit)
                next = __next__  # for Python 2
            return IteratorProxy(iter(self.value), self.unit)
    
        def get_compressed_copy(self, mask):
            new_value = np.ma.masked_array(self.value, mask=mask).compressed()
            return TaggedValue(new_value, self.unit)
    
        def convert_to(self, unit):
            if (unit == self.unit or not unit):
                return self
            new_value = self.unit.convert_value_to(self.value, unit)
            return TaggedValue(new_value, unit)
    
        def get_value(self):
            return self.value
    
        def get_unit(self):
            return self.unit
    
    
    TaggedValue = TaggedValueMeta('TaggedValue', (_TaggedValue, ), {})
    
    
    class BasicUnit(object):
        def __init__(self, name, fullname=None):
            self.name = name
            if fullname is None:
                fullname = name
            self.fullname = fullname
            self.conversions = dict()
    
        def __repr__(self):
            return 'BasicUnit(%s)' % self.name
    
        def __str__(self):
            return self.fullname
    
        def __call__(self, value):
            return TaggedValue(value, self)
    
        def __mul__(self, rhs):
            value = rhs
            unit = self
            if hasattr(rhs, 'get_unit'):
                value = rhs.get_value()
                unit = rhs.get_unit()
                unit = unit_resolver('__mul__', (self, unit))
            if (unit == NotImplemented):
                return NotImplemented
            return TaggedValue(value, unit)
    
        def __rmul__(self, lhs):
            return self*lhs
    
        def __array_wrap__(self, array, context):
            return TaggedValue(array, self)
    
        def __array__(self, t=None, context=None):
            ret = np.array([1])
            if t is not None:
                return ret.astype(t)
            else:
                return ret
    
        def add_conversion_factor(self, unit, factor):
            def convert(x):
                return x*factor
            self.conversions[unit] = convert
    
        def add_conversion_fn(self, unit, fn):
            self.conversions[unit] = fn
    
        def get_conversion_fn(self, unit):
            return self.conversions[unit]
    
        def convert_value_to(self, value, unit):
            conversion_fn = self.conversions[unit]
            ret = conversion_fn(value)
            return ret
    
        def get_unit(self):
            return self
    
    
    class UnitResolver(object):
        def addition_rule(self, units):
            for unit_1, unit_2 in zip(units[:-1], units[1:]):
                if (unit_1 != unit_2):
                    return NotImplemented
            return units[0]
    
        def multiplication_rule(self, units):
            non_null = [u for u in units if u]
            if (len(non_null) > 1):
                return NotImplemented
            return non_null[0]
    
        op_dict = {
            '__mul__': multiplication_rule,
            '__rmul__': multiplication_rule,
            '__add__': addition_rule,
            '__radd__': addition_rule,
            '__sub__': addition_rule,
            '__rsub__': addition_rule}
    
        def __call__(self, operation, units):
            if (operation not in self.op_dict):
                return NotImplemented
    
            return self.op_dict[operation](self, units)
    
    
    unit_resolver = UnitResolver()
    
    cm = BasicUnit('cm', 'centimeters')
    inch = BasicUnit('inch', 'inches')
    inch.add_conversion_factor(cm, 2.54)
    cm.add_conversion_factor(inch, 1/2.54)
    
    radians = BasicUnit('rad', 'radians')
    degrees = BasicUnit('deg', 'degrees')
    radians.add_conversion_factor(degrees, 180.0/np.pi)
    degrees.add_conversion_factor(radians, np.pi/180.0)
    
    secs = BasicUnit('s', 'seconds')
    hertz = BasicUnit('Hz', 'Hertz')
    minutes = BasicUnit('min', 'minutes')
    
    secs.add_conversion_fn(hertz, lambda x: 1./x)
    secs.add_conversion_factor(minutes, 1/60.0)
    
    
    # radians formatting
    def rad_fn(x, pos=None):
        n = int((x / np.pi) * 2.0 + 0.25)
        if n == 0:
            return '0'
        elif n == 1:
            return r'$\pi/2$'
        elif n == 2:
            return r'$\pi$'
        elif n % 2 == 0:
            return r'$%s\pi$' % (n//2,)
        else:
            return r'$%s\pi/2$' % (n,)
    
    
    class BasicUnitConverter(units.ConversionInterface):
        @staticmethod
        def axisinfo(unit, axis):
            'return AxisInfo instance for x and unit'
    
            if unit == radians:
                return units.AxisInfo(
                    majloc=ticker.MultipleLocator(base=np.pi/2),
                    majfmt=ticker.FuncFormatter(rad_fn),
                    label=unit.fullname,
                )
            elif unit == degrees:
                return units.AxisInfo(
                    majloc=ticker.AutoLocator(),
                    majfmt=ticker.FormatStrFormatter(r'$%i^\circ$'),
                    label=unit.fullname,
                )
            elif unit is not None:
                if hasattr(unit, 'fullname'):
                    return units.AxisInfo(label=unit.fullname)
                elif hasattr(unit, 'unit'):
                    return units.AxisInfo(label=unit.unit.fullname)
            return None
    
        @staticmethod
        def convert(val, unit, axis):
            if units.ConversionInterface.is_numlike(val):
                return val
            if iterable(val):
                return [thisval.convert_to(unit).get_value() for thisval in val]
            else:
                return val.convert_to(unit).get_value()
    
        @staticmethod
        def default_units(x, axis):
            'return the default unit for x or None'
            if iterable(x):
                for thisx in x:
                    return thisx.unit
            return x.unit
    
    
    def cos(x):
        if iterable(x):
            return [math.cos(val.convert_to(radians).get_value()) for val in x]
        else:
            return math.cos(x.convert_to(radians).get_value())
    
    
    basicConverter = BasicUnitConverter()
    units.registry[BasicUnit] = basicConverter
    units.registry[TaggedValue] = basicConverter
    

Keywords: python, matplotlib, pylab, example, codex (see :ref:`how-to-search-examples`)