| | """ |
| | =========== |
| | Basic Units |
| | =========== |
| | |
| | """ |
| |
|
| | import math |
| |
|
| | from packaging.version import parse as parse_version |
| |
|
| | import numpy as np |
| |
|
| | import matplotlib.ticker as ticker |
| | import matplotlib.units as units |
| |
|
| |
|
| | class ProxyDelegate: |
| | 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__(self, name, bases, dict): |
| | for fn_name in self._proxies: |
| | if not hasattr(self, fn_name): |
| | setattr(self, fn_name, |
| | ProxyDelegate(fn_name, self._proxies[fn_name])) |
| |
|
| |
|
| | class PassThroughProxy: |
| | 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): |
| | super().__init__(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 super().__call__(*converted_args) |
| |
|
| |
|
| | class ConvertReturnProxy(PassThroughProxy): |
| | def __init__(self, fn_name, obj): |
| | super().__init__(fn_name, obj) |
| | self.unit = obj.unit |
| |
|
| | def __call__(self, *args): |
| | ret = super().__call__(*args) |
| | return (NotImplemented if ret is NotImplemented |
| | else TaggedValue(ret, self.unit)) |
| |
|
| |
|
| | class ConvertAllProxy(PassThroughProxy): |
| | def __init__(self, fn_name, obj): |
| | super().__init__(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'): |
| | |
| | |
| | return NotImplemented |
| |
|
| | if hasattr(a, 'convert_to'): |
| | try: |
| | a = a.convert_to(self.unit) |
| | except Exception: |
| | 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 = super().__call__(*converted_args) |
| | if ret is NotImplemented: |
| | return NotImplemented |
| | ret_unit = unit_resolver(self.fn_name, arg_units) |
| | if ret_unit is NotImplemented: |
| | return NotImplemented |
| | return TaggedValue(ret, ret_unit) |
| |
|
| |
|
| | class TaggedValue(metaclass=TaggedValueMeta): |
| |
|
| | _proxies = {'__add__': ConvertAllProxy, |
| | '__sub__': ConvertAllProxy, |
| | '__mul__': ConvertAllProxy, |
| | '__rmul__': ConvertAllProxy, |
| | '__cmp__': ConvertAllProxy, |
| | '__lt__': ConvertAllProxy, |
| | '__gt__': ConvertAllProxy, |
| | '__len__': PassThroughProxy} |
| |
|
| | def __new__(cls, value, unit): |
| | |
| | value_class = type(value) |
| | try: |
| | subcls = type(f'TaggedValue_of_{value_class.__name__}', |
| | (cls, value_class), {}) |
| | return object.__new__(subcls) |
| | except TypeError: |
| | return object.__new__(cls) |
| |
|
| | def __init__(self, value, unit): |
| | self.value = value |
| | self.unit = unit |
| | self.proxy_target = self.value |
| |
|
| | def __copy__(self): |
| | return TaggedValue(self.value, self.unit) |
| |
|
| | 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, dtype=object): |
| | return np.asarray(self.value, dtype) |
| |
|
| | def __array_wrap__(self, array, context): |
| | return TaggedValue(array, self.unit) |
| |
|
| | def __repr__(self): |
| | return f'TaggedValue({self.value!r}, {self.unit!r})' |
| |
|
| | def __str__(self): |
| | return f"{self.value} in {self.unit}" |
| |
|
| | def __len__(self): |
| | return len(self.value) |
| |
|
| | if parse_version(np.__version__) >= parse_version('1.20'): |
| | def __getitem__(self, key): |
| | return TaggedValue(self.value[key], self.unit) |
| |
|
| | def __iter__(self): |
| | |
| | |
| | |
| | return (TaggedValue(inner, self.unit) for inner in self.value) |
| |
|
| | 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 |
| | try: |
| | new_value = self.unit.convert_value_to(self.value, unit) |
| | except AttributeError: |
| | new_value = self |
| | return TaggedValue(new_value, unit) |
| |
|
| | def get_value(self): |
| | return self.value |
| |
|
| | def get_unit(self): |
| | return self.unit |
| |
|
| |
|
| | class BasicUnit: |
| | 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 f'BasicUnit({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 is 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: |
| | 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) |
| |
|
| |
|
| | |
| | def rad_fn(x, pos=None): |
| | if x >= 0: |
| | n = int((x / np.pi) * 2.0 + 0.25) |
| | else: |
| | 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 == -1: |
| | return r'$-\pi/2$' |
| | elif n == -2: |
| | return r'$-\pi$' |
| | elif n % 2 == 0: |
| | return fr'${n//2}\pi$' |
| | else: |
| | return fr'${n}\pi/2$' |
| |
|
| |
|
| | 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 np.iterable(val): |
| | if isinstance(val, np.ma.MaskedArray): |
| | val = val.astype(float).filled(np.nan) |
| | out = np.empty(len(val)) |
| | for i, thisval in enumerate(val): |
| | if np.ma.is_masked(thisval): |
| | out[i] = np.nan |
| | else: |
| | try: |
| | out[i] = thisval.convert_to(unit).get_value() |
| | except AttributeError: |
| | out[i] = thisval |
| | return out |
| | if np.ma.is_masked(val): |
| | return np.nan |
| | else: |
| | return val.convert_to(unit).get_value() |
| |
|
| | @staticmethod |
| | def default_units(x, axis): |
| | """Return the default unit for x or None.""" |
| | if np.iterable(x): |
| | for thisx in x: |
| | return thisx.unit |
| | return x.unit |
| |
|
| |
|
| | def cos(x): |
| | if np.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()) |
| |
|
| |
|
| | units.registry[BasicUnit] = units.registry[TaggedValue] = BasicUnitConverter() |
| |
|